From 9b3d8a44f7adfeb26269f22b1d8cc6ebf5c5f22e Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Mon, 16 Oct 2023 17:46:33 +0300 Subject: [PATCH 01/21] feat: CIP - Authorization --- docs/cip/CIP-10112023_Authorization.md | 148 ++++++++++++++++++ .../CIP-10112023_Authorization_Workflow.png | Bin 0 -> 3576675 bytes 2 files changed, 148 insertions(+) create mode 100644 docs/cip/CIP-10112023_Authorization.md create mode 100644 docs/cip/assets/CIP-10112023_Authorization_Workflow.png diff --git a/docs/cip/CIP-10112023_Authorization.md b/docs/cip/CIP-10112023_Authorization.md new file mode 100644 index 00000000000..8d3efdc50bb --- /dev/null +++ b/docs/cip/CIP-10112023_Authorization.md @@ -0,0 +1,148 @@ +# CIP-10112023: Authorization + +## Status + +Current Status: `Draft` + +## **Motivation** + +The motivation for introducing an authorization feature in Chroma is to address the lack of a proper authorization model that many users are struggling with, especially those who deploy production apps. Additionally, as Chroma is gearing up for production-grade deployments out of the box, it is essential to have a proper authorization model in place for distributed and hosted Chroma instances. + +## **Public Interfaces** + +No changes to public interfaces are proposed in this CIP. + +## **Proposed Changes** + +In this CIP we propose the introduction of abstractions necessary for implementing a multi-user authorization scheme in a pluggable way. We also propose a baseline implementation of such a scheme which will be shipped with Chroma as a default authorization provider. + +It is important to keep in mind that the client/server interaction in Chroma is meant to be stateless, as such the Authorization approach must also follow the same principle. This means that the server must not store any state about the user's authorization. The authorization decision must be made on a per-request basis. + +The diagram below illustrates the levels of abstractions we introduce: + +![Server-Side Authorization Workflow](assets/CIP-10112023_Authorization_Workflow.png) + +In the above diagram we highlight the new abstractions we introduce in this CIP and we also demonstrate the interop with the existing Authentication + +### Concepts + +#### ServerAuthorizationProvider + +The `ServerAuthorizationProvider` is a class that abstracts a provider that will authorize requests to the Chroma server (FastAPI). In practical terms the provider will integrate with an external authorization service (e.g. Auth0, Okta, Permit.io etc.) and will be responsible for allowing or denying the user request. + +In our baseline implementation we will provide a simple file-based authorization provider that will read authorization configuration from a YAML file. + +#### ServerAuthzConfigurationProvider + +The `ServerAuthzConfigurationProvider` is a class that abstracts a the configuration needed for authorization provider to work. In practice that implies, reading secrets from environment variables, reading configuration from a file, or reading configuration from a database or secrets file, or even KMS. + +In our baseline implementation the AuthzConfigurationProvider will read configuration from a YAML file. + +#### ServerAuthorizationRequest + +The `ServerAuthorizationRequest` encapsulates the authorization context. + +#### ServerAuthorizationResponse + +Authorization response provides authorization provider evaluation response. It returns a boolean response indicating whether the request is allowed or denied. + +#### ChromaAuthzMiddleware + +The `ChromaAuthzMiddleware` is an abstraction for the server-side middleware. At the time of writing we only support FastAPI. The middleware interface supports several methods: + +- `authorize` - authorizes the request against the authorization provider. +- `ignore_operation` - determines whether or not the operation should be ignored by the middleware +- `instrument_server` - an optional method for additional server instrumentation. For example, header injection. + +#### AuthorizationError + +Error thrown when an authorization request is disallowed/denied by the authorization provider. Depending on authorization provider's implementation such error may also be thrown when the authorization provider is not available or an internal error ocurred. + +Client semantics of this error is a 403 Unauthorized error being returned over HTTP interface. + +#### AuthorizationContext + +The AuthorizationContext provides the necessary information to the authorization provider to make a decision whether to allow or deny the request. The context contains the following information: + +```json +{ +"user": {"id": "API Token or User Id"}, +"resource": {"namespace": "database", "id": "collection_id"}, +"action": {"id":"get_or_create"}, +} +``` + +We intentionally want to keep this as minimal as possible to avoid any unnecessary complexity and to allow users to easily understand the authorization model. However the context is just an abstraction of the above representation and each authorization provider will need to implement the above and if necessary extend it to support additional information. + +We propose the following classes to represent the above: + +```python +from typing import TypeVar, Generic + +# Below three classes are from Chroma's baseline AuthZ implementation +class User: + id: Optional[str] + +class Resource: + id: str + namespace: Optional[str] + +class Action: + id: str + +TUser = TypeVar("TUser") +TResource = TypeVar("TResource") +TAction = TypeVar("TAction") + +class AbstractAuthZContext(Generic[TUser, TResource, TAction]): + user: TUser + resource: TResource + action: TAction + +# Example of a concrete implementation from Chroma's baseline AuthZ implementation + +class SimpleAuthZContext(AbstractAuthZContext[User, Resource, Action]): + pass +``` + +### Baseline Implementation + +In this section we propose a minimal implementation example of the authorization framework which will also ship in Chroma as a default authorization provider and a reference implementation. Our reference implementation relies on static configuration files in YAML format. + +#### Authentication and Authorization Config Scheme + +```yaml +users: + - id: user@example.com + tokens: + - my_api_token +actions: + - list_collections + - get_collection + - create_collection + - get_or_create_collection + - delete_collection + - update_collection + - add + - delete + - get + - query + - peek + - update + - upsert + +``` + +## **Compatibility, Deprecation, and Migration Plan** + +This CIP is not backwards for Chroma clients. + +## **Test Plan** + +Property and Integration tests. + +## **Rejected Alternatives** + +TBD + +## **References** diff --git a/docs/cip/assets/CIP-10112023_Authorization_Workflow.png b/docs/cip/assets/CIP-10112023_Authorization_Workflow.png new file mode 100644 index 0000000000000000000000000000000000000000..c10fb431276672918af652902d69e18ca361fddd GIT binary patch literal 3576675 zcmeEu_g7PC)UGpQ*C8?%5al4Eq9P&)2qC~AqY)6X0fLmlNCz?WL(7b)QQD!m5F*ml 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z&LzEbkdEZv?A$?z3lV?_Km;HH5CMn)L;xZH5r7Cl1pe6sAR&Q&Hc@CihyX+YA^;J9 z2tWiN0uTX+07L*H01zm&b|UItq5x-C8GWv-b0s NE*R=%o&V$U{{hyZlIj2e literal 0 HcmV?d00001 From e63f57a65f44fc7970903a89cfbec0f26ccd13e8 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Thu, 19 Oct 2023 13:49:10 +0300 Subject: [PATCH 02/21] feat: Working implementation and updated CIP --- chromadb/auth/__init__.py | 203 ++++++++++++++- chromadb/auth/authz/__init__.py | 78 ++++++ chromadb/auth/basic/__init__.py | 32 ++- chromadb/auth/fastapi.py | 150 +++++++++++- chromadb/auth/providers.py | 29 ++- chromadb/auth/registry.py | 24 +- chromadb/auth/token/__init__.py | 77 +++++- chromadb/config.py | 34 ++- chromadb/server/fastapi/__init__.py | 95 ++++++- docs/cip/CIP-10112023_Authorization.md | 231 ++++++++++++++---- .../CIP-10112023_Authorization_Workflow.png | Bin 3576675 -> 5609339 bytes examples/basic_functionality/authz/README.md | 149 +++++++++++ .../basic_functionality/authz/authz.ipynb | 73 ++++++ examples/basic_functionality/authz/authz.yaml | 94 +++++++ 14 files changed, 1170 insertions(+), 99 deletions(-) create mode 100644 chromadb/auth/authz/__init__.py create mode 100644 examples/basic_functionality/authz/README.md create mode 100644 examples/basic_functionality/authz/authz.ipynb create mode 100644 examples/basic_functionality/authz/authz.yaml diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 67f296bb35c..2c70ab1f67f 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -2,16 +2,21 @@ Contains only Auth abstractions, no implementations. """ import base64 +from functools import partial import logging from abc import ABC, abstractmethod from enum import Enum from typing import ( + Any, + Callable, Optional, Dict, TypeVar, Tuple, Generic, + Union, ) +from attr import dataclass from overrides import EnforceOverrides, override from pydantic import SecretStr @@ -35,6 +40,21 @@ class AuthInfoType(Enum): METADATA = "metadata" # gRPC +class UserIdentity(EnforceOverrides, ABC): + @abstractmethod + def get_user_id(self) -> str: + ... + + +class SimpleUserIdentity(UserIdentity): + def __init__(self, user_id: str) -> None: + self._user_id = user_id + + @override + def get_user_id(self) -> str: + return self._user_id + + class ClientAuthResponse(EnforceOverrides, ABC): @abstractmethod def get_auth_info_type(self) -> AuthInfoType: @@ -87,11 +107,12 @@ def inject_credentials(self, injection_context: T) -> None: class ServerAuthenticationRequest(EnforceOverrides, ABC, Generic[T]): @abstractmethod def get_auth_info( - self, auth_info_type: AuthInfoType, auth_info_id: Optional[str] = None + self, auth_info_type: AuthInfoType, auth_info_id: str ) -> T: """ - This method should return the necessary auth info based on the type of authentication (e.g. header, cookie, url) - and a given id for the respective auth type (e.g. name of the header, cookie, url param). + This method should return the necessary auth info based on the type of + authentication (e.g. header, cookie, url) and a given id for the respective + auth type (e.g. name of the header, cookie, url param). :param auth_info_type: The type of auth info to return :param auth_info_id: The id of the auth info to return @@ -101,8 +122,32 @@ def get_auth_info( class ServerAuthenticationResponse(EnforceOverrides, ABC): + @abstractmethod + def success(self) -> bool: + ... + + @abstractmethod + def get_user_identity(self) -> Optional[UserIdentity]: + ... + + +class SimpleServerAuthenticationResponse(ServerAuthenticationResponse): + """ Simple implementation of ServerAuthenticationResponse""" + _auth_success: bool + _user_identity: Optional[UserIdentity] + + def __init__(self, auth_success: bool, user_identity: Optional[UserIdentity]) \ + -> None: + self._auth_success = auth_success + self._user_identity = user_identity + + @override def success(self) -> bool: - raise NotImplementedError() + return self._auth_success + + @override + def get_user_identity(self) -> Optional[UserIdentity]: + return self._user_identity class ServerAuthProvider(Component): @@ -110,7 +155,8 @@ def __init__(self, system: System) -> None: super().__init__(system) @abstractmethod - def authenticate(self, request: ServerAuthenticationRequest[T]) -> bool: + def authenticate(self, request: ServerAuthenticationRequest[T]) \ + -> ServerAuthenticationResponse: pass @@ -121,7 +167,7 @@ def __init__(self, system: System) -> None: @abstractmethod def authenticate( self, request: ServerAuthenticationRequest[T] - ) -> Optional[ServerAuthenticationResponse]: + ) -> ServerAuthenticationResponse: ... @abstractmethod @@ -155,8 +201,8 @@ def name(cls) -> str: class AbstractCredentials(EnforceOverrides, ABC, Generic[T]): """ - The class is used by Auth Providers to encapsulate credentials received from the server - and pass them to a ServerAuthCredentialsProvider. + The class is used by Auth Providers to encapsulate credentials received + from the server and pass them to a ServerAuthCredentialsProvider. """ @abstractmethod @@ -204,4 +250,145 @@ def __init__(self, system: System) -> None: @abstractmethod def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: + ... + + @abstractmethod + def get_user_identity(self, credentials: AbstractCredentials[T]) \ + -> Optional[UserIdentity]: + ... + + +# --- AuthZ ---# + +# TODO move this to basic impl + +@dataclass +class AuthzUser: + id: Optional[str] + attributes: Optional[Dict[str, Any]] = None + claims: Optional[Dict[str, Any]] = None + + +@dataclass +class AuthzResource: + id: Optional[str] + type: Optional[str] + namespace: Optional[str] + attributes: Optional[Dict[str, Any]] = None + + +class DynamicAuthzResource: + id: Optional[Union[str, Callable[..., str]]] + namespace: Optional[Union[str, Callable[..., str]]] + type: Optional[Union[str, Callable[..., str]]] + attributes: Optional[Union[Dict[str, Any], Callable[..., Dict[str, Any]]]] + + def __init__(self, id: Optional[Union[str, Callable[..., str]]] = None, + namespace: Optional[Union[str, Callable[..., str] + ]] = "default_database", + attributes: Optional[Union[Dict[str, Any], + Callable[..., Dict[str, Any]]]] + = lambda **kwargs: {}, + type: Optional[Union[str, Callable[..., str]] + ] = "default_database", + ) -> None: + self.id = id + self.namespace = namespace + self.attributes = attributes + self.type = type + + def to_authz_resource(self, **kwargs): + return AuthzResource( + id=self.id(**kwargs) if callable(self.id) else self.id, + namespace=self.namespace(**kwargs) if callable( + self.namespace) else self.namespace, + type=self.type(**kwargs) if callable( + self.type) else self.type, + attributes=self.attributes(**kwargs) if callable( + self.attributes) else self.attributes, + ) + + +class AuthzDynamicParams: + @staticmethod + def from_function_name(**kwargs): + return partial(lambda **kwargs: kwargs['function'].__name__, + **kwargs) + + @staticmethod + def from_function_args(**kwargs): + return partial(lambda **kwargs: kwargs['function_args'][kwargs['arg_num']], + **kwargs) + + @staticmethod + def from_function_kwargs(**kwargs): + return partial(lambda **kwargs: kwargs['function_kwargs'][kwargs['arg_name']], + **kwargs) + + +@dataclass +class AuthzAction: + id: str + attributes: Optional[Dict[str, Any]] = None + + +@dataclass +class AuthorizationContext: + user: AuthzUser + resource: AuthzResource + action: AuthzAction + + +class ServerAuthorizationProvider(Component): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def authorize(self, context: AuthorizationContext) \ + -> bool: + pass + + +class AuthorizationRequestContext(EnforceOverrides, ABC, Generic[T]): + @abstractmethod + def get_request(self) -> T: + ... + + +class ChromaAuthzMiddleware(Component, Generic[T]): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def pre_process( + self, request: AuthorizationRequestContext + ) -> None: + ... + + @abstractmethod + def ignore_operation(self, verb: str, path: str) -> bool: + ... + + @abstractmethod + def instrument_server(self, app: T) -> None: + ... + + +class ServerAuthorizationConfigurationProvider(Component, Generic[T]): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def get_configuration(self) -> T: pass + + +class AuthorizationError(ChromaError): + @override + def code(self) -> int: + return 403 + + @classmethod + @override + def name(cls) -> str: + return "AuthorizationError" diff --git a/chromadb/auth/authz/__init__.py b/chromadb/auth/authz/__init__.py new file mode 100644 index 00000000000..8234c5c9a88 --- /dev/null +++ b/chromadb/auth/authz/__init__.py @@ -0,0 +1,78 @@ +import logging +from typing import Any, Dict, cast +from overrides import override +import yaml +from chromadb.auth import ( + AuthorizationContext, + ServerAuthorizationConfigurationProvider, + ServerAuthorizationProvider, +) +from chromadb.auth.registry import register_provider, resolve_provider +from chromadb.config import System + +logger = logging.getLogger(__name__) + + +@register_provider("local_authz_config") +class LocalUserConfigAuthorizationConfigurationProvider( + ServerAuthorizationConfigurationProvider[Dict[str, Any]] +): + _config_file: str + _config: Dict[str, Any] + + def __init__(self, system: System) -> None: + super().__init__(system) + self._settings = system.settings + system.settings.require("chroma_server_authz_config_file") + self._config_file = str( + system.settings.chroma_server_authz_config_file) + with open(self._config_file, "r") as f: + self._config = yaml.safe_load(f) + + @override + def get_configuration(self) -> Dict[str, Any]: + return self._config + + +@register_provider("simple_rbac") +class SimpleRBACAuthorizationProvider(ServerAuthorizationProvider): + _authz_config_provider: ServerAuthorizationConfigurationProvider[Dict[str, Any]] + + def __init__(self, system: System) -> None: + super().__init__(system) + self._settings = system.settings + system.settings.require("chroma_server_authz_config_provider") + if self._settings.chroma_server_authz_config_provider: + _cls = resolve_provider( + self._settings.chroma_server_authz_config_provider, + ServerAuthorizationConfigurationProvider + ) + self._authz_config_provider = cast( + ServerAuthorizationConfigurationProvider, self.require(_cls)) + _config = self._authz_config_provider.get_configuration() + self._authz_tuples = [] + for u in _config["users"]: + _actions = _config["roles_mapping"][u["role"]]["actions"] + for a in _actions: + self._authz_tuples.append((u["id"], *a.split(":"))) + logger.debug(f"Loaded {len(self._authz_tuples)} permissions for " + f"({len(_config['users'])}) users") + logger.info( + "Authorization Provider SimpleRBACAuthorizationProvider initialized") + + @override + def authorize(self, context: AuthorizationContext) \ + -> bool: + _authz_tuple = (context.user.id, + context.resource.type, + context.action.id) + + print(_authz_tuple) + policy_decision = False + if _authz_tuple in self._authz_tuples: + policy_decision = True + logger.debug(f"Authorization decision: Access " + f"{'granted' if policy_decision else 'denied'} for " + f"user [{context.user.id}] attempting to [{context.action.id}]" + f" on [{context.resource}]") + return policy_decision diff --git a/chromadb/auth/basic/__init__.py b/chromadb/auth/basic/__init__.py index a03d195e8ae..711165803e8 100644 --- a/chromadb/auth/basic/__init__.py +++ b/chromadb/auth/basic/__init__.py @@ -14,6 +14,7 @@ BasicAuthCredentials, ClientAuthCredentialsProvider, ClientAuthResponse, + SimpleServerAuthenticationResponse, ) from chromadb.auth.registry import register_provider, resolve_provider from chromadb.config import System @@ -85,12 +86,33 @@ def __init__(self, system: System) -> None: ) @override - def authenticate(self, request: ServerAuthenticationRequest[Any]) -> bool: + def authenticate(self, request: ServerAuthenticationRequest[Any]) \ + -> SimpleServerAuthenticationResponse: try: - _auth_header = request.get_auth_info(AuthInfoType.HEADER, "Authorization") - return self._credentials_provider.validate_credentials( + _auth_header = request.get_auth_info( + AuthInfoType.HEADER, "Authorization") + _validation = self._credentials_provider.validate_credentials( BasicAuthCredentials.from_header(_auth_header) ) + return SimpleServerAuthenticationResponse( + _validation, + self._credentials_provider.get_user_identity( + BasicAuthCredentials.from_header(_auth_header) + ), + ) except Exception as e: - logger.error(f"BasicAuthServerProvider.authenticate failed: {repr(e)}") - return False + logger.error( + f"BasicAuthServerProvider.authenticate failed: {repr(e)}") + return SimpleServerAuthenticationResponse( + False, None + ) + + # @override + # def get_auth_info_type(self, request: ServerAuthenticationRequest[Any]) \ + # -> UserIdentity: + # _auth_header = request.get_auth_info( + # AuthInfoType.HEADER, "Authorization") + # _creds = BasicAuthCredentials.from_header(_auth_header) + # return SimpleUserIdentity( + # _creds.get_credentials()["username"].get_secret_value() + # ) diff --git a/chromadb/auth/fastapi.py b/chromadb/auth/fastapi.py index a488ef5f2b3..bfd0e70fa74 100644 --- a/chromadb/auth/fastapi.py +++ b/chromadb/auth/fastapi.py @@ -1,6 +1,8 @@ # FAST API code +from contextvars import ContextVar +from functools import wraps import logging -from typing import Optional, Dict, List, cast, Any +from typing import Callable, Optional, Dict, List, Union, cast, Any from overrides import override from starlette.middleware.base import BaseHTTPMiddleware, RequestResponseEndpoint @@ -10,11 +12,20 @@ from chromadb.config import System from chromadb.auth import ( + AuthorizationContext, + AuthorizationError, + AuthorizationRequestContext, + AuthzAction, + AuthzResource, + AuthzUser, + DynamicAuthzResource, ServerAuthenticationRequest, AuthInfoType, ServerAuthenticationResponse, ServerAuthProvider, ChromaAuthMiddleware, + ChromaAuthzMiddleware, + ServerAuthorizationProvider, ) from chromadb.auth.registry import resolve_provider @@ -27,7 +38,7 @@ def __init__(self, request: Request) -> None: @override def get_auth_info( - self, auth_info_type: AuthInfoType, auth_info_id: Optional[str] = None + self, auth_info_type: AuthInfoType, auth_info_id: str ) -> Optional[str]: if auth_info_type == AuthInfoType.HEADER: return str(self._request.headers[auth_info_id]) @@ -75,10 +86,8 @@ def __init__(self, system: System) -> None: @override def authenticate( self, request: ServerAuthenticationRequest[Any] - ) -> Optional[ServerAuthenticationResponse]: - return FastAPIServerAuthenticationResponse( - self._auth_provider.authenticate(request) - ) + ) -> ServerAuthenticationResponse: + return self._auth_provider.authenticate(request) @override def ignore_operation(self, verb: str, path: str) -> bool: @@ -92,7 +101,8 @@ def ignore_operation(self, verb: str, path: str) -> bool: @override def instrument_server(self, app: ASGIApp) -> None: - # We can potentially add an `/auth` endpoint to the server to allow for more complex auth flows + # We can potentially add an `/auth` endpoint to the server to allow for more + # complex auth flows return @@ -118,4 +128,130 @@ async def dispatch( ) if not response or not response.success(): return JSONResponse({"error": "Unauthorized"}, status_code=401) + request.state.user_identity = response.get_user_identity() + return await call_next(request) + +# AuthZ + + +request_var: ContextVar[Optional[Request]] = ContextVar( + "request_var", default=None) +authz_provider: ContextVar[Optional[ServerAuthorizationProvider]] = ContextVar( + "authz_provider", default=None) + + +def authz_context(action: Union[str, AuthzAction], + resource: Union[AuthzResource, DynamicAuthzResource]) \ + -> Callable[[Callable[..., Any]], Callable[..., Any]]: + def decorator(f: Callable[..., Any]) -> Callable[..., Any]: + @wraps(f) + def wrapped(*args, ** kwargs): + _dynamic_kwargs = {"function": f, + "function_args": args, "function_kwargs": kwargs} + # print(args[0]._authz_provider) + # args[0]._authz_provider.authorize() + request = request_var.get() + if request: + _action = action if isinstance( + action, AuthzAction) else AuthzAction(id=action) + _resource = resource if isinstance( + resource, AuthzResource) else \ + resource.to_authz_resource(**_dynamic_kwargs) + _context = AuthorizationContext( + user=AuthzUser( + id=request.state.user_identity.get_user_id() + if hasattr(request.state, "user_identity") else "Anonymous"), + resource=_resource, + action=_action, + ) + _provider = authz_provider.get() + if _provider: + _response = _provider.authorize(_context) + if not _response: + raise AuthorizationError("Unauthorized") + return f(*args, **kwargs) + return wrapped + return decorator + + +class FastAPIAuthorizationRequestContext(AuthorizationRequestContext[Request]): + _request: Request + + def __init__(self, request: Request) -> None: + self._request = request + pass + + @override + def get_request(self) -> Request: + return self._request + + +class FastAPIChromaAuthzMiddleware(ChromaAuthzMiddleware[ASGIApp]): + _authz_provider: ServerAuthorizationProvider + + def __init__(self, system: System) -> None: + super().__init__(system) + self._system = system + self._settings = system.settings + self._settings.require("chroma_server_authz_provider") + self._ignore_auth_paths: Dict[ + str, List[str] + ] = self._settings.chroma_server_authz_ignore_paths + if self._settings.chroma_server_authz_provider: + logger.debug( + "Server Authorization Provider: " + f"{self._settings.chroma_server_authz_provider}" + ) + _cls = resolve_provider( + self._settings.chroma_server_authz_provider, ServerAuthorizationProvider + ) + self._authz_provider = cast( + ServerAuthorizationProvider, self.require(_cls)) + + @override + def pre_process( + self, request: AuthorizationRequestContext + ) -> None: + rest_request = request.get_request() + request_var.set(rest_request) + authz_provider.set(self._authz_provider) + + @override + def ignore_operation(self, verb: str, path: str) -> bool: + if ( + path in self._ignore_auth_paths.keys() + and verb.upper() in self._ignore_auth_paths[path] + ): + logger.debug(f"Skipping authz for path {path} and method {verb}") + return True + return False + + @override + def instrument_server(self, app: ASGIApp) -> None: + # We can potentially add an `/auth` endpoint to the server to allow + # for more complex auth flows + return + + +class FastAPIChromaAuthzMiddlewareWrapper(BaseHTTPMiddleware): # type: ignore + def __init__( + self, app: ASGIApp, authz_middleware: FastAPIChromaAuthzMiddleware + ) -> None: + super().__init__(app) + self._middleware = authz_middleware + self._middleware.instrument_server(app) + + @override + async def dispatch( + self, request: Request, call_next: RequestResponseEndpoint + ) -> Response: + if self._middleware.ignore_operation(request.method, request.url.path): + logger.debug( + f"Skipping authz for path {request.url.path} " + "and method {request.method}" + ) + return await call_next(request) + self._middleware.pre_process( + FastAPIAuthorizationRequestContext(request) + ) return await call_next(request) diff --git a/chromadb/auth/providers.py b/chromadb/auth/providers.py index eceee3bc2ab..144526105ad 100644 --- a/chromadb/auth/providers.py +++ b/chromadb/auth/providers.py @@ -1,6 +1,6 @@ import importlib import logging -from typing import cast, Dict, TypeVar, Any +from typing import Optional, cast, Dict, TypeVar, Any import requests from overrides import override @@ -12,6 +12,7 @@ AuthInfoType, ClientAuthProvider, ClientAuthProtocolAdapter, + SimpleUserIdentity, ) from chromadb.auth.registry import register_provider, resolve_provider from chromadb.config import System @@ -31,7 +32,8 @@ def __init__(self, system: System) -> None: self.bc = importlib.import_module("bcrypt") except ImportError: raise ValueError( - "The bcrypt python package is not installed. Please install it with `pip install bcrypt`" + "The bcrypt python package is not installed. " + "Please install it with `pip install bcrypt`" ) @override @@ -39,11 +41,13 @@ def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: _creds = cast(Dict[str, SecretStr], credentials.get_credentials()) if len(_creds) != 2: logger.error( - "Returned credentials did match expected format: dict[username:SecretStr, password: SecretStr]" + "Returned credentials did match expected format: " + "dict[username:SecretStr, password: SecretStr]" ) return False if "username" not in _creds or "password" not in _creds: - logger.error("Returned credentials do not contain username or password") + logger.error( + "Returned credentials do not contain username or password") return False _usr_check = bool( _creds["username"].get_secret_value() @@ -54,6 +58,12 @@ def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: self._creds["password"].get_secret_value().encode("utf-8"), ) + @override + def get_user_identity(self, credentials: AbstractCredentials[T]) \ + -> Optional[SimpleUserIdentity]: + _creds = cast(Dict[str, SecretStr], credentials.get_credentials()) + return SimpleUserIdentity(_creds["username"].get_secret_value()) + @register_provider("htpasswd_file") class HtpasswdFileServerAuthCredentialsProvider(HtpasswdServerAuthCredentialsProvider): @@ -61,7 +71,7 @@ def __init__(self, system: System) -> None: super().__init__(system) system.settings.require("chroma_server_auth_credentials_file") _file = str(system.settings.chroma_server_auth_credentials_file) - with open(_file) as f: + with open(_file, "r") as f: _raw_creds = [v for v in f.readline().strip().split(":")] self._creds = { "username": SecretStr(_raw_creds[0]), @@ -73,7 +83,8 @@ def __init__(self, system: System) -> None: or "password" not in self._creds ): raise ValueError( - "Invalid Htpasswd credentials found in [chroma_server_auth_credentials]. " + "Invalid Htpasswd credentials found in " + "[chroma_server_auth_credentials]. " "Must be :." ) @@ -97,7 +108,8 @@ def __init__(self, system: System) -> None: or "password" not in self._creds ): raise ValueError( - "Invalid Htpasswd credentials found in [chroma_server_auth_credentials]. " + "Invalid Htpasswd credentials found in " + "[chroma_server_auth_credentials]. " "Must be :." ) @@ -163,7 +175,8 @@ class ConfigurationClientAuthCredentialsProvider( def __init__(self, system: System) -> None: super().__init__(system) system.settings.require("chroma_client_auth_credentials") - self._creds = SecretStr(str(system.settings.chroma_client_auth_credentials)) + self._creds = SecretStr( + str(system.settings.chroma_client_auth_credentials)) @override def get_credentials(self) -> SecretStr: diff --git a/chromadb/auth/registry.py b/chromadb/auth/registry.py index 7e844753199..af0f0f903e6 100644 --- a/chromadb/auth/registry.py +++ b/chromadb/auth/registry.py @@ -11,6 +11,8 @@ ServerAuthConfigurationProvider, ServerAuthCredentialsProvider, ClientAuthProvider, + ServerAuthorizationConfigurationProvider, + ServerAuthorizationProvider, ) from chromadb.utils import get_class @@ -23,6 +25,8 @@ "ServerAuthConfigurationProvider", "ServerAuthCredentialsProvider", "ClientAuthProtocolAdapter", + "ServerAuthorizationProvider", + "ServerAuthorizationConfigurationProvider", ] _provider_registry = { @@ -33,6 +37,8 @@ "server_auth_providers": {}, "server_auth_config_providers": {}, "server_auth_credentials_providers": {}, + "server_authz_providers": {}, + "server_authz_config_providers": {}, } # type: Dict[str, Dict[str, Type[ProviderTypes]]] @@ -63,12 +69,17 @@ def decorator(cls: Type[ProviderTypes]) -> Type[ProviderTypes]: _provider_registry["server_auth_config_providers"][short_hand] = cls elif issubclass(cls, ServerAuthCredentialsProvider): _provider_registry["server_auth_credentials_providers"][short_hand] = cls + elif issubclass(cls, ServerAuthorizationProvider): + _provider_registry["server_authz_providers"][short_hand] = cls + elif issubclass(cls, ServerAuthorizationConfigurationProvider): + _provider_registry["server_authz_config_providers"][short_hand] = cls else: raise ValueError( "Only ClientAuthProvider, ClientAuthConfigurationProvider, " "ClientAuthCredentialsProvider, ServerAuthProvider, " - "ServerAuthConfigurationProvider, and ServerAuthCredentialsProvider, ClientAuthProtocolAdapter " - "can be registered." + "ServerAuthConfigurationProvider, and ServerAuthCredentialsProvider, " + "ClientAuthProtocolAdapter, ServerAuthorizationProvider, " + "ServerAuthorizationConfigurationProvider can be registered." ) return cls @@ -94,12 +105,17 @@ def resolve_provider( _key = "server_auth_config_providers" elif issubclass(cls, ServerAuthCredentialsProvider): _key = "server_auth_credentials_providers" + elif issubclass(cls, ServerAuthorizationProvider): + _key = "server_authz_providers" + elif issubclass(cls, ServerAuthorizationConfigurationProvider): + _key = "server_authz_config_providers" else: raise ValueError( "Only ClientAuthProvider, ClientAuthConfigurationProvider, " "ClientAuthCredentialsProvider, ServerAuthProvider, " - "ServerAuthConfigurationProvider, and ServerAuthCredentialsProvider,ClientAuthProtocolAdapter " - "can be registered." + "ServerAuthConfigurationProvider, and ServerAuthCredentialsProvider, " + "ClientAuthProtocolAdapter, ServerAuthorizationProvider," + "ServerAuthorizationConfigurationProvider, can be registered." ) if class_or_name in _provider_registry[_key]: return _provider_registry[_key][class_or_name] diff --git a/chromadb/auth/token/__init__.py b/chromadb/auth/token/__init__.py index 5132fa35798..70902abea1f 100644 --- a/chromadb/auth/token/__init__.py +++ b/chromadb/auth/token/__init__.py @@ -1,10 +1,11 @@ import logging import string from enum import Enum -from typing import Tuple, Any, cast, Dict, TypeVar +from typing import Optional, Tuple, Any, cast, Dict, TypeVar from overrides import override from pydantic import SecretStr +import yaml from chromadb.auth import ( ServerAuthProvider, @@ -16,6 +17,8 @@ ClientAuthResponse, SecretStrAbstractCredentials, AbstractCredentials, + SimpleServerAuthenticationResponse, + SimpleUserIdentity, ) from chromadb.auth.registry import register_provider, resolve_provider from chromadb.config import System @@ -41,7 +44,8 @@ class TokenAuthClientAuthResponse(ClientAuthResponse): def __init__( self, credentials: SecretStr, - token_transport_header: TokenTransportHeader = TokenTransportHeader.AUTHORIZATION, + token_transport_header: TokenTransportHeader = + TokenTransportHeader.AUTHORIZATION, ) -> None: self._credentials = credentials self._token_transport_header = token_transport_header @@ -72,7 +76,8 @@ def check_token(token: str) -> None: c in string.digits + string.ascii_letters + string.punctuation for c in token_str ): - raise ValueError("Invalid token. Must contain only ASCII letters and digits.") + raise ValueError( + "Invalid token. Must contain only ASCII letters and digits.") @register_provider("token_config") @@ -94,6 +99,52 @@ def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: return False return _creds["token"].get_secret_value() == self._token.get_secret_value() + @override + def get_user_identity(self, credentials: AbstractCredentials[T]) \ + -> Optional[SimpleUserIdentity]: + return None + + +@register_provider("user_token_config") +class UserTokenConfigServerAuthCredentialsProvider(ServerAuthCredentialsProvider): + _users: Dict[str, Any] + _token_user_mapping: Dict[str, str] # reverse mapping of token to user + + def __init__(self, system: System) -> None: + super().__init__(system) + system.settings.require("chroma_server_auth_credentials_file") + user_file = str(system.settings.chroma_server_auth_credentials_file) + with open(user_file) as f: + self._users = yaml.safe_load(f)["users"] + self._token_user_mapping = {} + for user in self._users: + for t in user["tokens"]: + token_str = t["token"] + check_token(token_str) + if token_str in self._token_user_mapping: + raise ValueError("Token already exists for another user") + self._token_user_mapping[token_str] = user["id"] + + @override + def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: + _creds = cast(Dict[str, SecretStr], credentials.get_credentials()) + if "token" not in _creds: + logger.error("Returned credentials do not contain token") + return False + return _creds["token"].get_secret_value() in self._token_user_mapping.keys() + + @override + def get_user_identity(self, credentials: AbstractCredentials[T]) \ + -> Optional[SimpleUserIdentity]: + _creds = cast(Dict[str, SecretStr], credentials.get_credentials()) + if "token" not in _creds: + logger.error("Returned credentials do not contain token") + return None + # below is just simple identity mapping and may need future work for more + # complex use cases + return SimpleUserIdentity(self._token_user_mapping[ + _creds["token"].get_secret_value()]) + class TokenAuthCredentials(SecretStrAbstractCredentials): _token: SecretStr @@ -108,7 +159,8 @@ def get_credentials(self) -> Dict[str, SecretStr]: @staticmethod def from_header( header: str, - token_transport_header: TokenTransportHeader = TokenTransportHeader.AUTHORIZATION, + token_transport_header: TokenTransportHeader = + TokenTransportHeader.AUTHORIZATION, ) -> "TokenAuthCredentials": """ Extracts token from header and returns a TokenAuthCredentials object. @@ -151,19 +203,22 @@ def __init__(self, system: System) -> None: ] @override - def authenticate(self, request: ServerAuthenticationRequest[Any]) -> bool: + def authenticate(self, request: ServerAuthenticationRequest[Any]) \ + -> SimpleServerAuthenticationResponse: try: _auth_header = request.get_auth_info( AuthInfoType.HEADER, self._token_transport_header.value ) - return self._credentials_provider.validate_credentials( - TokenAuthCredentials.from_header( - _auth_header, self._token_transport_header - ) + _token_creds = TokenAuthCredentials.from_header( + _auth_header, self._token_transport_header ) + return SimpleServerAuthenticationResponse( + self._credentials_provider.validate_credentials(_token_creds), + self._credentials_provider.get_user_identity(_token_creds)) except Exception as e: - logger.error(f"TokenAuthServerProvider.authenticate failed: {repr(e)}") - return False + logger.error( + f"TokenAuthServerProvider.authenticate failed: {repr(e)}") + return SimpleServerAuthenticationResponse(False, None) @register_provider("token") diff --git a/chromadb/config.py b/chromadb/config.py index eb7bca93ef5..05d3d8e73eb 100644 --- a/chromadb/config.py +++ b/chromadb/config.py @@ -82,7 +82,8 @@ class Settings(BaseSettings): # type: ignore # on nonexisting keys chroma_db_impl: Optional[str] = None - chroma_api_impl: str = "chromadb.api.segment.SegmentAPI" # Can be "chromadb.api.segment.SegmentAPI" or "chromadb.api.fastapi.FastAPI" + # Can be "chromadb.api.segment.SegmentAPI" or "chromadb.api.fastapi.FastAPI" + chroma_api_impl: str = "chromadb.api.segment.SegmentAPI" chroma_telemetry_impl: str = "chromadb.telemetry.posthog.Posthog" # New architecture components @@ -114,7 +115,8 @@ class Settings(BaseSettings): # type: ignore chroma_server_ssl_enabled: Optional[bool] = False chroma_server_api_default_path: Optional[str] = "/api/v1" chroma_server_grpc_port: Optional[str] = None - chroma_server_cors_allow_origins: List[str] = [] # eg ["http://localhost:3000"] + # eg ["http://localhost:3000"] + chroma_server_cors_allow_origins: List[str] = [] pulsar_broker_url: Optional[str] = None pulsar_admin_port: Optional[str] = "8080" @@ -172,6 +174,34 @@ def chroma_server_auth_credentials_file_non_empty_file_exists( chroma_client_auth_token_transport_header: Optional[str] = None chroma_server_auth_token_transport_header: Optional[str] = None + chroma_server_authz_provider: Optional[str] = None + + chroma_server_authz_ignore_paths: Dict[str, List[str]] = { + "/api/v1": ["GET"], + "/api/v1/heartbeat": ["GET"], + "/api/v1/version": ["GET"], + } + chroma_server_authz_config_file: Optional[str] = None + + @validator( + "chroma_server_authz_config_file", pre=True, always=True, allow_reuse=True + ) + def chroma_server_authz_config_file_non_empty_file_exists( + cls: Type["Settings"], v: str # type: ignore + ) -> Optional[str]: + if v and not v.strip(): + raise ValueError( + "chroma_server_authz_config_file cannot be empty or just whitespace" + ) + if v and not os.path.isfile(os.path.join(v)): + raise ValueError( + f"chroma_server_authz_config_file [{v}] does not exist" + ) + return v + + chroma_server_authz_config_provider: Optional[str] = \ + "chromadb.auth.authz.LocalUserConfigAuthorizationConfigurationProvider" + anonymized_telemetry: bool = True allow_reset: bool = False diff --git a/chromadb/server/fastapi/__init__.py b/chromadb/server/fastapi/__init__.py index e92d16d63ba..7625e1336af 100644 --- a/chromadb/server/fastapi/__init__.py +++ b/chromadb/server/fastapi/__init__.py @@ -11,9 +11,14 @@ import chromadb from chromadb.api.models.Collection import Collection from chromadb.api.types import GetResult, QueryResult +from chromadb.auth import (AuthzDynamicParams, + DynamicAuthzResource) from chromadb.auth.fastapi import ( FastAPIChromaAuthMiddleware, FastAPIChromaAuthMiddlewareWrapper, + FastAPIChromaAuthzMiddleware, + FastAPIChromaAuthzMiddlewareWrapper, + authz_context, ) from chromadb.config import Settings import chromadb.server @@ -113,19 +118,30 @@ def __init__(self, settings: Settings): allow_origins=settings.chroma_server_cors_allow_origins, allow_methods=["*"], ) + + if settings.chroma_server_authz_provider: + self._app.add_middleware( + FastAPIChromaAuthzMiddlewareWrapper, + authz_middleware=self._api.require( + FastAPIChromaAuthzMiddleware), + ) + if settings.chroma_server_auth_provider: - self._auth_middleware = self._api.require(FastAPIChromaAuthMiddleware) self._app.add_middleware( FastAPIChromaAuthMiddlewareWrapper, - auth_middleware=self._auth_middleware, + auth_middleware=self._api.require( + FastAPIChromaAuthMiddleware), ) self.router = ChromaAPIRouter() self.router.add_api_route("/api/v1", self.root, methods=["GET"]) - self.router.add_api_route("/api/v1/reset", self.reset, methods=["POST"]) - self.router.add_api_route("/api/v1/version", self.version, methods=["GET"]) - self.router.add_api_route("/api/v1/heartbeat", self.heartbeat, methods=["GET"]) + self.router.add_api_route( + "/api/v1/reset", self.reset, methods=["POST"]) + self.router.add_api_route( + "/api/v1/version", self.version, methods=["GET"]) + self.router.add_api_route( + "/api/v1/heartbeat", self.heartbeat, methods=["GET"]) self.router.add_api_route( "/api/v1/pre-flight-checks", self.pre_flight_checks, methods=["GET"] ) @@ -221,9 +237,18 @@ def heartbeat(self) -> Dict[str, int]: def version(self) -> str: return self._api.get_version() + @authz_context(action="list_collections", + resource=DynamicAuthzResource( + id="*", + type="db")) def list_collections(self) -> Sequence[Collection]: return self._api.list_collections() + @authz_context(action="create_collection", + resource=DynamicAuthzResource( + id="*", + type="db" + )) def create_collection(self, collection: CreateCollection) -> Collection: return self._api.create_collection( name=collection.name, @@ -231,9 +256,21 @@ def create_collection(self, collection: CreateCollection) -> Collection: get_or_create=collection.get_or_create, ) + @authz_context(action="get_collection", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_name"), + type="db", + )) def get_collection(self, collection_name: str) -> Collection: return self._api.get_collection(collection_name) + @authz_context(action="update_collection", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_name"), + type="db", + )) def update_collection( self, collection_id: str, collection: UpdateCollection ) -> None: @@ -243,9 +280,21 @@ def update_collection( new_metadata=collection.new_metadata, ) + @authz_context(action="delete_collection", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_name"), + type="db", + )) def delete_collection(self, collection_name: str) -> None: return self._api.delete_collection(collection_name) + @authz_context(action="add", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_id"), + type="collection", + )) def add(self, collection_id: str, add: AddEmbedding) -> None: try: result = self._api._add( @@ -259,6 +308,12 @@ def add(self, collection_id: str, add: AddEmbedding) -> None: raise HTTPException(status_code=500, detail=str(e)) return result + @authz_context(action="update", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_id"), + type="collection", + )) def update(self, collection_id: str, add: UpdateEmbedding) -> None: return self._api._update( ids=add.ids, @@ -268,6 +323,12 @@ def update(self, collection_id: str, add: UpdateEmbedding) -> None: metadatas=add.metadatas, ) + @authz_context(action="upsert", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_id"), + type="collection", + )) def upsert(self, collection_id: str, upsert: AddEmbedding) -> None: return self._api._upsert( collection_id=_uuid(collection_id), @@ -277,6 +338,12 @@ def upsert(self, collection_id: str, upsert: AddEmbedding) -> None: metadatas=upsert.metadatas, ) + @authz_context(action="get", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_id"), + type="collection", + )) def get(self, collection_id: str, get: GetEmbedding) -> GetResult: return self._api._get( collection_id=_uuid(collection_id), @@ -289,6 +356,12 @@ def get(self, collection_id: str, get: GetEmbedding) -> GetResult: include=get.include, ) + @authz_context(action="delete", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_id"), + type="collection", + )) def delete(self, collection_id: str, delete: DeleteEmbedding) -> List[UUID]: return self._api._delete( where=delete.where, @@ -297,12 +370,24 @@ def delete(self, collection_id: str, delete: DeleteEmbedding) -> List[UUID]: where_document=delete.where_document, ) + @authz_context(action="count", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_id"), + type="collection", + )) def count(self, collection_id: str) -> int: return self._api._count(_uuid(collection_id)) def reset(self) -> bool: return self._api.reset() + @authz_context(action="query", + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs( + arg_name="collection_id"), + type="collection", + )) def get_nearest_neighbors( self, collection_id: str, query: QueryEmbedding ) -> QueryResult: diff --git a/docs/cip/CIP-10112023_Authorization.md b/docs/cip/CIP-10112023_Authorization.md index 8d3efdc50bb..4ce0701380c 100644 --- a/docs/cip/CIP-10112023_Authorization.md +++ b/docs/cip/CIP-10112023_Authorization.md @@ -22,31 +22,65 @@ The diagram below illustrates the levels of abstractions we introduce: ![Server-Side Authorization Workflow](assets/CIP-10112023_Authorization_Workflow.png) +- (1) Client Sends Request to Chroma Server +- (2) Authentication Middleware intercepts the request +- (3a) Authentication Provider attempts to authenticate the user +- (3b) Authentication Provider returns success (with user identity) or failure +- (3c) Authentication Middleware returns success or failure to server +- (4) Server passes the request with user identity to the Authorization Middleware +- (5) Authorization Middleware creates Authorization Request Context +- (6) Authorization Context Decorator (at API endpoint) intercepts the call and using Authorization Request Context creates an Authorization Context that is then passed to the Authorization Provider +- (7)Authorization Context Decorator raises and error if the Authorization Provider returns a failure or passes the request to the API endpoint if the Authorization Provider returns success +- (8a) Request is passed to the API endpoint for execution +- (8b) Response is returned to the client + In the above diagram we highlight the new abstractions we introduce in this CIP and we also demonstrate the interop with the existing Authentication ### Concepts -#### ServerAuthorizationProvider +#### Basic Authorization Terms + +##### User + +A user is an entity that can perform actions on resources. A user can be a human or a machine. + +##### Resource + +A resource is an entity that can be acted upon. A resource can be a database, a collection, a document. + +> Note: In this release we do not support document as a resource. + +##### Action + +An action is an operation that can be performed on a resource. An action can be `read`, `write`, `delete`, `update`, `create`, `list`, `count`, `query`, `peek`, `get`, `add`, `upsert`, `get_or_create`. Actions are resource specific. + +##### Role + +A role is a collection of actions that a user can perform on a resource. This pertains to RBAC or Role Based Access Control. + +#### Chroma Authorization Terms + +##### ServerAuthorizationProvider The `ServerAuthorizationProvider` is a class that abstracts a provider that will authorize requests to the Chroma server (FastAPI). In practical terms the provider will integrate with an external authorization service (e.g. Auth0, Okta, Permit.io etc.) and will be responsible for allowing or denying the user request. -In our baseline implementation we will provide a simple file-based authorization provider that will read authorization configuration from a YAML file. +In our baseline implementation we will provide a simple file-based RBAC authorization provider that will read authorization configuration from a YAML file. -#### ServerAuthzConfigurationProvider +##### ServerAuthzConfigurationProvider The `ServerAuthzConfigurationProvider` is a class that abstracts a the configuration needed for authorization provider to work. In practice that implies, reading secrets from environment variables, reading configuration from a file, or reading configuration from a database or secrets file, or even KMS. -In our baseline implementation the AuthzConfigurationProvider will read configuration from a YAML file. +In our baseline implementation the AuthzConfigurationProvider will read configuration from a YAML file that contains the authorization configuration. -#### ServerAuthorizationRequest +##### ServerAuthorizationRequest The `ServerAuthorizationRequest` encapsulates the authorization context. -#### ServerAuthorizationResponse +##### ServerAuthorizationResponse Authorization response provides authorization provider evaluation response. It returns a boolean response indicating whether the request is allowed or denied. -#### ChromaAuthzMiddleware +##### ChromaAuthzMiddleware The `ChromaAuthzMiddleware` is an abstraction for the server-side middleware. At the time of writing we only support FastAPI. The middleware interface supports several methods: @@ -54,20 +88,25 @@ The `ChromaAuthzMiddleware` is an abstraction for the server-side middleware. At - `ignore_operation` - determines whether or not the operation should be ignored by the middleware - `instrument_server` - an optional method for additional server instrumentation. For example, header injection. -#### AuthorizationError +##### AuthorizationError Error thrown when an authorization request is disallowed/denied by the authorization provider. Depending on authorization provider's implementation such error may also be thrown when the authorization provider is not available or an internal error ocurred. Client semantics of this error is a 403 Unauthorized error being returned over HTTP interface. -#### AuthorizationContext +##### AuthorizationContext + +The AuthorizationContext is composed of three components as defined in #Basic Authorization Terms: + +- User +- Resource +- Action -The AuthorizationContext provides the necessary information to the authorization provider to make a decision whether to allow or deny the request. The context contains the following information: ```json { "user": {"id": "API Token or User Id"}, -"resource": {"namespace": "database", "id": "collection_id"}, +"resource": {"namespace": "*", "id": "collection_id","type": "database"}, "action": {"id":"get_or_create"}, } ``` @@ -77,65 +116,161 @@ We intentionally want to keep this as minimal as possible to avoid any unnecessa We propose the following classes to represent the above: ```python -from typing import TypeVar, Generic - -# Below three classes are from Chroma's baseline AuthZ implementation -class User: +@dataclass +class AuthzUser: id: Optional[str] + attributes: Optional[Dict[str, Any]] = None + claims: Optional[Dict[str, Any]] = None -class Resource: - id: str + +@dataclass +class AuthzResource: + id: Optional[str] + type: Optional[str] namespace: Optional[str] + attributes: Optional[Dict[str, Any]] = None -class Action: + +@dataclass +class AuthzAction: id: str + attributes: Optional[Dict[str, Any]] = None + + +@dataclass +class AuthorizationContext: + user: AuthzUser + resource: AuthzResource + action: AuthzAction -TUser = TypeVar("TUser") -TResource = TypeVar("TResource") -TAction = TypeVar("TAction") +``` -class AbstractAuthZContext(Generic[TUser, TResource, TAction]): - user: TUser - resource: TResource - action: TAction +##### User Identity -# Example of a concrete implementation from Chroma's baseline AuthZ implementation +In this CIP we also introduce a handover or bridge mechanism from authentication to authorization which we term `User Identity`. The object is meant to encapsulate the user identity and possibly also claims, roles and attributes in the future. -class SimpleAuthZContext(AbstractAuthZContext[User, Resource, Action]): - pass +```python +class UserIdentity(EnforceOverrides, ABC): + @abstractmethod + def get_user_id(self) -> str: + ... ``` ### Baseline Implementation In this section we propose a minimal implementation example of the authorization framework which will also ship in Chroma as a default authorization provider and a reference implementation. Our reference implementation relies on static configuration files in YAML format. +We introduce the following implementations: + +- `LocalUserConfigAuthorizationConfigurationProvider` - a simple authz configuration to read the yaml configuration file. +- `SimpleRBACAuthorizationProvider` - a simple RBAC authorization provider that reads the configuration from the configuration provider, creates a list of tuples for every user and his role action mappings (e.g. `('user@example.com', 'db', 'list_collections')`) and evaluates the authorization request against the list of tuples. + #### Authentication and Authorization Config Scheme +In our baseline implementation we propose the following configuration scheme: + ```yaml +resource_type_action: # This is here just for reference + - db:list_collections + - db:get_collection + - db:create_collection + - db:get_or_create_collection + - db:delete_collection + - db:update_collection + - collection:add + - collection:delete + - collection:get + - collection:query + - collection:peek + - collection:count + - collection:update + - collection:upsert + +roles_mapping: + admin: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + collection:add, + collection:delete, + collection:get, + collection:query, + collection:peek, + collection:update, + collection:upsert, + collection:count, + ] + write: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + collection:add, + collection:delete, + collection:get, + collection:query, + collection:peek, + collection:update, + collection:upsert, + collection:count, + ] + db_read: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + ] + collection_read: + actions: + [ + db:list_collections, + db:get_collection, + collection:get, + collection:query, + collection:peek, + collection:count, + ] + collection_x_read: + actions: + [ + db:get_collection, + collection:get, + collection:query, + collection:peek, + collection:count, + ] + resources: [""] #not yet supported + users: - - id: user@example.com - tokens: - - my_api_token -actions: - - list_collections - - get_collection - - create_collection - - get_or_create_collection - - delete_collection - - update_collection - - add - - delete - - get - - query - - peek - - update - - upsert + - id: user@example.com + role: admin + tokens: + - token: test-token-admin + secret: my_api_secret # not yet supported + - id: Anonymous + role: db_read + tokens: + - token: my_api_token + secret: my_api_secret # not yet supported ``` ## **Compatibility, Deprecation, and Migration Plan** -This CIP is not backwards for Chroma clients. +This CIP is backwards compatible with older versions of Chroma clients. ## **Test Plan** 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z&LzEbkdEZv?A$?z3lV?_Km;HH5CMn)L;xZH5r7Cl1pe6sAR&Q&Hc@CihyX+YA^;J9 z2tWiN0uTX+07L*H01zm&b|UItq5x-C8GWv-b0s NE*R=%o&V$U{{hyZlIj2e diff --git a/examples/basic_functionality/authz/README.md b/examples/basic_functionality/authz/README.md new file mode 100644 index 00000000000..33d7ec2dbf5 --- /dev/null +++ b/examples/basic_functionality/authz/README.md @@ -0,0 +1,149 @@ +# Authorization + +## Configuration + +### Resource Actions + +```yaml +resource_type_action: # This is here just for reference + - db:list_collections + - db:get_collection + - db:create_collection + - db:get_or_create_collection + - db:delete_collection + - db:update_collection + - collection:add + - collection:delete + - collection:get + - collection:query + - collection:peek + - collection:count + - collection:update + - collection:upsert +``` + +### Role Mapping + +Following are the role mappings where we define roles and the actions they can perform. The actions spaces is taken from the resource actions defined above. + +> **Note**: We also plan to support resource level authorization soon but for now only RBAC is available. + +```yaml +roles_mapping: + admin: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + collection:add, + collection:delete, + collection:get, + collection:query, + collection:peek, + collection:update, + collection:upsert, + collection:count, + ] + write: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + collection:add, + collection:delete, + collection:get, + collection:query, + collection:peek, + collection:update, + collection:upsert, + collection:count, + ] + db_read: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + ] + collection_read: + actions: + [ + db:list_collections, + db:get_collection, + collection:get, + collection:query, + collection:peek, + collection:count, + ] + collection_x_read: + actions: + [ + db:get_collection, + collection:get, + collection:query, + collection:peek, + collection:count, + ] + resources: [""] #not yet supported +``` + +You can update the roll mapping as per your requirements. + +### Users + +Last piece of the puzzle is the user configuration. Here we define the user id, role and the tokens they can use to authenticate. + +> **Note**: In our example we use both AuthN and AuthZ where AuthN verifies whether a token is valid e.g. user has that token and AuthZ verifies whether the user has the right role to perform the action. + +```yaml +users: + - id: user@example.com + role: admin + tokens: + - token: test-token-admin + secret: my_api_secret # not yet supported + - id: Anonymous + role: admin + tokens: + - token: my_api_token + secret: my_api_secret +``` + +## Starting the Server + +```bash +IS_PERSISTENT=1 \ +CHROMA_SERVER_AUTH_CREDENTIALS_FILE=examples/basic_functionality/authz/authz.yaml \ +CHROMA_SERVER_AUTH_CREDENTIALS_PROVIDER="user_token_config" \ +CHROMA_SERVER_AUTH_PROVIDER="chromadb.auth.token.TokenAuthServerProvider" \ +CHROMA_SERVER_AUTHZ_CONFIG_FILE=examples/basic_functionality/authz/authz.yaml \ +uvicorn chromadb.app:app --workers 1 --host 0.0.0.0 --port 8000 --proxy-headers --log-config chromadb/log_config.yml --reload +``` + +## Testing the authorization + +```python +import chromadb +from chromadb.config import Settings + +client = chromadb.HttpClient("http://localhost:8000/", + settings=Settings(chroma_client_auth_provider="chromadb.auth.token.TokenAuthClientProvider", + chroma_client_auth_credentials="test-token-admin")) + +client.list_collections() +collection = client.get_or_create_collection("test_collection") + +collection.add(documents=["test"],ids=["1"]) +collection.get() +``` diff --git a/examples/basic_functionality/authz/authz.ipynb b/examples/basic_functionality/authz/authz.ipynb new file mode 100644 index 00000000000..794144d6ad1 --- /dev/null +++ b/examples/basic_functionality/authz/authz.ipynb @@ -0,0 +1,73 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/\n" + ] + }, + { + "ename": "Exception", + "evalue": "{\"error\":\"AuthorizationError\",\"message\":\"Unauthorized\"}", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mHTTPError\u001b[0m Traceback (most recent call last)", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/fastapi.py:468\u001b[0m, in \u001b[0;36mraise_chroma_error\u001b[0;34m(resp)\u001b[0m\n\u001b[1;32m 467\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 468\u001b[0m resp\u001b[39m.\u001b[39;49mraise_for_status()\n\u001b[1;32m 469\u001b[0m \u001b[39mexcept\u001b[39;00m requests\u001b[39m.\u001b[39mHTTPError:\n", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/venv/lib/python3.11/site-packages/requests/models.py:1021\u001b[0m, in \u001b[0;36mResponse.raise_for_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1020\u001b[0m \u001b[39mif\u001b[39;00m http_error_msg:\n\u001b[0;32m-> 1021\u001b[0m \u001b[39mraise\u001b[39;00m HTTPError(http_error_msg, response\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m)\n", + "\u001b[0;31mHTTPError\u001b[0m: 403 Client Error: Forbidden for url: http://localhost:8000/api/v1/collections/511c1965-2b74-45f9-8aed-cc8b567f8127/add", + "\nDuring handling of the above exception, another exception occurred:\n", + "\u001b[0;31mException\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/Users/tazarov/experiments/chroma-experiments/chroma-authz/examples/basic_functionality/authz/authz.ipynb Cell 1\u001b[0m line \u001b[0;36m1\n\u001b[1;32m 9\u001b[0m client\u001b[39m.\u001b[39mlist_collections()\n\u001b[1;32m 10\u001b[0m collection \u001b[39m=\u001b[39m client\u001b[39m.\u001b[39mget_or_create_collection(\u001b[39m\"\u001b[39m\u001b[39mtest_collection\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m---> 12\u001b[0m collection\u001b[39m.\u001b[39;49madd(documents\u001b[39m=\u001b[39;49m[\u001b[39m\"\u001b[39;49m\u001b[39mtest\u001b[39;49m\u001b[39m\"\u001b[39;49m],ids\u001b[39m=\u001b[39;49m[\u001b[39m\"\u001b[39;49m\u001b[39m1\u001b[39;49m\u001b[39m\"\u001b[39;49m])\n\u001b[1;32m 13\u001b[0m collection\u001b[39m.\u001b[39mget()\n", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/models/Collection.py:100\u001b[0m, in \u001b[0;36mCollection.add\u001b[0;34m(self, ids, embeddings, metadatas, documents)\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Add embeddings to the data store.\u001b[39;00m\n\u001b[1;32m 78\u001b[0m \u001b[39mArgs:\u001b[39;00m\n\u001b[1;32m 79\u001b[0m \u001b[39m ids: The ids of the embeddings you wish to add\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 93\u001b[0m \n\u001b[1;32m 94\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 96\u001b[0m ids, embeddings, metadatas, documents \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_validate_embedding_set(\n\u001b[1;32m 97\u001b[0m ids, embeddings, metadatas, documents\n\u001b[1;32m 98\u001b[0m )\n\u001b[0;32m--> 100\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_client\u001b[39m.\u001b[39;49m_add(ids, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mid, embeddings, metadatas, documents)\n", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/fastapi.py:340\u001b[0m, in \u001b[0;36mFastAPI._add\u001b[0;34m(self, ids, collection_id, embeddings, metadatas, documents)\u001b[0m\n\u001b[1;32m 338\u001b[0m validate_batch(batch, {\u001b[39m\"\u001b[39m\u001b[39mmax_batch_size\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmax_batch_size})\n\u001b[1;32m 339\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_submit_batch(batch, \u001b[39m\"\u001b[39m\u001b[39m/collections/\u001b[39m\u001b[39m\"\u001b[39m \u001b[39m+\u001b[39m \u001b[39mstr\u001b[39m(collection_id) \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m/add\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m--> 340\u001b[0m raise_chroma_error(resp)\n\u001b[1;32m 341\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mTrue\u001b[39;00m\n", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/fastapi.py:470\u001b[0m, in \u001b[0;36mraise_chroma_error\u001b[0;34m(resp)\u001b[0m\n\u001b[1;32m 468\u001b[0m resp\u001b[39m.\u001b[39mraise_for_status()\n\u001b[1;32m 469\u001b[0m \u001b[39mexcept\u001b[39;00m requests\u001b[39m.\u001b[39mHTTPError:\n\u001b[0;32m--> 470\u001b[0m \u001b[39mraise\u001b[39;00m (\u001b[39mException\u001b[39;00m(resp\u001b[39m.\u001b[39mtext))\n", + "\u001b[0;31mException\u001b[0m: {\"error\":\"AuthorizationError\",\"message\":\"Unauthorized\"}" + ] + } + ], + "source": [ + "%cd ../../../\n", + "import chromadb\n", + "from chromadb.config import Settings\n", + "\n", + "client = chromadb.HttpClient(\"http://localhost:8000/\",\n", + " settings=Settings(chroma_client_auth_provider=\"chromadb.auth.token.TokenAuthClientProvider\",\n", + " chroma_client_auth_credentials=\"test-token-admin\"))\n", + "\n", + "client.list_collections()\n", + "collection = client.get_or_create_collection(\"test_collection\")\n", + "\n", + "collection.add(documents=[\"test\"],ids=[\"1\"])\n", + "collection.get()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/examples/basic_functionality/authz/authz.yaml b/examples/basic_functionality/authz/authz.yaml new file mode 100644 index 00000000000..b7ae06711ac --- /dev/null +++ b/examples/basic_functionality/authz/authz.yaml @@ -0,0 +1,94 @@ +resource_type_action: # This is here just for reference + - db:list_collections + - db:get_collection + - db:create_collection + - db:get_or_create_collection + - db:delete_collection + - db:update_collection + - collection:add + - collection:delete + - collection:get + - collection:query + - collection:peek + - collection:count + - collection:update + - collection:upsert + +roles_mapping: + admin: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + collection:add, + collection:delete, + collection:get, + collection:query, + collection:peek, + collection:update, + collection:upsert, + collection:count, + ] + write: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + collection:add, + collection:delete, + collection:get, + collection:query, + collection:peek, + collection:update, + collection:upsert, + collection:count, + ] + db_read: + actions: + [ + db:list_collections, + db:get_collection, + db:create_collection, + db:get_or_create_collection, + db:delete_collection, + db:update_collection, + ] + collection_read: + actions: + [ + db:list_collections, + db:get_collection, + collection:get, + collection:query, + collection:peek, + collection:count, + ] + collection_x_read: + actions: + [ + db:get_collection, + collection:get, + collection:query, + collection:peek, + collection:count, + ] + resources: [""] #not yet supported +users: + - id: user@example.com + role: db_read + tokens: + - token: test-token-admin + secret: my_api_secret # not yet supported + - id: Anonymous + role: db_read + tokens: + - token: my_api_token + secret: my_api_secret From 19daf9079944db40e8291d2d58d08280fad3d3b7 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Thu, 19 Oct 2023 14:57:41 +0300 Subject: [PATCH 03/21] feat: Authorization - Added dependencies in requirements and pyproject - Moved to enumerated resource types and actions for authz_context - Added reset authz_context --- chromadb/auth/__init__.py | 25 ++++++- chromadb/auth/authz/__init__.py | 1 - chromadb/server/fastapi/__init__.py | 68 +++++++++---------- .../basic_functionality/authz/authz.ipynb | 27 +++----- examples/basic_functionality/authz/authz.yaml | 3 +- pyproject.toml | 1 + requirements.txt | 1 + 7 files changed, 68 insertions(+), 58 deletions(-) diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 2c70ab1f67f..7a3b5b7a9f1 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -16,7 +16,7 @@ Generic, Union, ) -from attr import dataclass +from dataclasses import dataclass from overrides import EnforceOverrides, override from pydantic import SecretStr @@ -260,7 +260,28 @@ def get_user_identity(self, credentials: AbstractCredentials[T]) \ # --- AuthZ ---# -# TODO move this to basic impl +class AuthzResourceTypes(str, Enum): + DB = "db" + COLLECTION = "collection" + + +class AuthzResourceActions(str, Enum): + LIST_COLLECTIONS = "list_collections" + GET_COLLECTION = "get_collection" + CREATE_COLLECTION = "create_collection" + GET_OR_CREATE_COLLECTION = "get_or_create_collection" + DELETE_COLLECTION = "delete_collection" + UPDATE_COLLECTION = "update_collection" + ADD = "add" + DELETE = "delete" + GET = "get" + QUERY = "query" + PEEK = "peek" + COUNT = "count" + UPDATE = "update" + UPSERT = "upsert" + RESET = "reset" + @dataclass class AuthzUser: diff --git a/chromadb/auth/authz/__init__.py b/chromadb/auth/authz/__init__.py index 8234c5c9a88..1c3ccb0d17d 100644 --- a/chromadb/auth/authz/__init__.py +++ b/chromadb/auth/authz/__init__.py @@ -67,7 +67,6 @@ def authorize(self, context: AuthorizationContext) \ context.resource.type, context.action.id) - print(_authz_tuple) policy_decision = False if _authz_tuple in self._authz_tuples: policy_decision = True diff --git a/chromadb/server/fastapi/__init__.py b/chromadb/server/fastapi/__init__.py index 05b289ad18e..7fb68047f4c 100644 --- a/chromadb/server/fastapi/__init__.py +++ b/chromadb/server/fastapi/__init__.py @@ -11,7 +11,7 @@ import chromadb from chromadb.api.models.Collection import Collection from chromadb.api.types import GetResult, QueryResult -from chromadb.auth import (AuthzDynamicParams, +from chromadb.auth import (AuthzDynamicParams, AuthzResourceActions, AuthzResourceTypes, DynamicAuthzResource) from chromadb.auth.fastapi import ( FastAPIChromaAuthMiddleware, @@ -243,19 +243,19 @@ def heartbeat(self) -> Dict[str, int]: def version(self) -> str: return self._api.get_version() - - @authz_context(action="list_collections", + @authz_context(action=AuthzResourceActions.LIST_COLLECTIONS, resource=DynamicAuthzResource( id="*", - type="db")) + type=AuthzResourceTypes.DB, + )) @trace_method("FastAPI.list_collections", OpenTelemetryGranularity.OPERATION) def list_collections(self) -> Sequence[Collection]: return self._api.list_collections() - @authz_context(action="create_collection", + @authz_context(action=AuthzResourceActions.CREATE_COLLECTION, resource=DynamicAuthzResource( id="*", - type="db" + type=AuthzResourceTypes.DB, )) @trace_method("FastAPI.create_collection", OpenTelemetryGranularity.OPERATION) def create_collection(self, collection: CreateCollection) -> Collection: @@ -265,21 +265,21 @@ def create_collection(self, collection: CreateCollection) -> Collection: get_or_create=collection.get_or_create, ) - - @authz_context(action="get_collection", + @authz_context(action=AuthzResourceActions.GET_COLLECTION, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_name"), - type="db", + type=AuthzResourceTypes.DB, )) @trace_method("FastAPI.get_collection", OpenTelemetryGranularity.OPERATION) def get_collection(self, collection_name: str) -> Collection: return self._api.get_collection(collection_name) - @authz_context(action="update_collection", + + @authz_context(action=AuthzResourceActions.UPDATE_COLLECTION, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_name"), - type="db", + type=AuthzResourceTypes.DB, )) @trace_method("FastAPI.update_collection", OpenTelemetryGranularity.OPERATION) def update_collection( @@ -291,24 +291,21 @@ def update_collection( new_metadata=collection.new_metadata, ) - - @authz_context(action="delete_collection", + @authz_context(action=AuthzResourceActions.DELETE_COLLECTION, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_name"), - type="db", + type=AuthzResourceTypes.DB, )) - - @trace_method("FastAPI.delete_collection", OpenTelemetryGranularity.OPERATION) def delete_collection(self, collection_name: str) -> None: return self._api.delete_collection(collection_name) - @authz_context(action="add", + @authz_context(action=AuthzResourceActions.ADD, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_id"), - type="collection", + type=AuthzResourceTypes.COLLECTION, )) @trace_method("FastAPI.add", OpenTelemetryGranularity.OPERATION) def add(self, collection_id: str, add: AddEmbedding) -> None: @@ -324,12 +321,11 @@ def add(self, collection_id: str, add: AddEmbedding) -> None: raise HTTPException(status_code=500, detail=str(e)) return result - - @authz_context(action="update", + @authz_context(action=AuthzResourceActions.UPDATE, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_id"), - type="collection", + type=AuthzResourceTypes.COLLECTION, )) @trace_method("FastAPI.update", OpenTelemetryGranularity.OPERATION) def update(self, collection_id: str, add: UpdateEmbedding) -> None: @@ -341,12 +337,11 @@ def update(self, collection_id: str, add: UpdateEmbedding) -> None: metadatas=add.metadatas, ) - - @authz_context(action="upsert", + @authz_context(action=AuthzResourceActions.UPSERT, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_id"), - type="collection", + type=AuthzResourceTypes.COLLECTION, )) @trace_method("FastAPI.upsert", OpenTelemetryGranularity.OPERATION) def upsert(self, collection_id: str, upsert: AddEmbedding) -> None: @@ -358,12 +353,11 @@ def upsert(self, collection_id: str, upsert: AddEmbedding) -> None: metadatas=upsert.metadatas, ) - - @authz_context(action="get", + @authz_context(action=AuthzResourceActions.GET, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_id"), - type="collection", + type=AuthzResourceTypes.COLLECTION, )) @trace_method("FastAPI.get", OpenTelemetryGranularity.OPERATION) def get(self, collection_id: str, get: GetEmbedding) -> GetResult: @@ -378,12 +372,11 @@ def get(self, collection_id: str, get: GetEmbedding) -> GetResult: include=get.include, ) - - @authz_context(action="delete", + @authz_context(action=AuthzResourceActions.DELETE, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_id"), - type="collection", + type=AuthzResourceTypes.COLLECTION, )) @trace_method("FastAPI.delete", OpenTelemetryGranularity.OPERATION) def delete(self, collection_id: str, delete: DeleteEmbedding) -> List[UUID]: @@ -394,26 +387,29 @@ def delete(self, collection_id: str, delete: DeleteEmbedding) -> List[UUID]: where_document=delete.where_document, ) - - @authz_context(action="count", + @authz_context(action=AuthzResourceActions.COUNT, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_id"), - type="collection", + type=AuthzResourceTypes.COLLECTION, )) @trace_method("FastAPI.count", OpenTelemetryGranularity.OPERATION) def count(self, collection_id: str) -> int: return self._api._count(_uuid(collection_id)) + @authz_context(action=AuthzResourceActions.RESET, + resource=DynamicAuthzResource( + id="*", + type=AuthzResourceTypes.DB, + )) def reset(self) -> bool: return self._api.reset() - - @authz_context(action="query", + @authz_context(action=AuthzResourceActions.QUERY, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs( arg_name="collection_id"), - type="collection", + type=AuthzResourceTypes.COLLECTION, )) @trace_method("FastAPI.get_nearest_neighbors", OpenTelemetryGranularity.OPERATION) def get_nearest_neighbors( diff --git a/examples/basic_functionality/authz/authz.ipynb b/examples/basic_functionality/authz/authz.ipynb index 794144d6ad1..83d63a84948 100644 --- a/examples/basic_functionality/authz/authz.ipynb +++ b/examples/basic_functionality/authz/authz.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 16, + "execution_count": 23, "metadata": {}, "outputs": [ { @@ -13,23 +13,14 @@ ] }, { - "ename": "Exception", - "evalue": "{\"error\":\"AuthorizationError\",\"message\":\"Unauthorized\"}", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mHTTPError\u001b[0m Traceback (most recent call last)", - "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/fastapi.py:468\u001b[0m, in \u001b[0;36mraise_chroma_error\u001b[0;34m(resp)\u001b[0m\n\u001b[1;32m 467\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[0;32m--> 468\u001b[0m resp\u001b[39m.\u001b[39;49mraise_for_status()\n\u001b[1;32m 469\u001b[0m \u001b[39mexcept\u001b[39;00m requests\u001b[39m.\u001b[39mHTTPError:\n", - "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/venv/lib/python3.11/site-packages/requests/models.py:1021\u001b[0m, in \u001b[0;36mResponse.raise_for_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1020\u001b[0m \u001b[39mif\u001b[39;00m http_error_msg:\n\u001b[0;32m-> 1021\u001b[0m \u001b[39mraise\u001b[39;00m HTTPError(http_error_msg, response\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m)\n", - "\u001b[0;31mHTTPError\u001b[0m: 403 Client Error: Forbidden for url: http://localhost:8000/api/v1/collections/511c1965-2b74-45f9-8aed-cc8b567f8127/add", - "\nDuring handling of the above exception, another exception occurred:\n", - "\u001b[0;31mException\u001b[0m Traceback (most recent call last)", - "\u001b[1;32m/Users/tazarov/experiments/chroma-experiments/chroma-authz/examples/basic_functionality/authz/authz.ipynb Cell 1\u001b[0m line \u001b[0;36m1\n\u001b[1;32m 9\u001b[0m client\u001b[39m.\u001b[39mlist_collections()\n\u001b[1;32m 10\u001b[0m collection \u001b[39m=\u001b[39m client\u001b[39m.\u001b[39mget_or_create_collection(\u001b[39m\"\u001b[39m\u001b[39mtest_collection\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m---> 12\u001b[0m collection\u001b[39m.\u001b[39;49madd(documents\u001b[39m=\u001b[39;49m[\u001b[39m\"\u001b[39;49m\u001b[39mtest\u001b[39;49m\u001b[39m\"\u001b[39;49m],ids\u001b[39m=\u001b[39;49m[\u001b[39m\"\u001b[39;49m\u001b[39m1\u001b[39;49m\u001b[39m\"\u001b[39;49m])\n\u001b[1;32m 13\u001b[0m collection\u001b[39m.\u001b[39mget()\n", - "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/models/Collection.py:100\u001b[0m, in \u001b[0;36mCollection.add\u001b[0;34m(self, ids, embeddings, metadatas, documents)\u001b[0m\n\u001b[1;32m 77\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Add embeddings to the data store.\u001b[39;00m\n\u001b[1;32m 78\u001b[0m \u001b[39mArgs:\u001b[39;00m\n\u001b[1;32m 79\u001b[0m \u001b[39m ids: The ids of the embeddings you wish to add\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 93\u001b[0m \n\u001b[1;32m 94\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 96\u001b[0m ids, embeddings, metadatas, documents \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_validate_embedding_set(\n\u001b[1;32m 97\u001b[0m ids, embeddings, metadatas, documents\n\u001b[1;32m 98\u001b[0m )\n\u001b[0;32m--> 100\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_client\u001b[39m.\u001b[39;49m_add(ids, \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mid, embeddings, metadatas, documents)\n", - "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/fastapi.py:340\u001b[0m, in \u001b[0;36mFastAPI._add\u001b[0;34m(self, ids, collection_id, embeddings, metadatas, documents)\u001b[0m\n\u001b[1;32m 338\u001b[0m validate_batch(batch, {\u001b[39m\"\u001b[39m\u001b[39mmax_batch_size\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmax_batch_size})\n\u001b[1;32m 339\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_submit_batch(batch, \u001b[39m\"\u001b[39m\u001b[39m/collections/\u001b[39m\u001b[39m\"\u001b[39m \u001b[39m+\u001b[39m \u001b[39mstr\u001b[39m(collection_id) \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m/add\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m--> 340\u001b[0m raise_chroma_error(resp)\n\u001b[1;32m 341\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mTrue\u001b[39;00m\n", - "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/fastapi.py:470\u001b[0m, in \u001b[0;36mraise_chroma_error\u001b[0;34m(resp)\u001b[0m\n\u001b[1;32m 468\u001b[0m resp\u001b[39m.\u001b[39mraise_for_status()\n\u001b[1;32m 469\u001b[0m \u001b[39mexcept\u001b[39;00m requests\u001b[39m.\u001b[39mHTTPError:\n\u001b[0;32m--> 470\u001b[0m \u001b[39mraise\u001b[39;00m (\u001b[39mException\u001b[39;00m(resp\u001b[39m.\u001b[39mtext))\n", - "\u001b[0;31mException\u001b[0m: {\"error\":\"AuthorizationError\",\"message\":\"Unauthorized\"}" - ] + "data": { + "text/plain": [ + "{'ids': ['1'], 'embeddings': None, 'metadatas': [None], 'documents': ['test']}" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ diff --git a/examples/basic_functionality/authz/authz.yaml b/examples/basic_functionality/authz/authz.yaml index b7ae06711ac..ba42ae33a09 100644 --- a/examples/basic_functionality/authz/authz.yaml +++ b/examples/basic_functionality/authz/authz.yaml @@ -18,6 +18,7 @@ roles_mapping: admin: actions: [ + db:reset, db:list_collections, db:get_collection, db:create_collection, @@ -83,7 +84,7 @@ roles_mapping: resources: [""] #not yet supported users: - id: user@example.com - role: db_read + role: admin tokens: - token: test-token-admin secret: my_api_secret # not yet supported diff --git a/pyproject.toml b/pyproject.toml index 0c5fa10307c..403110e6bd2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -40,6 +40,7 @@ dependencies = [ 'typer >= 0.9.0', 'kubernetes>=28.1.0', 'tenacity>=8.2.3', + 'PyYAML>=6.0.0', ] [tool.black] diff --git a/requirements.txt b/requirements.txt index f3093341f14..90639d1a505 100644 --- a/requirements.txt +++ b/requirements.txt @@ -23,3 +23,4 @@ tqdm>=4.65.0 typer>=0.9.0 typing_extensions>=4.5.0 uvicorn[standard]==0.18.3 +PyYAML>=6.0.0 From d86ac2e28a83972115ad2d65b068062067893db9 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Thu, 19 Oct 2023 15:05:03 +0300 Subject: [PATCH 04/21] chore: Updated README.md for authz example --- examples/basic_functionality/authz/README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/examples/basic_functionality/authz/README.md b/examples/basic_functionality/authz/README.md index 33d7ec2dbf5..54d4fd3607b 100644 --- a/examples/basic_functionality/authz/README.md +++ b/examples/basic_functionality/authz/README.md @@ -124,6 +124,7 @@ users: ```bash IS_PERSISTENT=1 \ +CHROMA_SERVER_AUTHZ_PROVIDER="chromadb.auth.authz.SimpleRBACAuthorizationProvider" \ CHROMA_SERVER_AUTH_CREDENTIALS_FILE=examples/basic_functionality/authz/authz.yaml \ CHROMA_SERVER_AUTH_CREDENTIALS_PROVIDER="user_token_config" \ CHROMA_SERVER_AUTH_PROVIDER="chromadb.auth.token.TokenAuthServerProvider" \ From 02b4ac0579f6620e371474d4cde54071a5d6e0e2 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Tue, 24 Oct 2023 01:24:24 +0300 Subject: [PATCH 05/21] chore: Added property tests - Added observability to baseline authorization provider - Fixed a few bugs with authz decorators --- chromadb/auth/__init__.py | 87 +++--- chromadb/auth/authz/__init__.py | 44 ++- chromadb/auth/basic/__init__.py | 16 +- chromadb/auth/fastapi.py | 87 ++++-- chromadb/auth/token/__init__.py | 53 ++-- chromadb/server/fastapi/__init__.py | 219 +++++++------- chromadb/test/auth/test_simple_rbac_authz.py | 285 ++++++++++++++++++ chromadb/test/conftest.py | 14 + docs/cip/CIP-10112023_Authorization.md | 2 +- .../basic_functionality/authz/authz.ipynb | 37 ++- examples/basic_functionality/authz/authz.yaml | 7 +- 11 files changed, 621 insertions(+), 230 deletions(-) create mode 100644 chromadb/test/auth/test_simple_rbac_authz.py diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 7a3b5b7a9f1..4b469729bdb 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -106,12 +106,10 @@ def inject_credentials(self, injection_context: T) -> None: class ServerAuthenticationRequest(EnforceOverrides, ABC, Generic[T]): @abstractmethod - def get_auth_info( - self, auth_info_type: AuthInfoType, auth_info_id: str - ) -> T: + def get_auth_info(self, auth_info_type: AuthInfoType, auth_info_id: str) -> T: """ This method should return the necessary auth info based on the type of - authentication (e.g. header, cookie, url) and a given id for the respective + authentication (e.g. header, cookie, url) and a given id for the respective auth type (e.g. name of the header, cookie, url param). :param auth_info_type: The type of auth info to return @@ -132,12 +130,14 @@ def get_user_identity(self) -> Optional[UserIdentity]: class SimpleServerAuthenticationResponse(ServerAuthenticationResponse): - """ Simple implementation of ServerAuthenticationResponse""" + """Simple implementation of ServerAuthenticationResponse""" + _auth_success: bool _user_identity: Optional[UserIdentity] - def __init__(self, auth_success: bool, user_identity: Optional[UserIdentity]) \ - -> None: + def __init__( + self, auth_success: bool, user_identity: Optional[UserIdentity] + ) -> None: self._auth_success = auth_success self._user_identity = user_identity @@ -155,8 +155,9 @@ def __init__(self, system: System) -> None: super().__init__(system) @abstractmethod - def authenticate(self, request: ServerAuthenticationRequest[T]) \ - -> ServerAuthenticationResponse: + def authenticate( + self, request: ServerAuthenticationRequest[T] + ) -> ServerAuthenticationResponse: pass @@ -201,7 +202,7 @@ def name(cls) -> str: class AbstractCredentials(EnforceOverrides, ABC, Generic[T]): """ - The class is used by Auth Providers to encapsulate credentials received + The class is used by Auth Providers to encapsulate credentials received from the server and pass them to a ServerAuthCredentialsProvider. """ @@ -253,13 +254,15 @@ def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: ... @abstractmethod - def get_user_identity(self, credentials: AbstractCredentials[T]) \ - -> Optional[UserIdentity]: + def get_user_identity( + self, credentials: AbstractCredentials[T] + ) -> Optional[UserIdentity]: ... # --- AuthZ ---# + class AuthzResourceTypes(str, Enum): DB = "db" COLLECTION = "collection" @@ -304,47 +307,50 @@ class DynamicAuthzResource: type: Optional[Union[str, Callable[..., str]]] attributes: Optional[Union[Dict[str, Any], Callable[..., Dict[str, Any]]]] - def __init__(self, id: Optional[Union[str, Callable[..., str]]] = None, - namespace: Optional[Union[str, Callable[..., str] - ]] = "default_database", - attributes: Optional[Union[Dict[str, Any], - Callable[..., Dict[str, Any]]]] - = lambda **kwargs: {}, - type: Optional[Union[str, Callable[..., str]] - ] = "default_database", - ) -> None: + def __init__( + self, + id: Optional[Union[str, Callable[..., str]]] = None, + namespace: Optional[Union[str, Callable[..., str]] + ] = "default_database", + attributes: Optional[ + Union[Dict[str, Any], Callable[..., Dict[str, Any]]] + ] = lambda **kwargs: {}, + type: Optional[Union[str, Callable[..., str]]] = "default_database", + ) -> None: self.id = id self.namespace = namespace self.attributes = attributes self.type = type - def to_authz_resource(self, **kwargs): + def to_authz_resource(self, **kwargs: Any) -> AuthzResource: return AuthzResource( id=self.id(**kwargs) if callable(self.id) else self.id, - namespace=self.namespace(**kwargs) if callable( - self.namespace) else self.namespace, - type=self.type(**kwargs) if callable( - self.type) else self.type, - attributes=self.attributes(**kwargs) if callable( - self.attributes) else self.attributes, + namespace=self.namespace(**kwargs) + if callable(self.namespace) + else self.namespace, + type=self.type(**kwargs) if callable(self.type) else self.type, + attributes=self.attributes(**kwargs) + if callable(self.attributes) + else self.attributes, ) class AuthzDynamicParams: @staticmethod - def from_function_name(**kwargs): - return partial(lambda **kwargs: kwargs['function'].__name__, - **kwargs) + def from_function_name(**kwargs: Any) -> Callable[..., str]: + return partial(lambda **kwargs: kwargs["function"].__name__, **kwargs) @staticmethod - def from_function_args(**kwargs): - return partial(lambda **kwargs: kwargs['function_args'][kwargs['arg_num']], - **kwargs) + def from_function_args(**kwargs: Any) -> Callable[..., str]: + return partial( + lambda **kwargs: kwargs["function_args"][kwargs["arg_num"]], **kwargs + ) @staticmethod - def from_function_kwargs(**kwargs): - return partial(lambda **kwargs: kwargs['function_kwargs'][kwargs['arg_name']], - **kwargs) + def from_function_kwargs(**kwargs: Any) -> Callable[..., str]: + return partial( + lambda **kwargs: kwargs["function_kwargs"][kwargs["arg_name"]], **kwargs + ) @dataclass @@ -365,8 +371,7 @@ def __init__(self, system: System) -> None: super().__init__(system) @abstractmethod - def authorize(self, context: AuthorizationContext) \ - -> bool: + def authorize(self, context: AuthorizationContext) -> bool: pass @@ -381,9 +386,7 @@ def __init__(self, system: System) -> None: super().__init__(system) @abstractmethod - def pre_process( - self, request: AuthorizationRequestContext - ) -> None: + def pre_process(self, request: AuthorizationRequestContext[T]) -> None: ... @abstractmethod diff --git a/chromadb/auth/authz/__init__.py b/chromadb/auth/authz/__init__.py index 1c3ccb0d17d..1d8e157d378 100644 --- a/chromadb/auth/authz/__init__.py +++ b/chromadb/auth/authz/__init__.py @@ -10,6 +10,11 @@ from chromadb.auth.registry import register_provider, resolve_provider from chromadb.config import System +from chromadb.telemetry.opentelemetry import ( + OpenTelemetryGranularity, + trace_method, +) + logger = logging.getLogger(__name__) @@ -24,8 +29,7 @@ def __init__(self, system: System) -> None: super().__init__(system) self._settings = system.settings system.settings.require("chroma_server_authz_config_file") - self._config_file = str( - system.settings.chroma_server_authz_config_file) + self._config_file = str(system.settings.chroma_server_authz_config_file) with open(self._config_file, "r") as f: self._config = yaml.safe_load(f) @@ -45,33 +49,41 @@ def __init__(self, system: System) -> None: if self._settings.chroma_server_authz_config_provider: _cls = resolve_provider( self._settings.chroma_server_authz_config_provider, - ServerAuthorizationConfigurationProvider + ServerAuthorizationConfigurationProvider, ) self._authz_config_provider = cast( - ServerAuthorizationConfigurationProvider, self.require(_cls)) + ServerAuthorizationConfigurationProvider[Dict[str, Any]], + self.require(_cls), + ) _config = self._authz_config_provider.get_configuration() self._authz_tuples = [] for u in _config["users"]: _actions = _config["roles_mapping"][u["role"]]["actions"] for a in _actions: self._authz_tuples.append((u["id"], *a.split(":"))) - logger.debug(f"Loaded {len(self._authz_tuples)} permissions for " - f"({len(_config['users'])}) users") + logger.debug( + f"Loaded {len(self._authz_tuples)} permissions for " + f"({len(_config['users'])}) users" + ) logger.info( - "Authorization Provider SimpleRBACAuthorizationProvider initialized") + "Authorization Provider SimpleRBACAuthorizationProvider initialized" + ) + @trace_method( + "SimpleRBACAuthorizationProvider.authorize", + OpenTelemetryGranularity.ALL, + ) @override - def authorize(self, context: AuthorizationContext) \ - -> bool: - _authz_tuple = (context.user.id, - context.resource.type, - context.action.id) + def authorize(self, context: AuthorizationContext) -> bool: + _authz_tuple = (context.user.id, context.resource.type, context.action.id) policy_decision = False if _authz_tuple in self._authz_tuples: policy_decision = True - logger.debug(f"Authorization decision: Access " - f"{'granted' if policy_decision else 'denied'} for " - f"user [{context.user.id}] attempting to [{context.action.id}]" - f" on [{context.resource}]") + logger.debug( + f"Authorization decision: Access " + f"{'granted' if policy_decision else 'denied'} for " + f"user [{context.user.id}] attempting to [{context.action.id}]" + f" on [{context.resource}]" + ) return policy_decision diff --git a/chromadb/auth/basic/__init__.py b/chromadb/auth/basic/__init__.py index b04e91fd80e..5faa9cae306 100644 --- a/chromadb/auth/basic/__init__.py +++ b/chromadb/auth/basic/__init__.py @@ -19,7 +19,6 @@ from chromadb.auth.registry import register_provider, resolve_provider from chromadb.config import System from chromadb.telemetry.opentelemetry import ( - OpenTelemetryClient, OpenTelemetryGranularity, trace_method, ) @@ -92,11 +91,11 @@ def __init__(self, system: System) -> None: @trace_method("BasicAuthServerProvider.authenticate", OpenTelemetryGranularity.ALL) @override - def authenticate(self, request: ServerAuthenticationRequest[Any]) \ - -> SimpleServerAuthenticationResponse: + def authenticate( + self, request: ServerAuthenticationRequest[Any] + ) -> SimpleServerAuthenticationResponse: try: - _auth_header = request.get_auth_info( - AuthInfoType.HEADER, "Authorization") + _auth_header = request.get_auth_info(AuthInfoType.HEADER, "Authorization") _validation = self._credentials_provider.validate_credentials( BasicAuthCredentials.from_header(_auth_header) ) @@ -107,11 +106,8 @@ def authenticate(self, request: ServerAuthenticationRequest[Any]) \ ), ) except Exception as e: - logger.error( - f"BasicAuthServerProvider.authenticate failed: {repr(e)}") - return SimpleServerAuthenticationResponse( - False, None - ) + logger.error(f"BasicAuthServerProvider.authenticate failed: {repr(e)}") + return SimpleServerAuthenticationResponse(False, None) # @override # def get_auth_info_type(self, request: ServerAuthenticationRequest[Any]) \ diff --git a/chromadb/auth/fastapi.py b/chromadb/auth/fastapi.py index 87c201d4c4e..c9e2f45e73d 100644 --- a/chromadb/auth/fastapi.py +++ b/chromadb/auth/fastapi.py @@ -3,7 +3,6 @@ from functools import wraps import logging from typing import Callable, Optional, Dict, List, Union, cast, Any - from overrides import override from starlette.middleware.base import BaseHTTPMiddleware, RequestResponseEndpoint from starlette.requests import Request @@ -17,6 +16,7 @@ AuthorizationRequestContext, AuthzAction, AuthzResource, + AuthzResourceActions, AuthzUser, DynamicAuthzResource, ServerAuthenticationRequest, @@ -29,7 +29,6 @@ ) from chromadb.auth.registry import resolve_provider from chromadb.telemetry.opentelemetry import ( - OpenTelemetryClient, OpenTelemetryGranularity, trace_method, ) @@ -97,6 +96,9 @@ def authenticate( ) -> ServerAuthenticationResponse: return self._auth_provider.authenticate(request) + @trace_method( + "FastAPIChromaAuthMiddleware.ignore_operation", OpenTelemetryGranularity.ALL + ) @override def ignore_operation(self, verb: str, path: str) -> bool: if ( @@ -122,6 +124,9 @@ def __init__( self._middleware = auth_middleware self._middleware.instrument_server(app) + @trace_method( + "FastAPIChromaAuthMiddlewareWrapper.dispatch", OpenTelemetryGranularity.ALL + ) @override async def dispatch( self, request: Request, call_next: RequestResponseEndpoint @@ -139,46 +144,64 @@ async def dispatch( request.state.user_identity = response.get_user_identity() return await call_next(request) + # AuthZ request_var: ContextVar[Optional[Request]] = ContextVar( "request_var", default=None) authz_provider: ContextVar[Optional[ServerAuthorizationProvider]] = ContextVar( - "authz_provider", default=None) + "authz_provider", default=None +) -def authz_context(action: Union[str, AuthzAction], - resource: Union[AuthzResource, DynamicAuthzResource]) \ - -> Callable[[Callable[..., Any]], Callable[..., Any]]: +def authz_context( + action: Union[str, AuthzResourceActions, List[str], List[AuthzResourceActions]], + resource: Union[AuthzResource, DynamicAuthzResource], +) -> Callable[[Callable[..., Any]], Callable[..., Any]]: def decorator(f: Callable[..., Any]) -> Callable[..., Any]: @wraps(f) - def wrapped(*args, ** kwargs): - _dynamic_kwargs = {"function": f, - "function_args": args, "function_kwargs": kwargs} - # print(args[0]._authz_provider) - # args[0]._authz_provider.authorize() + def wrapped(*args: Any, **kwargs: Dict[Any, Any]) -> Any: + _dynamic_kwargs = { + "function": f, + "function_args": args, + "function_kwargs": kwargs, + } request = request_var.get() if request: - _action = action if isinstance( - action, AuthzAction) else AuthzAction(id=action) - _resource = resource if isinstance( - resource, AuthzResource) else \ - resource.to_authz_resource(**_dynamic_kwargs) - _context = AuthorizationContext( - user=AuthzUser( - id=request.state.user_identity.get_user_id() - if hasattr(request.state, "user_identity") else "Anonymous"), - resource=_resource, - action=_action, - ) _provider = authz_provider.get() - if _provider: - _response = _provider.authorize(_context) - if not _response: - raise AuthorizationError("Unauthorized") + a_list: List[Union[str, AuthzAction]] = [] + if not isinstance(action, List): + a_list = [action] + else: + a_list = cast(List[Union[str, AuthzAction]], action) + a_authz_responses = [] + for a in a_list: + _action = a if isinstance( + a, AuthzAction) else AuthzAction(id=a) + _resource = ( + resource + if isinstance(resource, AuthzResource) + else resource.to_authz_resource(**_dynamic_kwargs) + ) + _context = AuthorizationContext( + user=AuthzUser( + id=request.state.user_identity.get_user_id() + if hasattr(request.state, "user_identity") + else "Anonymous" + ), + resource=_resource, + action=_action, + ) + + if _provider: + a_authz_responses.append(_provider.authorize(_context)) + if not any(a_authz_responses): + raise AuthorizationError("Unauthorized") return f(*args, **kwargs) + return wrapped + return decorator @@ -217,9 +240,7 @@ def __init__(self, system: System) -> None: ServerAuthorizationProvider, self.require(_cls)) @override - def pre_process( - self, request: AuthorizationRequestContext - ) -> None: + def pre_process(self, request: AuthorizationRequestContext[Request]) -> None: rest_request = request.get_request() request_var.set(rest_request) authz_provider.set(self._authz_provider) @@ -249,6 +270,9 @@ def __init__( self._middleware = authz_middleware self._middleware.instrument_server(app) + @trace_method( + "FastAPIChromaAuthzMiddlewareWrapper.dispatch", OpenTelemetryGranularity.ALL + ) @override async def dispatch( self, request: Request, call_next: RequestResponseEndpoint @@ -260,6 +284,5 @@ async def dispatch( ) return await call_next(request) self._middleware.pre_process( - FastAPIAuthorizationRequestContext(request) - ) + FastAPIAuthorizationRequestContext(request)) return await call_next(request) diff --git a/chromadb/auth/token/__init__.py b/chromadb/auth/token/__init__.py index 812309eb462..d730743ffaf 100644 --- a/chromadb/auth/token/__init__.py +++ b/chromadb/auth/token/__init__.py @@ -1,7 +1,7 @@ import logging import string from enum import Enum -from typing import Optional, Tuple, Any, cast, Dict, TypeVar +from typing import List, Optional, Tuple, Any, TypedDict, cast, Dict, TypeVar from overrides import override from pydantic import SecretStr @@ -23,7 +23,6 @@ from chromadb.auth.registry import register_provider, resolve_provider from chromadb.config import System from chromadb.telemetry.opentelemetry import ( - OpenTelemetryClient, OpenTelemetryGranularity, trace_method, ) @@ -49,8 +48,7 @@ class TokenAuthClientAuthResponse(ClientAuthResponse): def __init__( self, credentials: SecretStr, - token_transport_header: TokenTransportHeader = - TokenTransportHeader.AUTHORIZATION, + token_transport_header: TokenTransportHeader = TokenTransportHeader.AUTHORIZATION, ) -> None: self._credentials = credentials self._token_transport_header = token_transport_header @@ -81,8 +79,7 @@ def check_token(token: str) -> None: c in string.digits + string.ascii_letters + string.punctuation for c in token_str ): - raise ValueError( - "Invalid token. Must contain only ASCII letters and digits.") + raise ValueError("Invalid token. Must contain only ASCII letters and digits.") @register_provider("token_config") @@ -109,14 +106,26 @@ def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: return _creds["token"].get_secret_value() == self._token.get_secret_value() @override - def get_user_identity(self, credentials: AbstractCredentials[T]) \ - -> Optional[SimpleUserIdentity]: + def get_user_identity( + self, credentials: AbstractCredentials[T] + ) -> Optional[SimpleUserIdentity]: return None +class Token(TypedDict): + token: str + secret: str + + +class User(TypedDict): + id: str + role: str + tokens: List[Token] + + @register_provider("user_token_config") class UserTokenConfigServerAuthCredentialsProvider(ServerAuthCredentialsProvider): - _users: Dict[str, Any] + _users: List[User] _token_user_mapping: Dict[str, str] # reverse mapping of token to user def __init__(self, system: System) -> None: @@ -124,7 +133,7 @@ def __init__(self, system: System) -> None: system.settings.require("chroma_server_auth_credentials_file") user_file = str(system.settings.chroma_server_auth_credentials_file) with open(user_file) as f: - self._users = yaml.safe_load(f)["users"] + self._users = cast(List[User], yaml.safe_load(f)["users"]) self._token_user_mapping = {} for user in self._users: for t in user["tokens"]: @@ -143,16 +152,18 @@ def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: return _creds["token"].get_secret_value() in self._token_user_mapping.keys() @override - def get_user_identity(self, credentials: AbstractCredentials[T]) \ - -> Optional[SimpleUserIdentity]: + def get_user_identity( + self, credentials: AbstractCredentials[T] + ) -> Optional[SimpleUserIdentity]: _creds = cast(Dict[str, SecretStr], credentials.get_credentials()) if "token" not in _creds: logger.error("Returned credentials do not contain token") return None # below is just simple identity mapping and may need future work for more # complex use cases - return SimpleUserIdentity(self._token_user_mapping[ - _creds["token"].get_secret_value()]) + return SimpleUserIdentity( + self._token_user_mapping[_creds["token"].get_secret_value()] + ) class TokenAuthCredentials(SecretStrAbstractCredentials): @@ -168,8 +179,7 @@ def get_credentials(self) -> Dict[str, SecretStr]: @staticmethod def from_header( header: str, - token_transport_header: TokenTransportHeader = - TokenTransportHeader.AUTHORIZATION, + token_transport_header: TokenTransportHeader = TokenTransportHeader.AUTHORIZATION, ) -> "TokenAuthCredentials": """ Extracts token from header and returns a TokenAuthCredentials object. @@ -213,8 +223,9 @@ def __init__(self, system: System) -> None: @trace_method("TokenAuthServerProvider.authenticate", OpenTelemetryGranularity.ALL) @override - def authenticate(self, request: ServerAuthenticationRequest[Any]) \ - -> SimpleServerAuthenticationResponse: + def authenticate( + self, request: ServerAuthenticationRequest[Any] + ) -> SimpleServerAuthenticationResponse: try: _auth_header = request.get_auth_info( AuthInfoType.HEADER, self._token_transport_header.value @@ -224,10 +235,10 @@ def authenticate(self, request: ServerAuthenticationRequest[Any]) \ ) return SimpleServerAuthenticationResponse( self._credentials_provider.validate_credentials(_token_creds), - self._credentials_provider.get_user_identity(_token_creds)) + self._credentials_provider.get_user_identity(_token_creds), + ) except Exception as e: - logger.error( - f"TokenAuthServerProvider.authenticate failed: {repr(e)}") + logger.error(f"TokenAuthServerProvider.authenticate failed: {repr(e)}") return SimpleServerAuthenticationResponse(False, None) diff --git a/chromadb/server/fastapi/__init__.py b/chromadb/server/fastapi/__init__.py index 7fb68047f4c..d1f5fe87e7f 100644 --- a/chromadb/server/fastapi/__init__.py +++ b/chromadb/server/fastapi/__init__.py @@ -7,12 +7,15 @@ from fastapi.routing import APIRoute from fastapi import HTTPException, status from uuid import UUID - import chromadb from chromadb.api.models.Collection import Collection from chromadb.api.types import GetResult, QueryResult -from chromadb.auth import (AuthzDynamicParams, AuthzResourceActions, AuthzResourceTypes, - DynamicAuthzResource) +from chromadb.auth import ( + AuthzDynamicParams, + AuthzResourceActions, + AuthzResourceTypes, + DynamicAuthzResource, +) from chromadb.auth.fastapi import ( FastAPIChromaAuthMiddleware, FastAPIChromaAuthMiddlewareWrapper, @@ -128,26 +131,21 @@ def __init__(self, settings: Settings): if settings.chroma_server_authz_provider: self._app.add_middleware( FastAPIChromaAuthzMiddlewareWrapper, - authz_middleware=self._api.require( - FastAPIChromaAuthzMiddleware), + authz_middleware=self._api.require(FastAPIChromaAuthzMiddleware), ) if settings.chroma_server_auth_provider: self._app.add_middleware( FastAPIChromaAuthMiddlewareWrapper, - auth_middleware=self._api.require( - FastAPIChromaAuthMiddleware), + auth_middleware=self._api.require(FastAPIChromaAuthMiddleware), ) self.router = ChromaAPIRouter() self.router.add_api_route("/api/v1", self.root, methods=["GET"]) - self.router.add_api_route( - "/api/v1/reset", self.reset, methods=["POST"]) - self.router.add_api_route( - "/api/v1/version", self.version, methods=["GET"]) - self.router.add_api_route( - "/api/v1/heartbeat", self.heartbeat, methods=["GET"]) + self.router.add_api_route("/api/v1/reset", self.reset, methods=["POST"]) + self.router.add_api_route("/api/v1/version", self.version, methods=["GET"]) + self.router.add_api_route("/api/v1/heartbeat", self.heartbeat, methods=["GET"]) self.router.add_api_route( "/api/v1/pre-flight-checks", self.pre_flight_checks, methods=["GET"] ) @@ -243,21 +241,28 @@ def heartbeat(self) -> Dict[str, int]: def version(self) -> str: return self._api.get_version() - @authz_context(action=AuthzResourceActions.LIST_COLLECTIONS, - resource=DynamicAuthzResource( - id="*", - type=AuthzResourceTypes.DB, - )) @trace_method("FastAPI.list_collections", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.LIST_COLLECTIONS, + resource=DynamicAuthzResource( + id="*", + type=AuthzResourceTypes.DB, + ), + ) def list_collections(self) -> Sequence[Collection]: return self._api.list_collections() - @authz_context(action=AuthzResourceActions.CREATE_COLLECTION, - resource=DynamicAuthzResource( - id="*", - type=AuthzResourceTypes.DB, - )) @trace_method("FastAPI.create_collection", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=[ + AuthzResourceActions.CREATE_COLLECTION, + AuthzResourceActions.GET_OR_CREATE_COLLECTION, + ], + resource=DynamicAuthzResource( + id="*", + type=AuthzResourceTypes.DB, + ), + ) def create_collection(self, collection: CreateCollection) -> Collection: return self._api.create_collection( name=collection.name, @@ -265,23 +270,25 @@ def create_collection(self, collection: CreateCollection) -> Collection: get_or_create=collection.get_or_create, ) - @authz_context(action=AuthzResourceActions.GET_COLLECTION, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_name"), - type=AuthzResourceTypes.DB, - )) + @authz_context( + action=AuthzResourceActions.GET_COLLECTION, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_name"), + type=AuthzResourceTypes.DB, + ), + ) @trace_method("FastAPI.get_collection", OpenTelemetryGranularity.OPERATION) def get_collection(self, collection_name: str) -> Collection: return self._api.get_collection(collection_name) - @authz_context(action=AuthzResourceActions.UPDATE_COLLECTION, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_name"), - type=AuthzResourceTypes.DB, - )) @trace_method("FastAPI.update_collection", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.UPDATE_COLLECTION, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.DB, + ), + ) def update_collection( self, collection_id: str, collection: UpdateCollection ) -> None: @@ -291,75 +298,80 @@ def update_collection( new_metadata=collection.new_metadata, ) - @authz_context(action=AuthzResourceActions.DELETE_COLLECTION, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_name"), - type=AuthzResourceTypes.DB, - )) @trace_method("FastAPI.delete_collection", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.DELETE_COLLECTION, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_name"), + type=AuthzResourceTypes.DB, + ), + ) def delete_collection(self, collection_name: str) -> None: return self._api.delete_collection(collection_name) - @authz_context(action=AuthzResourceActions.ADD, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_id"), - type=AuthzResourceTypes.COLLECTION, - )) @trace_method("FastAPI.add", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.ADD, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.COLLECTION, + ), + ) def add(self, collection_id: str, add: AddEmbedding) -> None: try: result = self._api._add( collection_id=_uuid(collection_id), - embeddings=add.embeddings, - metadatas=add.metadatas, - documents=add.documents, + embeddings=add.embeddings, # type: ignore + metadatas=add.metadatas, # type: ignore + documents=add.documents, # type: ignore ids=add.ids, ) except InvalidDimensionException as e: raise HTTPException(status_code=500, detail=str(e)) - return result - - @authz_context(action=AuthzResourceActions.UPDATE, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_id"), - type=AuthzResourceTypes.COLLECTION, - )) + return result # type: ignore + @trace_method("FastAPI.update", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.UPDATE, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.COLLECTION, + ), + ) def update(self, collection_id: str, add: UpdateEmbedding) -> None: return self._api._update( - ids=add.ids, + ids=add.ids, # type: ignore collection_id=_uuid(collection_id), embeddings=add.embeddings, - documents=add.documents, - metadatas=add.metadatas, + documents=add.documents, # type: ignore + metadatas=add.metadatas, # type: ignore ) - @authz_context(action=AuthzResourceActions.UPSERT, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_id"), - type=AuthzResourceTypes.COLLECTION, - )) @trace_method("FastAPI.upsert", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.UPSERT, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.COLLECTION, + ), + ) def upsert(self, collection_id: str, upsert: AddEmbedding) -> None: return self._api._upsert( - collection_id=_uuid(collection_id), + collection_id=_uuid(collection_id), # type: ignore ids=upsert.ids, - embeddings=upsert.embeddings, - documents=upsert.documents, - metadatas=upsert.metadatas, + embeddings=upsert.embeddings, # type: ignore + documents=upsert.documents, # type: ignore + metadatas=upsert.metadatas, # type: ignore ) - @authz_context(action=AuthzResourceActions.GET, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_id"), - type=AuthzResourceTypes.COLLECTION, - )) @trace_method("FastAPI.get", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=[AuthzResourceActions.GET, AuthzResourceActions.PEEK], + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.COLLECTION, + ), + ) def get(self, collection_id: str, get: GetEmbedding) -> GetResult: return self._api._get( collection_id=_uuid(collection_id), @@ -372,46 +384,51 @@ def get(self, collection_id: str, get: GetEmbedding) -> GetResult: include=get.include, ) - @authz_context(action=AuthzResourceActions.DELETE, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_id"), - type=AuthzResourceTypes.COLLECTION, - )) @trace_method("FastAPI.delete", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.DELETE, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.COLLECTION, + ), + ) def delete(self, collection_id: str, delete: DeleteEmbedding) -> List[UUID]: return self._api._delete( - where=delete.where, + where=delete.where, # type: ignore ids=delete.ids, collection_id=_uuid(collection_id), where_document=delete.where_document, ) - @authz_context(action=AuthzResourceActions.COUNT, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_id"), - type=AuthzResourceTypes.COLLECTION, - )) @trace_method("FastAPI.count", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.COUNT, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.COLLECTION, + ), + ) def count(self, collection_id: str) -> int: return self._api._count(_uuid(collection_id)) - @authz_context(action=AuthzResourceActions.RESET, - resource=DynamicAuthzResource( - id="*", - type=AuthzResourceTypes.DB, - )) + @authz_context( + action=AuthzResourceActions.RESET, + resource=DynamicAuthzResource( + id="*", + type=AuthzResourceTypes.DB, + ), + ) def reset(self) -> bool: return self._api.reset() - @authz_context(action=AuthzResourceActions.QUERY, - resource=DynamicAuthzResource( - id=AuthzDynamicParams.from_function_kwargs( - arg_name="collection_id"), - type=AuthzResourceTypes.COLLECTION, - )) @trace_method("FastAPI.get_nearest_neighbors", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.QUERY, + resource=DynamicAuthzResource( + id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), + type=AuthzResourceTypes.COLLECTION, + ), + ) def get_nearest_neighbors( self, collection_id: str, query: QueryEmbedding ) -> QueryResult: diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py new file mode 100644 index 00000000000..c0e180ac069 --- /dev/null +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -0,0 +1,285 @@ +import os +import random +import shutil +import string +from typing import IO, Dict, Any, Generator +import uuid +import hypothesis.strategies as st +import pytest +from hypothesis import given +import tempfile + +import yaml +from chromadb.api import API +from chromadb.api.models.Collection import Collection +from chromadb.config import System +from chromadb.test.conftest import _fastapi_fixture + + +valid_action_space = [ + "db:reset", + "db:list_collections", + "db:get_collection", + "db:create_collection", + "db:get_or_create_collection", + "db:delete_collection", + "db:update_collection", + "collection:add", + "collection:delete", + "collection:get", + "collection:query", + "collection:peek", + "collection:update", + "collection:upsert", + "collection:count", +] + + +@st.composite +def random_token(draw: st.DrawFn) -> str: + return draw( + st.text(alphabet=string.ascii_letters + string.digits, min_size=1, max_size=25) + ) + + +@st.composite +def generate_uniq_token(draw: st.DrawFn) -> str: + return str(st.uuids()) + + +@st.composite +def invalid_token(draw: st.DrawFn) -> str: + opposite_alphabet = set(string.printable) - set( + string.digits + string.ascii_letters + string.punctuation + ) + token = draw(st.text(alphabet=list(opposite_alphabet), min_size=1, max_size=50)) + return token + + +role_name = st.text(alphabet=string.ascii_letters, min_size=1, max_size=20) + +user_name = st.text(alphabet=string.ascii_letters, min_size=1, max_size=20) + +actions = st.lists( + st.sampled_from(valid_action_space), min_size=1, max_size=len(valid_action_space) +) + + +unique_tokens = st.lists( + st.text(alphabet=string.ascii_letters + string.digits, min_size=1, max_size=25), + unique=True, +) + + +@st.composite +def user_role_config(draw: st.DrawFn) -> tuple[Dict[str, Any], Dict[str, Any]]: + role = draw(role_name) + user = draw(user_name) + actions_list = draw(actions) + if any( + action in actions_list + for action in [ + "collection:add", + "collection:delete", + "collection:get", + "collection:query", + "collection:peek", + "collection:update", + "collection:upsert", + "collection:count", + ] + ): + actions_list.append("db:get_collection") + unauthorized_actions = set(valid_action_space) - set(actions_list) + _role_config = { + f"{role}": { + "actions": actions_list, + "unauthorized_actions": list(unauthorized_actions), + } + } + + return { + "role": role, + "id": user, + "tokens": [ + { + "token": f"{random.randint(1,1000000)}_" + + draw( + st.text( + alphabet=string.ascii_letters + string.digits, + min_size=1, + max_size=25, + ) + ) + } + for _ in range(2) + ], + }, _role_config + + +@pytest.fixture(scope="function") +def get_temp_file() -> Generator[IO[bytes], None, None]: + with tempfile.NamedTemporaryFile(delete=False) as f: + yield f + if os.path.exists(f.name): + shutil.rmtree(f.name) + + +@st.composite +def rbac_config(draw: st.DrawFn) -> Dict[str, Any]: + user_roles = draw( + st.lists(user_role_config().filter(lambda t: t[0]), min_size=1, max_size=10) + ) + users = [] + roles = [] + for user, role in user_roles: + users.append(user) + roles.append(role) + roles_mapping = {} + for role in roles: + roles_mapping.update(role) + _rbac_config = { + "roles_mapping": roles_mapping, + "users": users, + } + return _rbac_config + + +@st.composite +def token_config(draw: st.DrawFn) -> Dict[str, Any]: + token_header = draw(st.sampled_from(["AUTHORIZATION", "X_CHROMA_TOKEN", None])) + server_provider = draw( + st.sampled_from(["token", "chromadb.auth.token.TokenAuthServerProvider"]) + ) + client_provider = draw( + st.sampled_from(["token", "chromadb.auth.token.TokenAuthClientProvider"]) + ) + server_authz_provider = draw( + st.sampled_from(["chromadb.auth.authz.SimpleRBACAuthorizationProvider"]) + ) + server_credentials_provider = draw(st.sampled_from(["user_token_config"])) + # _rbac_config = draw(rbac_config()) + persistence = draw(st.booleans()) + return { + "token_transport_header": token_header, + "chroma_server_auth_credentials_file": None, + "chroma_server_auth_provider": server_provider, + "chroma_client_auth_provider": client_provider, + "chroma_server_authz_config_file": None, + "chroma_server_auth_credentials_provider": server_credentials_provider, + "chroma_server_authz_provider": server_authz_provider, + "is_persistent": persistence, + } + + +api_executors = { + "db:reset": lambda api: api.reset(), + "db:list_collections": lambda api: api.list_collections(), + "db:get_collection": lambda api: (api.get_collection(f"test-get-{uuid.uuid4()}")), + "db:create_collection": lambda api: ( + api.create_collection(f"test-create-{uuid.uuid4()}") + ), + "db:get_or_create_collection": lambda api: ( + api.get_or_create_collection(f"test-get-or-create-{uuid.uuid4()}") + ), + "db:delete_collection": lambda api: ( + api.delete_collection(f"test-delete-col-{uuid.uuid4()}") + ), + "db:update_collection": lambda api: ( + col := Collection(api, f"test-update-{uuid.uuid4()}", uuid.uuid4()), + col.modify(metadata={"test": "test"}), # type: ignore + ), + "collection:add": lambda api: ( + col := Collection(api, f"test-add-doc-{uuid.uuid4()}", uuid.uuid4()), + col.add(documents=["test"], ids=["1"]), # type: ignore + ), + "collection:delete": lambda api: ( + col := Collection(api, f"test-delete-doc-{uuid.uuid4()}", uuid.uuid4()), + col.delete(ids=["1"]), # type: ignore + ), + "collection:get": lambda api: ( + col := Collection(api, f"test-get-docs-{uuid.uuid4()}", uuid.uuid4()), + col.get(ids=["1"]), + ), + "collection:query": lambda api: ( + col := Collection(api, f"test-query-{uuid.uuid4()}", uuid.uuid4()), + col.query(query_texts=["test"]), + ), + "collection:peek": lambda api: ( + col := Collection(api, f"test-peek-{uuid.uuid4()}", uuid.uuid4()), + col.peek(), + ), + "collection:update": lambda api: ( + col := Collection(api, f"test-update-docs-{uuid.uuid4()}", uuid.uuid4()), + col.update(ids=["1"], documents=["test1"]), # type: ignore + ), + "collection:upsert": lambda api: ( + col := Collection(api, f"test-upsert-{uuid.uuid4()}", uuid.uuid4()), + col.upsert(ids=["1"], documents=["test1"]), # type: ignore + ), + "collection:count": lambda api: ( + col := Collection(api, f"test-count-{uuid.uuid4()}", uuid.uuid4()), + col.count(), + ), +} + + +@given(token_config=token_config(), rbac_config=rbac_config()) +def test_authz( + token_config: Dict[str, Any], rbac_config: Dict[str, Any], get_temp_file: IO[bytes] +) -> None: + authz_config = rbac_config + token_config["chroma_server_authz_config_file"] = get_temp_file.name + token_config["chroma_server_auth_credentials_file"] = get_temp_file.name + with open(get_temp_file.name, "w") as f: + yaml.dump(authz_config, f) + random_user = random.choice(authz_config["users"]) + random_token = random.choice(random_user["tokens"])["token"] + api = _fastapi_fixture( + is_persistent=token_config["is_persistent"], + chroma_server_auth_provider=token_config["chroma_server_auth_provider"], + chroma_server_auth_credentials_provider=token_config[ + "chroma_server_auth_credentials_provider" + ], + chroma_server_auth_credentials_file=token_config[ + "chroma_server_auth_credentials_file" + ], + chroma_client_auth_provider=token_config["chroma_client_auth_provider"], + chroma_client_auth_token_transport_header=token_config[ + "token_transport_header" + ], + chroma_server_auth_token_transport_header=token_config[ + "token_transport_header" + ], + chroma_server_authz_provider=token_config["chroma_server_authz_provider"], + chroma_server_authz_config_file=token_config["chroma_server_authz_config_file"], + chroma_client_auth_credentials=random_token, + ) + _sys: System = next(api) + _sys.reset_state() + _api = _sys.instance(API) + _api.heartbeat() + for actions in authz_config["roles_mapping"][random_user["role"]]["actions"]: + try: + # print(actions, get_temp_file.name) + api_executors[actions](_api) # type: ignore + except Exception as e: + # we want to ignore errors such as collection not found or 400 client error + # cause by the lack of data on the server side. The reason is that Authz + # makes sense in client/server mode but we don't yet have means to provision + # the server as part of the tests. + assert ( + "not exist" in str(e) + or ( + "400 Client Error" in str(e) + and actions in ["collection:upsert", "collection:update"] + ) + or "StopIteration" in str(e) + ) + for unauthorized_action in authz_config["roles_mapping"][random_user["role"]][ + "unauthorized_actions" + ]: + with pytest.raises(Exception) as ex: + # print(unauthorized_action) + api_executors[unauthorized_action](_api) # type: ignore + assert "Unauthorized" in str(ex) or "Forbidden" in str(ex) diff --git a/chromadb/test/conftest.py b/chromadb/test/conftest.py index af66ef2513f..9113dfb2b4b 100644 --- a/chromadb/test/conftest.py +++ b/chromadb/test/conftest.py @@ -61,6 +61,8 @@ def _run_server( chroma_server_auth_credentials_file: Optional[str] = None, chroma_server_auth_credentials: Optional[str] = None, chroma_server_auth_token_transport_header: Optional[str] = None, + chroma_server_authz_provider: Optional[str] = None, + chroma_server_authz_config_file: Optional[str] = None, ) -> None: """Run a Chroma server locally""" if is_persistent and persist_directory: @@ -78,6 +80,8 @@ def _run_server( chroma_server_auth_credentials_file=chroma_server_auth_credentials_file, chroma_server_auth_credentials=chroma_server_auth_credentials, chroma_server_auth_token_transport_header=chroma_server_auth_token_transport_header, + chroma_server_authz_provider=chroma_server_authz_provider, + chroma_server_authz_config_file=chroma_server_authz_config_file, ) else: settings = Settings( @@ -93,6 +97,8 @@ def _run_server( chroma_server_auth_credentials_file=chroma_server_auth_credentials_file, chroma_server_auth_credentials=chroma_server_auth_credentials, chroma_server_auth_token_transport_header=chroma_server_auth_token_transport_header, + chroma_server_authz_provider=chroma_server_authz_provider, + chroma_server_authz_config_file=chroma_server_authz_config_file, ) server = chromadb.server.fastapi.FastAPI(settings) uvicorn.run(server.app(), host="0.0.0.0", port=port, log_level="error") @@ -121,6 +127,8 @@ def _fastapi_fixture( chroma_server_auth_credentials: Optional[str] = None, chroma_client_auth_token_transport_header: Optional[str] = None, chroma_server_auth_token_transport_header: Optional[str] = None, + chroma_server_authz_provider: Optional[str] = None, + chroma_server_authz_config_file: Optional[str] = None, ) -> Generator[System, None, None]: """Fixture generator that launches a server in a separate process, and yields a fastapi client connect to it""" @@ -137,6 +145,8 @@ def _fastapi_fixture( Optional[str], Optional[str], Optional[str], + Optional[str], + Optional[str], ] = ( port, False, @@ -146,6 +156,8 @@ def _fastapi_fixture( chroma_server_auth_credentials_file, chroma_server_auth_credentials, chroma_server_auth_token_transport_header, + chroma_server_authz_provider, + chroma_server_authz_config_file, ) persist_directory = None if is_persistent: @@ -159,6 +171,8 @@ def _fastapi_fixture( chroma_server_auth_credentials_file, chroma_server_auth_credentials, chroma_server_auth_token_transport_header, + chroma_server_authz_provider, + chroma_server_authz_config_file, ) proc = ctx.Process(target=_run_server, args=args, daemon=True) proc.start() diff --git a/docs/cip/CIP-10112023_Authorization.md b/docs/cip/CIP-10112023_Authorization.md index 4ce0701380c..7a8f4f8322f 100644 --- a/docs/cip/CIP-10112023_Authorization.md +++ b/docs/cip/CIP-10112023_Authorization.md @@ -278,4 +278,4 @@ Property and Integration tests. ## **Rejected Alternatives** -We considered several alternatives that are more vendor specific (such az Auth0, Okta, Permit.io etc.) but we decided to go with a more generic approach that will allow users to be able to extend the authorization framework to support additional features and providers. +We considered several alternatives that are more vendor specific (such az Auth0, Okta, Permit.io etc.), but we decided to go with a more generic approach that will allow users to be able to extend the authorization framework to support additional features and providers. diff --git a/examples/basic_functionality/authz/authz.ipynb b/examples/basic_functionality/authz/authz.ipynb index 83d63a84948..2ad23394466 100644 --- a/examples/basic_functionality/authz/authz.ipynb +++ b/examples/basic_functionality/authz/authz.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 23, + "execution_count": 57, "metadata": {}, "outputs": [ { @@ -18,7 +18,7 @@ "{'ids': ['1'], 'embeddings': None, 'metadatas': [None], 'documents': ['test']}" ] }, - "execution_count": 23, + "execution_count": 57, "metadata": {}, "output_type": "execute_result" } @@ -35,8 +35,37 @@ "client.list_collections()\n", "collection = client.get_or_create_collection(\"test_collection\")\n", "\n", - "collection.add(documents=[\"test\"],ids=[\"1\"])\n", - "collection.get()" + "collection.add(documents=[\"test21\"],ids=[\"1\"])\n", + "collection.get(ids=[\"1\"],include=['id'])" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "ename": "HTTPError", + "evalue": "400 Client Error: Bad Request for url: http://localhost:8000/api/v1/collections/4487accd-6160-454c-a5f2-26d6e87ce5ef/upsert", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mHTTPError\u001b[0m Traceback (most recent call last)", + "\u001b[1;32m/Users/tazarov/experiments/chroma-experiments/chroma-authz/examples/basic_functionality/authz/authz.ipynb Cell 2\u001b[0m line \u001b[0;36m6\n\u001b[1;32m 2\u001b[0m \u001b[39mfrom\u001b[39;00m \u001b[39mchromadb\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mapi\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mmodels\u001b[39;00m\u001b[39m.\u001b[39;00m\u001b[39mCollection\u001b[39;00m \u001b[39mimport\u001b[39;00m Collection\n\u001b[1;32m 5\u001b[0m col \u001b[39m=\u001b[39m Collection(client, \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39mtest-upsert-\u001b[39m\u001b[39m{\u001b[39;00muuid\u001b[39m.\u001b[39muuid4()\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m, uuid\u001b[39m.\u001b[39muuid4())\n\u001b[0;32m----> 6\u001b[0m col\u001b[39m.\u001b[39;49mupsert(documents\u001b[39m=\u001b[39;49m[\u001b[39m\"\u001b[39;49m\u001b[39mtest\u001b[39;49m\u001b[39m\"\u001b[39;49m],ids\u001b[39m=\u001b[39;49m[\u001b[39m\"\u001b[39;49m\u001b[39m1\u001b[39;49m\u001b[39m\"\u001b[39;49m])\n", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/models/Collection.py:299\u001b[0m, in \u001b[0;36mCollection.upsert\u001b[0;34m(self, ids, embeddings, metadatas, documents)\u001b[0m\n\u001b[1;32m 283\u001b[0m \u001b[39m\u001b[39m\u001b[39m\"\"\"Update the embeddings, metadatas or documents for provided ids, or create them if they don't exist.\u001b[39;00m\n\u001b[1;32m 284\u001b[0m \n\u001b[1;32m 285\u001b[0m \u001b[39mArgs:\u001b[39;00m\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 292\u001b[0m \u001b[39m None\u001b[39;00m\n\u001b[1;32m 293\u001b[0m \u001b[39m\"\"\"\u001b[39;00m\n\u001b[1;32m 295\u001b[0m ids, embeddings, metadatas, documents \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_validate_embedding_set(\n\u001b[1;32m 296\u001b[0m ids, embeddings, metadatas, documents\n\u001b[1;32m 297\u001b[0m )\n\u001b[0;32m--> 299\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_client\u001b[39m.\u001b[39;49m_upsert(\n\u001b[1;32m 300\u001b[0m collection_id\u001b[39m=\u001b[39;49m\u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mid,\n\u001b[1;32m 301\u001b[0m ids\u001b[39m=\u001b[39;49mids,\n\u001b[1;32m 302\u001b[0m embeddings\u001b[39m=\u001b[39;49membeddings,\n\u001b[1;32m 303\u001b[0m metadatas\u001b[39m=\u001b[39;49mmetadatas,\n\u001b[1;32m 304\u001b[0m documents\u001b[39m=\u001b[39;49mdocuments,\n\u001b[1;32m 305\u001b[0m )\n", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/chromadb/api/fastapi.py:382\u001b[0m, in \u001b[0;36m_upsert\u001b[0;34m(self, collection_id, ids, embeddings, metadatas, documents)\u001b[0m\n\u001b[1;32m 379\u001b[0m batch \u001b[39m=\u001b[39m (ids, embeddings, metadatas, documents)\n\u001b[1;32m 380\u001b[0m validate_batch(batch, {\u001b[39m\"\u001b[39m\u001b[39mmax_batch_size\u001b[39m\u001b[39m\"\u001b[39m: \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mmax_batch_size})\n\u001b[1;32m 381\u001b[0m resp \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_submit_batch(\n\u001b[0;32m--> 382\u001b[0m batch, \u001b[39m\"\u001b[39m\u001b[39m/collections/\u001b[39m\u001b[39m\"\u001b[39m \u001b[39m+\u001b[39m \u001b[39mstr\u001b[39m(collection_id) \u001b[39m+\u001b[39m \u001b[39m\"\u001b[39m\u001b[39m/update\u001b[39m\u001b[39m\"\u001b[39m\n\u001b[1;32m 383\u001b[0m )\n\u001b[1;32m 384\u001b[0m resp\u001b[39m.\u001b[39mraise_for_status()\n\u001b[1;32m 385\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mTrue\u001b[39;00m\n", + "File \u001b[0;32m~/experiments/chroma-experiments/chroma-authz/venv/lib/python3.11/site-packages/requests/models.py:1021\u001b[0m, in \u001b[0;36mResponse.raise_for_status\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1016\u001b[0m http_error_msg \u001b[39m=\u001b[39m (\n\u001b[1;32m 1017\u001b[0m \u001b[39mf\u001b[39m\u001b[39m\"\u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39mstatus_code\u001b[39m}\u001b[39;00m\u001b[39m Server Error: \u001b[39m\u001b[39m{\u001b[39;00mreason\u001b[39m}\u001b[39;00m\u001b[39m for url: \u001b[39m\u001b[39m{\u001b[39;00m\u001b[39mself\u001b[39m\u001b[39m.\u001b[39murl\u001b[39m}\u001b[39;00m\u001b[39m\"\u001b[39m\n\u001b[1;32m 1018\u001b[0m )\n\u001b[1;32m 1020\u001b[0m \u001b[39mif\u001b[39;00m http_error_msg:\n\u001b[0;32m-> 1021\u001b[0m \u001b[39mraise\u001b[39;00m HTTPError(http_error_msg, response\u001b[39m=\u001b[39m\u001b[39mself\u001b[39m)\n", + "\u001b[0;31mHTTPError\u001b[0m: 400 Client Error: Bad Request for url: http://localhost:8000/api/v1/collections/4487accd-6160-454c-a5f2-26d6e87ce5ef/upsert" + ] + } + ], + "source": [ + "import uuid\n", + "from chromadb.api.models.Collection import Collection\n", + "\n", + "\n", + "col = Collection(client, f\"test-upsert-{uuid.uuid4()}\", uuid.uuid4())\n", + "col.upsert(documents=[\"test\"],ids=[\"1\"])" ] } ], diff --git a/examples/basic_functionality/authz/authz.yaml b/examples/basic_functionality/authz/authz.yaml index ba42ae33a09..7d33f600aa9 100644 --- a/examples/basic_functionality/authz/authz.yaml +++ b/examples/basic_functionality/authz/authz.yaml @@ -1,4 +1,5 @@ resource_type_action: # This is here just for reference + - db:reset - db:list_collections - db:get_collection - db:create_collection @@ -9,7 +10,7 @@ resource_type_action: # This is here just for reference - collection:delete - collection:get - collection:query - - collection:peek + - collection:peek #from API perspective this is the same as collection:get - collection:count - collection:update - collection:upsert @@ -18,8 +19,8 @@ roles_mapping: admin: actions: [ - db:reset, - db:list_collections, + "db:reset", + "db:list_collections", db:get_collection, db:create_collection, db:get_or_create_collection, From 3e2803f7d26081824db9a8f3ff5c1217f8d056b8 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Tue, 24 Oct 2023 01:38:46 +0300 Subject: [PATCH 06/21] fix: Issue with subscripting a primitive tuple type --- chromadb/test/auth/test_simple_rbac_authz.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index c0e180ac069..021540363a8 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -2,7 +2,7 @@ import random import shutil import string -from typing import IO, Dict, Any, Generator +from typing import IO, Dict, Any, Generator, Tuple import uuid import hypothesis.strategies as st import pytest @@ -72,7 +72,7 @@ def invalid_token(draw: st.DrawFn) -> str: @st.composite -def user_role_config(draw: st.DrawFn) -> tuple[Dict[str, Any], Dict[str, Any]]: +def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: role = draw(role_name) user = draw(user_name) actions_list = draw(actions) From 57ec406acbef6a2fab7e0149fafe28a8515e4ab8 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Tue, 24 Oct 2023 03:00:55 +0300 Subject: [PATCH 07/21] fix: Made rmtree to ignore errors - Cleaned up some unused code --- chromadb/test/auth/test_simple_rbac_authz.py | 34 ++------------------ 1 file changed, 2 insertions(+), 32 deletions(-) diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index 021540363a8..ea08e846911 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -34,28 +34,6 @@ "collection:count", ] - -@st.composite -def random_token(draw: st.DrawFn) -> str: - return draw( - st.text(alphabet=string.ascii_letters + string.digits, min_size=1, max_size=25) - ) - - -@st.composite -def generate_uniq_token(draw: st.DrawFn) -> str: - return str(st.uuids()) - - -@st.composite -def invalid_token(draw: st.DrawFn) -> str: - opposite_alphabet = set(string.printable) - set( - string.digits + string.ascii_letters + string.punctuation - ) - token = draw(st.text(alphabet=list(opposite_alphabet), min_size=1, max_size=50)) - return token - - role_name = st.text(alphabet=string.ascii_letters, min_size=1, max_size=20) user_name = st.text(alphabet=string.ascii_letters, min_size=1, max_size=20) @@ -65,12 +43,6 @@ def invalid_token(draw: st.DrawFn) -> str: ) -unique_tokens = st.lists( - st.text(alphabet=string.ascii_letters + string.digits, min_size=1, max_size=25), - unique=True, -) - - @st.composite def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: role = draw(role_name) @@ -117,12 +89,12 @@ def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: }, _role_config -@pytest.fixture(scope="function") +@pytest.fixture(scope="module") def get_temp_file() -> Generator[IO[bytes], None, None]: with tempfile.NamedTemporaryFile(delete=False) as f: yield f if os.path.exists(f.name): - shutil.rmtree(f.name) + shutil.rmtree(f.name, ignore_errors=True) @st.composite @@ -261,7 +233,6 @@ def test_authz( _api.heartbeat() for actions in authz_config["roles_mapping"][random_user["role"]]["actions"]: try: - # print(actions, get_temp_file.name) api_executors[actions](_api) # type: ignore except Exception as e: # we want to ignore errors such as collection not found or 400 client error @@ -280,6 +251,5 @@ def test_authz( "unauthorized_actions" ]: with pytest.raises(Exception) as ex: - # print(unauthorized_action) api_executors[unauthorized_action](_api) # type: ignore assert "Unauthorized" in str(ex) or "Forbidden" in str(ex) From 0f86c81cc9640e4526d0ebcd6e3d76e41107ef74 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Tue, 24 Oct 2023 03:36:24 +0300 Subject: [PATCH 08/21] fix: moving authz in a separate test --- .github/workflows/chroma-integration-test.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/chroma-integration-test.yml b/.github/workflows/chroma-integration-test.yml index 963a7b6ed63..c2e00f5e530 100644 --- a/.github/workflows/chroma-integration-test.yml +++ b/.github/workflows/chroma-integration-test.yml @@ -17,9 +17,10 @@ jobs: matrix: python: ['3.7'] platform: [ubuntu-latest, windows-latest] - testfile: ["--ignore-glob 'chromadb/test/property/*' --ignore='chromadb/test/test_cli.py'", + testfile: ["--ignore-glob 'chromadb/test/property/*' --ignore='chromadb/test/test_cli.py' --ignore='chromadb/test/auth/test_simple_rbac_authz.py'", "chromadb/test/property/test_add.py", "chromadb/test/test_cli.py", + "chromadb/test/auth/test_simple_rbac_authz.py", "chromadb/test/property/test_collections.py", "chromadb/test/property/test_cross_version_persist.py", "chromadb/test/property/test_embeddings.py", From 1f6a8b86af89d2ff25df75fc540109c016dcb005 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Tue, 24 Oct 2023 20:52:08 +0300 Subject: [PATCH 09/21] fix: Temp fix for telemetry --- chromadb/telemetry/opentelemetry/__init__.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/chromadb/telemetry/opentelemetry/__init__.py b/chromadb/telemetry/opentelemetry/__init__.py index 0840871bcae..d74c0f3a062 100644 --- a/chromadb/telemetry/opentelemetry/__init__.py +++ b/chromadb/telemetry/opentelemetry/__init__.py @@ -102,7 +102,7 @@ def trace_method( def decorator(f: Callable[..., Any]) -> Callable[..., Any]: @wraps(f) def wrapper(*args: Any, **kwargs: Dict[Any, Any]) -> Any: - global tracer, granularity, _transform_attributes + global tracer, granularity if trace_granularity < granularity: return f(*args, **kwargs) if not tracer: @@ -119,10 +119,10 @@ def add_attributes_to_current_span( attributes: Dict[str, Union[str, bool, float, int]] ) -> None: """Add attributes to the current span.""" - global tracer, granularity, _transform_attributes + global tracer, granularity if granularity == OpenTelemetryGranularity.NONE: return if not tracer: return span = trace.get_current_span() - span.set_attributes(_transform_attributes(attributes)) # type: ignore + span.set_attributes(attributes) # type: ignore From 393b42ebf231caa07c9c3f3a2511daac2771c713 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Wed, 25 Oct 2023 12:12:05 +0300 Subject: [PATCH 10/21] feat: expanding client auth provided capabilities to allow for multiple auth headers, this is backward compatible --- chromadb/auth/__init__.py | 4 +++- chromadb/auth/providers.py | 17 +++++++++++------ 2 files changed, 14 insertions(+), 7 deletions(-) diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 4b469729bdb..4b79ef66e38 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -9,6 +9,7 @@ from typing import ( Any, Callable, + List, Optional, Dict, TypeVar, @@ -61,7 +62,8 @@ def get_auth_info_type(self) -> AuthInfoType: ... @abstractmethod - def get_auth_info(self) -> Tuple[str, SecretStr]: + def get_auth_info(self) -> Union[Tuple[str, SecretStr], + List[Tuple[str, SecretStr]]]: ... diff --git a/chromadb/auth/providers.py b/chromadb/auth/providers.py index 969d25b0e1c..8eb3f4697cb 100644 --- a/chromadb/auth/providers.py +++ b/chromadb/auth/providers.py @@ -17,7 +17,6 @@ from chromadb.auth.registry import register_provider, resolve_provider from chromadb.config import System from chromadb.telemetry.opentelemetry import ( - OpenTelemetryClient, OpenTelemetryGranularity, trace_method, ) @@ -68,8 +67,9 @@ def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: ) @override - def get_user_identity(self, credentials: AbstractCredentials[T]) \ - -> Optional[SimpleUserIdentity]: + def get_user_identity( + self, credentials: AbstractCredentials[T] + ) -> Optional[SimpleUserIdentity]: _creds = cast(Dict[str, SecretStr], credentials.get_credentials()) return SimpleUserIdentity(_creds["username"].get_secret_value()) @@ -167,9 +167,14 @@ def session(self) -> requests.Session: def inject_credentials(self, injection_context: requests.PreparedRequest) -> None: if self._auth_header.get_auth_info_type() == AuthInfoType.HEADER: _header_info = self._auth_header.get_auth_info() - injection_context.headers[_header_info[0]] = _header_info[ - 1 - ].get_secret_value() + if isinstance(_header_info, tuple): + injection_context.headers[_header_info[0]] = _header_info[ + 1 + ].get_secret_value() + else: + for header in _header_info: + injection_context.headers[header[0] + ] = header[1].get_secret_value() else: raise ValueError( f"Unsupported auth type: {self._auth_header.get_auth_info_type()}" From d0c2d026160abd8a622b685835b6effe06aa8b0e Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Wed, 25 Oct 2023 13:49:49 +0300 Subject: [PATCH 11/21] feat: Addendum to last commit --- chromadb/auth/__init__.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 4b79ef66e38..3da2828e4a5 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -62,8 +62,9 @@ def get_auth_info_type(self) -> AuthInfoType: ... @abstractmethod - def get_auth_info(self) -> Union[Tuple[str, SecretStr], - List[Tuple[str, SecretStr]]]: + def get_auth_info( + self, + ) -> Union[Tuple[str, SecretStr], List[Tuple[str, SecretStr]]]: ... @@ -312,8 +313,7 @@ class DynamicAuthzResource: def __init__( self, id: Optional[Union[str, Callable[..., str]]] = None, - namespace: Optional[Union[str, Callable[..., str]] - ] = "default_database", + namespace: Optional[Union[str, Callable[..., str]]] = "default_database", attributes: Optional[ Union[Dict[str, Any], Callable[..., Dict[str, Any]]] ] = lambda **kwargs: {}, From c9cd70224b60b37550efa9935a33e6dcd5aee857 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Wed, 25 Oct 2023 23:16:16 +0300 Subject: [PATCH 12/21] feat: Refactored to support tenant and db --- chromadb/auth/__init__.py | 56 ++++++++-- chromadb/auth/authz/__init__.py | 26 ++++- chromadb/auth/fastapi.py | 19 ++-- chromadb/auth/token/__init__.py | 28 ++++- chromadb/config.py | 19 ++-- chromadb/server/fastapi/__init__.py | 37 +++++- chromadb/test/auth/test_simple_rbac_authz.py | 54 ++++----- chromadb/test/conftest.py | 11 ++ .../basic_functionality/authz/authz.ipynb | 13 ++- examples/basic_functionality/authz/authz.yaml | 105 ++++++++++-------- 10 files changed, 248 insertions(+), 120 deletions(-) diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 3da2828e4a5..1adb0517b1e 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -46,15 +46,24 @@ class UserIdentity(EnforceOverrides, ABC): def get_user_id(self) -> str: ... + @abstractmethod + def get_user_tenant(self) -> Optional[str]: + ... + class SimpleUserIdentity(UserIdentity): - def __init__(self, user_id: str) -> None: + def __init__(self, user_id: str, tenant: Optional[str] = None) -> None: self._user_id = user_id + self._tenant = tenant @override def get_user_id(self) -> str: return self._user_id + @override + def get_user_tenant(self) -> Optional[str]: + return self._tenant if self._tenant else "*" + class ClientAuthResponse(EnforceOverrides, ABC): @abstractmethod @@ -269,9 +278,14 @@ def get_user_identity( class AuthzResourceTypes(str, Enum): DB = "db" COLLECTION = "collection" + TENANT = "tenant" class AuthzResourceActions(str, Enum): + CREATE_DATABASE = "create_database" + GET_DATABASE = "get_database" + CREATE_TENANT = "create_tenant" + GET_TENANT = "get_tenant" LIST_COLLECTIONS = "list_collections" GET_COLLECTION = "get_collection" CREATE_COLLECTION = "create_collection" @@ -292,6 +306,7 @@ class AuthzResourceActions(str, Enum): @dataclass class AuthzUser: id: Optional[str] + tenant: Optional[str] = "*" attributes: Optional[Dict[str, Any]] = None claims: Optional[Dict[str, Any]] = None @@ -300,36 +315,29 @@ class AuthzUser: class AuthzResource: id: Optional[str] type: Optional[str] - namespace: Optional[str] attributes: Optional[Dict[str, Any]] = None class DynamicAuthzResource: id: Optional[Union[str, Callable[..., str]]] - namespace: Optional[Union[str, Callable[..., str]]] type: Optional[Union[str, Callable[..., str]]] attributes: Optional[Union[Dict[str, Any], Callable[..., Dict[str, Any]]]] def __init__( self, id: Optional[Union[str, Callable[..., str]]] = None, - namespace: Optional[Union[str, Callable[..., str]]] = "default_database", attributes: Optional[ Union[Dict[str, Any], Callable[..., Dict[str, Any]]] ] = lambda **kwargs: {}, type: Optional[Union[str, Callable[..., str]]] = "default_database", ) -> None: self.id = id - self.namespace = namespace self.attributes = attributes self.type = type def to_authz_resource(self, **kwargs: Any) -> AuthzResource: return AuthzResource( id=self.id(**kwargs) if callable(self.id) else self.id, - namespace=self.namespace(**kwargs) - if callable(self.namespace) - else self.namespace, type=self.type(**kwargs) if callable(self.type) else self.type, attributes=self.attributes(**kwargs) if callable(self.attributes) @@ -337,6 +345,27 @@ def to_authz_resource(self, **kwargs: Any) -> AuthzResource: ) +def find_key_with_value_of_type( + type: AuthzResourceTypes, **kwargs: Any +) -> Dict[str, Any]: + from chromadb.server.fastapi.types import ( + CreateCollection, + CreateDatabase, + CreateTenant, + ) + + for key, value in kwargs.items(): + if type == AuthzResourceTypes.DB and isinstance(value, CreateDatabase): + return dict(value) + elif type == AuthzResourceTypes.COLLECTION and isinstance( + value, CreateCollection + ): + return dict(value) + elif type == AuthzResourceTypes.TENANT and isinstance(value, CreateTenant): + return dict(value) + return {} + + class AuthzDynamicParams: @staticmethod def from_function_name(**kwargs: Any) -> Callable[..., str]: @@ -354,6 +383,13 @@ def from_function_kwargs(**kwargs: Any) -> Callable[..., str]: lambda **kwargs: kwargs["function_kwargs"][kwargs["arg_name"]], **kwargs ) + @staticmethod + def attr_from_resource_object( + type: AuthzResourceTypes, **kwargs: Any + ) -> Callable[..., Dict[str, Any]]: + obj = find_key_with_value_of_type(type, **kwargs) + return partial(lambda **kwargs: obj, **kwargs) + @dataclass class AuthzAction: @@ -383,12 +419,12 @@ def get_request(self) -> T: ... -class ChromaAuthzMiddleware(Component, Generic[T]): +class ChromaAuthzMiddleware(Component, Generic[T, S]): def __init__(self, system: System) -> None: super().__init__(system) @abstractmethod - def pre_process(self, request: AuthorizationRequestContext[T]) -> None: + def pre_process(self, request: AuthorizationRequestContext[S]) -> None: ... @abstractmethod diff --git a/chromadb/auth/authz/__init__.py b/chromadb/auth/authz/__init__.py index 1d8e157d378..e9f70d81594 100644 --- a/chromadb/auth/authz/__init__.py +++ b/chromadb/auth/authz/__init__.py @@ -28,10 +28,18 @@ class LocalUserConfigAuthorizationConfigurationProvider( def __init__(self, system: System) -> None: super().__init__(system) self._settings = system.settings - system.settings.require("chroma_server_authz_config_file") - self._config_file = str(system.settings.chroma_server_authz_config_file) - with open(self._config_file, "r") as f: - self._config = yaml.safe_load(f) + if self._settings.chroma_server_authz_config_file: + self._config_file = str(system.settings.chroma_server_authz_config_file) + with open(self._config_file, "r") as f: + self._config = yaml.safe_load(f) + elif self._settings.chroma_server_authz_config: + self._config = self._settings.chroma_server_authz_config + else: + raise ValueError( + "No configuration (CHROMA_SERVER_AUTHZ_CONFIG_FILE) file or " + "configuration (CHROMA_SERVER_AUTHZ_CONFIG) provided for " + "LocalUserConfigAuthorizationConfigurationProvider" + ) @override def get_configuration(self) -> Dict[str, Any]: @@ -60,7 +68,8 @@ def __init__(self, system: System) -> None: for u in _config["users"]: _actions = _config["roles_mapping"][u["role"]]["actions"] for a in _actions: - self._authz_tuples.append((u["id"], *a.split(":"))) + tenant = u["tenant"] if "tenant" in u else "*" + self._authz_tuples.append((u["id"], tenant, *a.split(":"))) logger.debug( f"Loaded {len(self._authz_tuples)} permissions for " f"({len(_config['users'])}) users" @@ -75,7 +84,12 @@ def __init__(self, system: System) -> None: ) @override def authorize(self, context: AuthorizationContext) -> bool: - _authz_tuple = (context.user.id, context.resource.type, context.action.id) + _authz_tuple = ( + context.user.id, + context.user.tenant, + context.resource.type, + context.action.id, + ) policy_decision = False if _authz_tuple in self._authz_tuples: diff --git a/chromadb/auth/fastapi.py b/chromadb/auth/fastapi.py index c9e2f45e73d..5856adf1fa4 100644 --- a/chromadb/auth/fastapi.py +++ b/chromadb/auth/fastapi.py @@ -148,8 +148,7 @@ async def dispatch( # AuthZ -request_var: ContextVar[Optional[Request]] = ContextVar( - "request_var", default=None) +request_var: ContextVar[Optional[Request]] = ContextVar("request_var", default=None) authz_provider: ContextVar[Optional[ServerAuthorizationProvider]] = ContextVar( "authz_provider", default=None ) @@ -177,8 +176,7 @@ def wrapped(*args: Any, **kwargs: Dict[Any, Any]) -> Any: a_list = cast(List[Union[str, AuthzAction]], action) a_authz_responses = [] for a in a_list: - _action = a if isinstance( - a, AuthzAction) else AuthzAction(id=a) + _action = a if isinstance(a, AuthzAction) else AuthzAction(id=a) _resource = ( resource if isinstance(resource, AuthzResource) @@ -188,7 +186,10 @@ def wrapped(*args: Any, **kwargs: Dict[Any, Any]) -> Any: user=AuthzUser( id=request.state.user_identity.get_user_id() if hasattr(request.state, "user_identity") - else "Anonymous" + else "Anonymous", + tenant=request.state.user_identity.get_user_tenant() + if hasattr(request.state, "user_identity") + else "*", ), resource=_resource, action=_action, @@ -217,7 +218,7 @@ def get_request(self) -> Request: return self._request -class FastAPIChromaAuthzMiddleware(ChromaAuthzMiddleware[ASGIApp]): +class FastAPIChromaAuthzMiddleware(ChromaAuthzMiddleware[ASGIApp, Request]): _authz_provider: ServerAuthorizationProvider def __init__(self, system: System) -> None: @@ -236,8 +237,7 @@ def __init__(self, system: System) -> None: _cls = resolve_provider( self._settings.chroma_server_authz_provider, ServerAuthorizationProvider ) - self._authz_provider = cast( - ServerAuthorizationProvider, self.require(_cls)) + self._authz_provider = cast(ServerAuthorizationProvider, self.require(_cls)) @override def pre_process(self, request: AuthorizationRequestContext[Request]) -> None: @@ -283,6 +283,5 @@ async def dispatch( "and method {request.method}" ) return await call_next(request) - self._middleware.pre_process( - FastAPIAuthorizationRequestContext(request)) + self._middleware.pre_process(FastAPIAuthorizationRequestContext(request)) return await call_next(request) diff --git a/chromadb/auth/token/__init__.py b/chromadb/auth/token/__init__.py index d730743ffaf..3280cc2a4e8 100644 --- a/chromadb/auth/token/__init__.py +++ b/chromadb/auth/token/__init__.py @@ -1,3 +1,4 @@ +import json import logging import string from enum import Enum @@ -120,6 +121,7 @@ class Token(TypedDict): class User(TypedDict): id: str role: str + tenant: Optional[str] tokens: List[Token] @@ -130,11 +132,16 @@ class UserTokenConfigServerAuthCredentialsProvider(ServerAuthCredentialsProvider def __init__(self, system: System) -> None: super().__init__(system) - system.settings.require("chroma_server_auth_credentials_file") - user_file = str(system.settings.chroma_server_auth_credentials_file) - with open(user_file) as f: - self._users = cast(List[User], yaml.safe_load(f)["users"]) - self._token_user_mapping = {} + if system.settings.chroma_server_auth_credentials_file: + system.settings.require("chroma_server_auth_credentials_file") + user_file = str(system.settings.chroma_server_auth_credentials_file) + with open(user_file) as f: + self._users = cast(List[User], yaml.safe_load(f)["users"]) + elif system.settings.chroma_server_auth_credentials: + self._users = cast( + List[User], json.loads(system.settings.chroma_server_auth_credentials) + ) + self._token_user_mapping = {} for user in self._users: for t in user["tokens"]: token_str = t["token"] @@ -143,6 +150,12 @@ def __init__(self, system: System) -> None: raise ValueError("Token already exists for another user") self._token_user_mapping[token_str] = user["id"] + def find_user_by_id(self, _user_id: str) -> Optional[User]: + for user in self._users: + if user["id"] == _user_id: + return user + return None + @override def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: _creds = cast(Dict[str, SecretStr], credentials.get_credentials()) @@ -161,8 +174,11 @@ def get_user_identity( return None # below is just simple identity mapping and may need future work for more # complex use cases + _user_id = self._token_user_mapping[_creds["token"].get_secret_value()] + _user = self.find_user_by_id(_user_id) return SimpleUserIdentity( - self._token_user_mapping[_creds["token"].get_secret_value()] + user_id=_user_id, + tenant=_user["tenant"] if _user and "tenant" in _user else "*", ) diff --git a/chromadb/config.py b/chromadb/config.py index ae86c12b2b3..767cac4a3e4 100644 --- a/chromadb/config.py +++ b/chromadb/config.py @@ -63,7 +63,8 @@ # TODO: Don't use concrete types here to avoid circular deps. Strings are fine for right here! _abstract_type_keys: Dict[str, str] = { - "chromadb.api.API": "chroma_api_impl", # NOTE: this is to support legacy api construction. Use ServerAPI instead + # NOTE: this is to support legacy api construction. Use ServerAPI instead + "chromadb.api.API": "chroma_api_impl", "chromadb.api.ServerAPI": "chroma_api_impl", "chromadb.telemetry.product.ProductTelemetryClient": "chroma_product_telemetry_impl", "chromadb.ingest.Producer": "chroma_producer_impl", @@ -85,9 +86,8 @@ class Settings(BaseSettings): # type: ignore # Legacy config has to be kept around because pydantic will error # on nonexisting keys chroma_db_impl: Optional[str] = None - - - chroma_api_impl: str = "chromadb.api.segment.SegmentAPI" # Can be "chromadb.api.segment.SegmentAPI" or "chromadb.api.fastapi.FastAPI" + # Can be "chromadb.api.segment.SegmentAPI" or "chromadb.api.fastapi.FastAPI" + chroma_api_impl: str = "chromadb.api.segment.SegmentAPI" chroma_product_telemetry_impl: str = "chromadb.telemetry.product.posthog.Posthog" # Required for backwards compatibility chroma_telemetry_impl: str = chroma_product_telemetry_impl @@ -189,6 +189,8 @@ def chroma_server_auth_credentials_file_non_empty_file_exists( } chroma_server_authz_config_file: Optional[str] = None + chroma_server_authz_config: Optional[Dict[str, Any]] = None + @validator( "chroma_server_authz_config_file", pre=True, always=True, allow_reuse=True ) @@ -200,13 +202,12 @@ def chroma_server_authz_config_file_non_empty_file_exists( "chroma_server_authz_config_file cannot be empty or just whitespace" ) if v and not os.path.isfile(os.path.join(v)): - raise ValueError( - f"chroma_server_authz_config_file [{v}] does not exist" - ) + raise ValueError(f"chroma_server_authz_config_file [{v}] does not exist") return v - chroma_server_authz_config_provider: Optional[str] = \ - "chromadb.auth.authz.LocalUserConfigAuthorizationConfigurationProvider" + chroma_server_authz_config_provider: Optional[ + str + ] = "chromadb.auth.authz.LocalUserConfigAuthorizationConfigurationProvider" anonymized_telemetry: bool = True diff --git a/chromadb/server/fastapi/__init__.py b/chromadb/server/fastapi/__init__.py index d1a29992336..1d2601aaaea 100644 --- a/chromadb/server/fastapi/__init__.py +++ b/chromadb/server/fastapi/__init__.py @@ -276,20 +276,49 @@ def version(self) -> str: return self._api.get_version() @trace_method("FastAPI.create_database", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.CREATE_DATABASE, + resource=DynamicAuthzResource( + type=AuthzResourceTypes.DB, + attributes=AuthzDynamicParams.attr_from_resource_object( + type=AuthzResourceTypes.DB + ), + ), + ) def create_database( self, database: CreateDatabase, tenant: str = DEFAULT_TENANT ) -> None: return self._api.create_database(database.name, tenant) @trace_method("FastAPI.get_database", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.GET_DATABASE, + resource=DynamicAuthzResource( + id="*", + type=AuthzResourceTypes.DB, + ), + ) def get_database(self, database: str, tenant: str = DEFAULT_TENANT) -> Database: return self._api.get_database(database, tenant) @trace_method("FastAPI.create_tenant", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.CREATE_TENANT, + resource=DynamicAuthzResource( + type=AuthzResourceTypes.TENANT, + ), + ) def create_tenant(self, tenant: CreateTenant) -> None: return self._api.create_tenant(tenant.name) @trace_method("FastAPI.get_tenant", OpenTelemetryGranularity.OPERATION) + @authz_context( + action=AuthzResourceActions.GET_TENANT, + resource=DynamicAuthzResource( + id="*", + type=AuthzResourceTypes.TENANT, + ), + ) def get_tenant(self, tenant: str) -> Tenant: return self._api.get_tenant(tenant) @@ -330,12 +359,13 @@ def create_collection( tenant=tenant, database=database, ) + @trace_method("FastAPI.get_collection", OpenTelemetryGranularity.OPERATION) @authz_context( action=AuthzResourceActions.GET_COLLECTION, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_name"), - type=AuthzResourceTypes.DB, + type=AuthzResourceTypes.COLLECTION, ), ) def get_collection( @@ -353,7 +383,7 @@ def get_collection( action=AuthzResourceActions.UPDATE_COLLECTION, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), - type=AuthzResourceTypes.DB, + type=AuthzResourceTypes.COLLECTION, ), ) def update_collection( @@ -370,7 +400,7 @@ def update_collection( action=AuthzResourceActions.DELETE_COLLECTION, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_name"), - type=AuthzResourceTypes.DB, + type=AuthzResourceTypes.COLLECTION, ), ) def delete_collection( @@ -485,6 +515,7 @@ def delete(self, collection_id: str, delete: DeleteEmbedding) -> List[UUID]: def count(self, collection_id: str) -> int: return self._api._count(_uuid(collection_id)) + @trace_method("FastAPI.reset", OpenTelemetryGranularity.OPERATION) @authz_context( action=AuthzResourceActions.RESET, resource=DynamicAuthzResource( diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index ea08e846911..b1d2af64dbf 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -1,22 +1,23 @@ -import os +import json import random -import shutil import string -from typing import IO, Dict, Any, Generator, Tuple +from typing import Dict, Any, Tuple import uuid import hypothesis.strategies as st import pytest -from hypothesis import given -import tempfile +from hypothesis import given, settings -import yaml -from chromadb.api import API +from chromadb.api import ServerAPI from chromadb.api.models.Collection import Collection from chromadb.config import System from chromadb.test.conftest import _fastapi_fixture valid_action_space = [ + "tenant:create_tenant", + "tenant:get_tenant", + "db:create_database", + "db:get_database", "db:reset", "db:list_collections", "db:get_collection", @@ -62,6 +63,14 @@ def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: ] ): actions_list.append("db:get_collection") + actions_list.extend( + [ + "tenant:create_tenant", + "tenant:get_tenant", + "db:create_database", + "db:get_database", + ] + ) unauthorized_actions = set(valid_action_space) - set(actions_list) _role_config = { f"{role}": { @@ -89,14 +98,6 @@ def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: }, _role_config -@pytest.fixture(scope="module") -def get_temp_file() -> Generator[IO[bytes], None, None]: - with tempfile.NamedTemporaryFile(delete=False) as f: - yield f - if os.path.exists(f.name): - shutil.rmtree(f.name, ignore_errors=True) - - @st.composite def rbac_config(draw: st.DrawFn) -> Dict[str, Any]: user_roles = draw( @@ -145,6 +146,10 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: api_executors = { + "db:create_database": lambda api: api.create_database(f"test-{uuid.uuid4()}"), + "db:get_database": lambda api: api.get_database("default_database"), + "tenant:create_tenant": lambda api: api.create_tenant(f"test-{uuid.uuid4()}"), + "tenant:get_tenant": lambda api: api.get_tenant("default_tenant"), "db:reset": lambda api: api.reset(), "db:list_collections": lambda api: api.list_collections(), "db:get_collection": lambda api: (api.get_collection(f"test-get-{uuid.uuid4()}")), @@ -196,15 +201,12 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: } +@settings(max_examples=1) @given(token_config=token_config(), rbac_config=rbac_config()) -def test_authz( - token_config: Dict[str, Any], rbac_config: Dict[str, Any], get_temp_file: IO[bytes] -) -> None: +def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> None: authz_config = rbac_config - token_config["chroma_server_authz_config_file"] = get_temp_file.name - token_config["chroma_server_auth_credentials_file"] = get_temp_file.name - with open(get_temp_file.name, "w") as f: - yaml.dump(authz_config, f) + token_config["chroma_server_authz_config"] = rbac_config + token_config["chroma_server_auth_credentials"] = json.dumps(rbac_config["users"]) random_user = random.choice(authz_config["users"]) random_token = random.choice(random_user["tokens"])["token"] api = _fastapi_fixture( @@ -213,9 +215,7 @@ def test_authz( chroma_server_auth_credentials_provider=token_config[ "chroma_server_auth_credentials_provider" ], - chroma_server_auth_credentials_file=token_config[ - "chroma_server_auth_credentials_file" - ], + chroma_server_auth_credentials=token_config["chroma_server_auth_credentials"], chroma_client_auth_provider=token_config["chroma_client_auth_provider"], chroma_client_auth_token_transport_header=token_config[ "token_transport_header" @@ -224,12 +224,12 @@ def test_authz( "token_transport_header" ], chroma_server_authz_provider=token_config["chroma_server_authz_provider"], - chroma_server_authz_config_file=token_config["chroma_server_authz_config_file"], + chroma_server_authz_config=token_config["chroma_server_authz_config"], chroma_client_auth_credentials=random_token, ) _sys: System = next(api) _sys.reset_state() - _api = _sys.instance(API) + _api = _sys.instance(ServerAPI) _api.heartbeat() for actions in authz_config["roles_mapping"][random_user["role"]]["actions"]: try: diff --git a/chromadb/test/conftest.py b/chromadb/test/conftest.py index 121e40944b3..55a389980c9 100644 --- a/chromadb/test/conftest.py +++ b/chromadb/test/conftest.py @@ -6,6 +6,8 @@ import tempfile import time from typing import ( + Any, + Dict, Generator, Iterator, List, @@ -48,12 +50,14 @@ NOT_CLUSTER_ONLY = os.getenv("CHROMA_CLUSTER_TEST_ONLY") != "1" + def skip_if_not_cluster() -> pytest.MarkDecorator: return pytest.mark.skipif( NOT_CLUSTER_ONLY, reason="Requires Kubernetes to be running with a valid config", ) + def find_free_port() -> int: with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as s: s.bind(("", 0)) @@ -72,6 +76,7 @@ def _run_server( chroma_server_auth_token_transport_header: Optional[str] = None, chroma_server_authz_provider: Optional[str] = None, chroma_server_authz_config_file: Optional[str] = None, + chroma_server_authz_config: Optional[Dict[str, Any]] = None, ) -> None: """Run a Chroma server locally""" if is_persistent and persist_directory: @@ -91,6 +96,7 @@ def _run_server( chroma_server_auth_token_transport_header=chroma_server_auth_token_transport_header, chroma_server_authz_provider=chroma_server_authz_provider, chroma_server_authz_config_file=chroma_server_authz_config_file, + chroma_server_authz_config=chroma_server_authz_config, ) else: settings = Settings( @@ -108,6 +114,7 @@ def _run_server( chroma_server_auth_token_transport_header=chroma_server_auth_token_transport_header, chroma_server_authz_provider=chroma_server_authz_provider, chroma_server_authz_config_file=chroma_server_authz_config_file, + chroma_server_authz_config=chroma_server_authz_config, ) server = chromadb.server.fastapi.FastAPI(settings) uvicorn.run(server.app(), host="0.0.0.0", port=port, log_level="error") @@ -138,6 +145,7 @@ def _fastapi_fixture( chroma_server_auth_token_transport_header: Optional[str] = None, chroma_server_authz_provider: Optional[str] = None, chroma_server_authz_config_file: Optional[str] = None, + chroma_server_authz_config: Optional[Dict[str, Any]] = None, ) -> Generator[System, None, None]: """Fixture generator that launches a server in a separate process, and yields a fastapi client connect to it""" @@ -156,6 +164,7 @@ def _fastapi_fixture( Optional[str], Optional[str], Optional[str], + Optional[Dict[str, Any]], ] = ( port, False, @@ -167,6 +176,7 @@ def _fastapi_fixture( chroma_server_auth_token_transport_header, chroma_server_authz_provider, chroma_server_authz_config_file, + chroma_server_authz_config, ) persist_directory = None if is_persistent: @@ -182,6 +192,7 @@ def _fastapi_fixture( chroma_server_auth_token_transport_header, chroma_server_authz_provider, chroma_server_authz_config_file, + chroma_server_authz_config, ) proc = ctx.Process(target=_run_server, args=args, daemon=True) proc.start() diff --git a/examples/basic_functionality/authz/authz.ipynb b/examples/basic_functionality/authz/authz.ipynb index 2ad23394466..2180e2906ea 100644 --- a/examples/basic_functionality/authz/authz.ipynb +++ b/examples/basic_functionality/authz/authz.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": 57, + "execution_count": 7, "metadata": {}, "outputs": [ { @@ -15,10 +15,13 @@ { "data": { "text/plain": [ - "{'ids': ['1'], 'embeddings': None, 'metadatas': [None], 'documents': ['test']}" + "{'ids': ['1'],\n", + " 'embeddings': None,\n", + " 'metadatas': [None],\n", + " 'documents': ['test21']}" ] }, - "execution_count": 57, + "execution_count": 7, "metadata": {}, "output_type": "execute_result" } @@ -36,7 +39,7 @@ "collection = client.get_or_create_collection(\"test_collection\")\n", "\n", "collection.add(documents=[\"test21\"],ids=[\"1\"])\n", - "collection.get(ids=[\"1\"],include=['id'])" + "collection.get(ids=[\"1\"])" ] }, { @@ -85,7 +88,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.11.2" + "version": "3.11.4" } }, "nbformat": 4, diff --git a/examples/basic_functionality/authz/authz.yaml b/examples/basic_functionality/authz/authz.yaml index 7d33f600aa9..003f9bbb8df 100644 --- a/examples/basic_functionality/authz/authz.yaml +++ b/examples/basic_functionality/authz/authz.yaml @@ -1,4 +1,8 @@ resource_type_action: # This is here just for reference + - tenant:create_tenant + - tenant:get_tenant + - db:create_database + - db:get_database - db:reset - db:list_collections - db:get_collection @@ -19,73 +23,86 @@ roles_mapping: admin: actions: [ + "tenant:create_tenant", + "tenant:get_tenant", + "db:create_database", + "db:get_database", "db:reset", "db:list_collections", - db:get_collection, - db:create_collection, - db:get_or_create_collection, - db:delete_collection, - db:update_collection, - collection:add, - collection:delete, - collection:get, - collection:query, - collection:peek, - collection:update, - collection:upsert, - collection:count, + "db:get_collection", + "db:create_collection", + "db:get_or_create_collection", + "db:delete_collection", + "db:update_collection", + "collection:add", + "collection:delete", + "collection:get", + "collection:query", + "collection:peek", + "collection:update", + "collection:upsert", + "collection:count", ] write: actions: [ - db:list_collections, - db:get_collection, - db:create_collection, - db:get_or_create_collection, - db:delete_collection, - db:update_collection, - collection:add, - collection:delete, - collection:get, - collection:query, - collection:peek, - collection:update, - collection:upsert, - collection:count, + "tenant:get_tenant", + "db:get_database", + "db:list_collections", + "db:get_collection", + "db:create_collection", + "db:get_or_create_collection", + "db:delete_collection", + "db:update_collection", + "collection:add", + "collection:delete", + "collection:get", + "collection:query", + "collection:peek", + "collection:update", + "collection:upsert", + "collection:count", ] db_read: actions: [ - db:list_collections, - db:get_collection, - db:create_collection, - db:get_or_create_collection, - db:delete_collection, - db:update_collection, + "tenant:get_tenant", + "db:get_database", + "db:list_collections", + "db:get_collection", + "db:create_collection", + "db:get_or_create_collection", + "db:delete_collection", + "db:update_collection", ] collection_read: actions: [ - db:list_collections, - db:get_collection, - collection:get, - collection:query, - collection:peek, - collection:count, + "tenant:get_tenant", + "db:get_database", + "db:list_collections", + "db:get_collection", + "collection:get", + "collection:query", + "collection:peek", + "collection:count", ] collection_x_read: actions: [ - db:get_collection, - collection:get, - collection:query, - collection:peek, - collection:count, + "tenant:get_tenant", + "db:get_database", + "db:get_collection", + "collection:get", + "collection:query", + "collection:peek", + "collection:count", ] resources: [""] #not yet supported users: - id: user@example.com role: admin + tenant: my_tenant tokens: - token: test-token-admin secret: my_api_secret # not yet supported From 69937f5b7895e241ae838979b6ea38a01daf9946 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Thu, 26 Oct 2023 01:33:38 +0300 Subject: [PATCH 13/21] chore: Updated docs with new actions for db and tenant Removed the max_examples for authz tests Fixed a few issues with testing --- chromadb/test/auth/test_simple_rbac_authz.py | 22 ++-- docs/cip/CIP-10112023_Authorization.md | 124 ++++++++++-------- examples/basic_functionality/authz/README.md | 35 ++--- examples/basic_functionality/authz/authz.yaml | 28 ++-- 4 files changed, 116 insertions(+), 93 deletions(-) diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index b1d2af64dbf..a0dc9826b2b 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -5,7 +5,7 @@ import uuid import hypothesis.strategies as st import pytest -from hypothesis import given, settings +from hypothesis import given from chromadb.api import ServerAPI from chromadb.api.models.Collection import Collection @@ -20,11 +20,11 @@ "db:get_database", "db:reset", "db:list_collections", - "db:get_collection", + "collection:get_collection", "db:create_collection", "db:get_or_create_collection", - "db:delete_collection", - "db:update_collection", + "collection:delete_collection", + "collection:update_collection", "collection:add", "collection:delete", "collection:get", @@ -62,12 +62,10 @@ def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: "collection:count", ] ): - actions_list.append("db:get_collection") + actions_list.append("collection:get_collection") actions_list.extend( [ - "tenant:create_tenant", "tenant:get_tenant", - "db:create_database", "db:get_database", ] ) @@ -152,17 +150,19 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: "tenant:get_tenant": lambda api: api.get_tenant("default_tenant"), "db:reset": lambda api: api.reset(), "db:list_collections": lambda api: api.list_collections(), - "db:get_collection": lambda api: (api.get_collection(f"test-get-{uuid.uuid4()}")), + "collection:get_collection": lambda api: ( + api.get_collection(f"test-get-{uuid.uuid4()}") + ), "db:create_collection": lambda api: ( api.create_collection(f"test-create-{uuid.uuid4()}") ), "db:get_or_create_collection": lambda api: ( api.get_or_create_collection(f"test-get-or-create-{uuid.uuid4()}") ), - "db:delete_collection": lambda api: ( + "collection:delete_collection": lambda api: ( api.delete_collection(f"test-delete-col-{uuid.uuid4()}") ), - "db:update_collection": lambda api: ( + "collection:update_collection": lambda api: ( col := Collection(api, f"test-update-{uuid.uuid4()}", uuid.uuid4()), col.modify(metadata={"test": "test"}), # type: ignore ), @@ -201,7 +201,6 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: } -@settings(max_examples=1) @given(token_config=token_config(), rbac_config=rbac_config()) def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> None: authz_config = rbac_config @@ -233,6 +232,7 @@ def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> Non _api.heartbeat() for actions in authz_config["roles_mapping"][random_user["role"]]["actions"]: try: + print(actions) api_executors[actions](_api) # type: ignore except Exception as e: # we want to ignore errors such as collection not found or 400 client error diff --git a/docs/cip/CIP-10112023_Authorization.md b/docs/cip/CIP-10112023_Authorization.md index 7a8f4f8322f..1be1e4c51b6 100644 --- a/docs/cip/CIP-10112023_Authorization.md +++ b/docs/cip/CIP-10112023_Authorization.md @@ -2,7 +2,7 @@ ## Status -Current Status: `Draft` +Current Status: `Under Discussion` ## **Motivation** @@ -163,7 +163,7 @@ In this section we propose a minimal implementation example of the authorization We introduce the following implementations: - `LocalUserConfigAuthorizationConfigurationProvider` - a simple authz configuration to read the yaml configuration file. -- `SimpleRBACAuthorizationProvider` - a simple RBAC authorization provider that reads the configuration from the configuration provider, creates a list of tuples for every user and his role action mappings (e.g. `('user@example.com', 'db', 'list_collections')`) and evaluates the authorization request against the list of tuples. +- `SimpleRBACAuthorizationProvider` - a simple RBAC authorization provider that reads the configuration from the configuration provider, creates a list of tuples for every user and his role action mappings (e.g. `('user@example.com','tenant_x', 'db', 'list_collections')`) and evaluates the authorization request against the list of tuples. #### Authentication and Authorization Config Scheme @@ -171,17 +171,22 @@ In our baseline implementation we propose the following configuration scheme: ```yaml resource_type_action: # This is here just for reference + - tenant:create_tenant + - tenant:get_tenant + - db:create_database + - db:get_database + - db:reset - db:list_collections - - db:get_collection + - collection:get_collection - db:create_collection - db:get_or_create_collection - - db:delete_collection - - db:update_collection + - collection:delete_collection + - collection:update_collection - collection:add - collection:delete - collection:get - collection:query - - collection:peek + - collection:peek #from API perspective this is the same as collection:get - collection:count - collection:update - collection:upsert @@ -190,73 +195,86 @@ roles_mapping: admin: actions: [ - db:list_collections, - db:get_collection, - db:create_collection, - db:get_or_create_collection, - db:delete_collection, - db:update_collection, - collection:add, - collection:delete, - collection:get, - collection:query, - collection:peek, - collection:update, - collection:upsert, - collection:count, + "tenant:create_tenant", + "tenant:get_tenant", + "db:create_database", + "db:get_database", + "db:reset", + "db:list_collections", + "collection:get_collection", + "db:create_collection", + "db:get_or_create_collection", + "collection:delete_collection", + "collection:update_collection", + "collection:add", + "collection:delete", + "collection:get", + "collection:query", + "collection:peek", + "collection:update", + "collection:upsert", + "collection:count", ] write: actions: [ - db:list_collections, - db:get_collection, - db:create_collection, - db:get_or_create_collection, - db:delete_collection, - db:update_collection, - collection:add, - collection:delete, - collection:get, - collection:query, - collection:peek, - collection:update, - collection:upsert, - collection:count, + "tenant:get_tenant", + "db:get_database", + "db:list_collections", + "collection:get_collection", + "db:create_collection", + "db:get_or_create_collection", + "collection:delete_collection", + "collection:update_collection", + "collection:add", + "collection:delete", + "collection:get", + "collection:query", + "collection:peek", + "collection:update", + "collection:upsert", + "collection:count", ] db_read: actions: [ - db:list_collections, - db:get_collection, - db:create_collection, - db:get_or_create_collection, - db:delete_collection, - db:update_collection, + "tenant:get_tenant", + "db:get_database", + "db:list_collections", + "collection:get_collection", + "db:create_collection", + "db:get_or_create_collection", + "collection:delete_collection", + "collection:update_collection", ] collection_read: actions: [ - db:list_collections, - db:get_collection, - collection:get, - collection:query, - collection:peek, - collection:count, + "tenant:get_tenant", + "db:get_database", + "db:list_collections", + "collection:get_collection", + "collection:get", + "collection:query", + "collection:peek", + "collection:count", ] collection_x_read: actions: [ - db:get_collection, - collection:get, - collection:query, - collection:peek, - collection:count, + "tenant:get_tenant", + "db:get_database", + "collection:get_collection", + "collection:get", + "collection:query", + "collection:peek", + "collection:count", ] resources: [""] #not yet supported - users: - id: user@example.com role: admin + tenant: my_tenant tokens: - token: test-token-admin secret: my_api_secret # not yet supported @@ -264,7 +282,7 @@ users: role: db_read tokens: - token: my_api_token - secret: my_api_secret # not yet supported + secret: my_api_secret ``` diff --git a/examples/basic_functionality/authz/README.md b/examples/basic_functionality/authz/README.md index 54d4fd3607b..1201ac7374a 100644 --- a/examples/basic_functionality/authz/README.md +++ b/examples/basic_functionality/authz/README.md @@ -6,17 +6,22 @@ ```yaml resource_type_action: # This is here just for reference + - tenant:create_tenant + - tenant:get_tenant + - db:create_database + - db:get_database + - db:reset - db:list_collections - - db:get_collection + - collection:get_collection - db:create_collection - db:get_or_create_collection - - db:delete_collection - - db:update_collection + - collection:delete_collection + - collection:update_collection - collection:add - collection:delete - collection:get - collection:query - - collection:peek + - collection:peek #from API perspective this is the same as collection:get - collection:count - collection:update - collection:upsert @@ -34,11 +39,11 @@ roles_mapping: actions: [ db:list_collections, - db:get_collection, + collection:get_collection, db:create_collection, db:get_or_create_collection, - db:delete_collection, - db:update_collection, + collection:delete_collection, + collection:update_collection, collection:add, collection:delete, collection:get, @@ -52,11 +57,11 @@ roles_mapping: actions: [ db:list_collections, - db:get_collection, + collection:get_collection, db:create_collection, db:get_or_create_collection, - db:delete_collection, - db:update_collection, + collection:delete_collection, + collection:update_collection, collection:add, collection:delete, collection:get, @@ -70,17 +75,17 @@ roles_mapping: actions: [ db:list_collections, - db:get_collection, + collection:get_collection, db:create_collection, db:get_or_create_collection, - db:delete_collection, - db:update_collection, + collection:delete_collection, + collection:update_collection, ] collection_read: actions: [ db:list_collections, - db:get_collection, + collection:get_collection, collection:get, collection:query, collection:peek, @@ -89,7 +94,7 @@ roles_mapping: collection_x_read: actions: [ - db:get_collection, + collection:get_collection, collection:get, collection:query, collection:peek, diff --git a/examples/basic_functionality/authz/authz.yaml b/examples/basic_functionality/authz/authz.yaml index 003f9bbb8df..1e07a0ec9e4 100644 --- a/examples/basic_functionality/authz/authz.yaml +++ b/examples/basic_functionality/authz/authz.yaml @@ -5,11 +5,11 @@ resource_type_action: # This is here just for reference - db:get_database - db:reset - db:list_collections - - db:get_collection + - collection:get_collection - db:create_collection - db:get_or_create_collection - - db:delete_collection - - db:update_collection + - collection:delete_collection + - collection:update_collection - collection:add - collection:delete - collection:get @@ -29,11 +29,11 @@ roles_mapping: "db:get_database", "db:reset", "db:list_collections", - "db:get_collection", + "collection:get_collection", "db:create_collection", "db:get_or_create_collection", - "db:delete_collection", - "db:update_collection", + "collection:delete_collection", + "collection:update_collection", "collection:add", "collection:delete", "collection:get", @@ -49,11 +49,11 @@ roles_mapping: "tenant:get_tenant", "db:get_database", "db:list_collections", - "db:get_collection", + "collection:get_collection", "db:create_collection", "db:get_or_create_collection", - "db:delete_collection", - "db:update_collection", + "collection:delete_collection", + "collection:update_collection", "collection:add", "collection:delete", "collection:get", @@ -69,11 +69,11 @@ roles_mapping: "tenant:get_tenant", "db:get_database", "db:list_collections", - "db:get_collection", + "collection:get_collection", "db:create_collection", "db:get_or_create_collection", - "db:delete_collection", - "db:update_collection", + "collection:delete_collection", + "collection:update_collection", ] collection_read: actions: @@ -81,7 +81,7 @@ roles_mapping: "tenant:get_tenant", "db:get_database", "db:list_collections", - "db:get_collection", + "collection:get_collection", "collection:get", "collection:query", "collection:peek", @@ -92,7 +92,7 @@ roles_mapping: [ "tenant:get_tenant", "db:get_database", - "db:get_collection", + "collection:get_collection", "collection:get", "collection:query", "collection:peek", From ed333aab96e8bc9897edbbd27b96c5eea4987129 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Thu, 26 Oct 2023 17:57:19 +0300 Subject: [PATCH 14/21] fix: Moving Authz in a separate test --- .github/workflows/chroma-test.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/chroma-test.yml b/.github/workflows/chroma-test.yml index 4ef9c64ed7b..12a5de4b6ed 100644 --- a/.github/workflows/chroma-test.yml +++ b/.github/workflows/chroma-test.yml @@ -18,7 +18,8 @@ jobs: matrix: python: ['3.8', '3.9', '3.10', '3.11'] platform: [ubuntu-latest, windows-latest] - testfile: ["--ignore-glob 'chromadb/test/property/*' --ignore-glob 'chromadb/test/stress/*'", + testfile: ["--ignore-glob 'chromadb/test/property/*' --ignore-glob 'chromadb/test/stress/*' --ignore='chromadb/test/auth/test_simple_rbac_authz.py'", + "chromadb/test/auth/test_simple_rbac_authz.py", "chromadb/test/property/test_add.py", "chromadb/test/property/test_collections.py", "chromadb/test/property/test_cross_version_persist.py", From 17fd267cc028022238f6e116134dbce206c2d40a Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Thu, 26 Oct 2023 19:01:20 +0300 Subject: [PATCH 15/21] fix: Reduce the number of examples to prevent `Exception of type 'System.OutOfMemoryException' was thrown.` --- chromadb/test/auth/test_simple_rbac_authz.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index a0dc9826b2b..9f817296155 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -5,7 +5,7 @@ import uuid import hypothesis.strategies as st import pytest -from hypothesis import given +from hypothesis import given, settings from chromadb.api import ServerAPI from chromadb.api.models.Collection import Collection @@ -201,6 +201,7 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: } +@settings(max_examples=10) @given(token_config=token_config(), rbac_config=rbac_config()) def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> None: authz_config = rbac_config From 38fd73aad94edeb59da7a59bbebab37cf5410c04 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Fri, 27 Oct 2023 00:36:46 +0300 Subject: [PATCH 16/21] fix: Small refactoring to address comments for review --- chromadb/auth/__init__.py | 38 +--- chromadb/auth/authz/__init__.py | 21 +- chromadb/auth/basic/__init__.py | 10 - chromadb/auth/fastapi.py | 21 +- chromadb/auth/fastapi_utils.py | 31 +++ chromadb/server/fastapi/__init__.py | 11 +- chromadb/test/auth/test_simple_rbac_authz.py | 179 ++++++++++++------ .../basic_functionality/authz/authz.ipynb | 19 +- 8 files changed, 204 insertions(+), 126 deletions(-) create mode 100644 chromadb/auth/fastapi_utils.py diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 1adb0517b1e..9580c7a92aa 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -23,6 +23,8 @@ from pydantic import SecretStr from chromadb.config import ( + DEFAULT_DATABASE, + DEFAULT_TENANT, Component, System, ) @@ -272,9 +274,6 @@ def get_user_identity( ... -# --- AuthZ ---# - - class AuthzResourceTypes(str, Enum): DB = "db" COLLECTION = "collection" @@ -296,7 +295,6 @@ class AuthzResourceActions(str, Enum): DELETE = "delete" GET = "get" QUERY = "query" - PEEK = "peek" COUNT = "count" UPDATE = "update" UPSERT = "upsert" @@ -306,7 +304,7 @@ class AuthzResourceActions(str, Enum): @dataclass class AuthzUser: id: Optional[str] - tenant: Optional[str] = "*" + tenant: Optional[str] = DEFAULT_TENANT attributes: Optional[Dict[str, Any]] = None claims: Optional[Dict[str, Any]] = None @@ -329,7 +327,7 @@ def __init__( attributes: Optional[ Union[Dict[str, Any], Callable[..., Dict[str, Any]]] ] = lambda **kwargs: {}, - type: Optional[Union[str, Callable[..., str]]] = "default_database", + type: Optional[Union[str, Callable[..., str]]] = DEFAULT_DATABASE, ) -> None: self.id = id self.attributes = attributes @@ -345,27 +343,6 @@ def to_authz_resource(self, **kwargs: Any) -> AuthzResource: ) -def find_key_with_value_of_type( - type: AuthzResourceTypes, **kwargs: Any -) -> Dict[str, Any]: - from chromadb.server.fastapi.types import ( - CreateCollection, - CreateDatabase, - CreateTenant, - ) - - for key, value in kwargs.items(): - if type == AuthzResourceTypes.DB and isinstance(value, CreateDatabase): - return dict(value) - elif type == AuthzResourceTypes.COLLECTION and isinstance( - value, CreateCollection - ): - return dict(value) - elif type == AuthzResourceTypes.TENANT and isinstance(value, CreateTenant): - return dict(value) - return {} - - class AuthzDynamicParams: @staticmethod def from_function_name(**kwargs: Any) -> Callable[..., str]: @@ -383,13 +360,6 @@ def from_function_kwargs(**kwargs: Any) -> Callable[..., str]: lambda **kwargs: kwargs["function_kwargs"][kwargs["arg_name"]], **kwargs ) - @staticmethod - def attr_from_resource_object( - type: AuthzResourceTypes, **kwargs: Any - ) -> Callable[..., Dict[str, Any]]: - obj = find_key_with_value_of_type(type, **kwargs) - return partial(lambda **kwargs: obj, **kwargs) - @dataclass class AuthzAction: diff --git a/chromadb/auth/authz/__init__.py b/chromadb/auth/authz/__init__.py index e9f70d81594..0cb350e8ca4 100644 --- a/chromadb/auth/authz/__init__.py +++ b/chromadb/auth/authz/__init__.py @@ -1,5 +1,5 @@ import logging -from typing import Any, Dict, cast +from typing import Any, Dict, Set, cast from overrides import override import yaml from chromadb.auth import ( @@ -8,7 +8,7 @@ ServerAuthorizationProvider, ) from chromadb.auth.registry import register_provider, resolve_provider -from chromadb.config import System +from chromadb.config import DEFAULT_TENANT, System from chromadb.telemetry.opentelemetry import ( OpenTelemetryGranularity, @@ -64,14 +64,18 @@ def __init__(self, system: System) -> None: self.require(_cls), ) _config = self._authz_config_provider.get_configuration() - self._authz_tuples = [] + self._authz_tuples_map: Dict[str, Set[Any]] = {} for u in _config["users"]: _actions = _config["roles_mapping"][u["role"]]["actions"] for a in _actions: - tenant = u["tenant"] if "tenant" in u else "*" - self._authz_tuples.append((u["id"], tenant, *a.split(":"))) + tenant = u["tenant"] if "tenant" in u else DEFAULT_TENANT + if u["id"] not in self._authz_tuples_map.keys(): + self._authz_tuples_map[u["id"]] = set() + self._authz_tuples_map[u["id"]].add( + (u["id"], tenant, *a.split(":")) + ) logger.debug( - f"Loaded {len(self._authz_tuples)} permissions for " + f"Loaded {len(self._authz_tuples_map)} permissions for " f"({len(_config['users'])}) users" ) logger.info( @@ -92,7 +96,10 @@ def authorize(self, context: AuthorizationContext) -> bool: ) policy_decision = False - if _authz_tuple in self._authz_tuples: + if ( + context.user.id in self._authz_tuples_map.keys() + and _authz_tuple in self._authz_tuples_map[context.user.id] + ): policy_decision = True logger.debug( f"Authorization decision: Access " diff --git a/chromadb/auth/basic/__init__.py b/chromadb/auth/basic/__init__.py index 5faa9cae306..d561895faf5 100644 --- a/chromadb/auth/basic/__init__.py +++ b/chromadb/auth/basic/__init__.py @@ -108,13 +108,3 @@ def authenticate( except Exception as e: logger.error(f"BasicAuthServerProvider.authenticate failed: {repr(e)}") return SimpleServerAuthenticationResponse(False, None) - - # @override - # def get_auth_info_type(self, request: ServerAuthenticationRequest[Any]) \ - # -> UserIdentity: - # _auth_header = request.get_auth_info( - # AuthInfoType.HEADER, "Authorization") - # _creds = BasicAuthCredentials.from_header(_auth_header) - # return SimpleUserIdentity( - # _creds.get_credentials()["username"].get_secret_value() - # ) diff --git a/chromadb/auth/fastapi.py b/chromadb/auth/fastapi.py index 5856adf1fa4..17cf4c3d0e5 100644 --- a/chromadb/auth/fastapi.py +++ b/chromadb/auth/fastapi.py @@ -9,7 +9,7 @@ from starlette.responses import Response, JSONResponse from starlette.types import ASGIApp -from chromadb.config import System +from chromadb.config import DEFAULT_TENANT, System from chromadb.auth import ( AuthorizationContext, AuthorizationError, @@ -113,7 +113,7 @@ def ignore_operation(self, verb: str, path: str) -> bool: def instrument_server(self, app: ASGIApp) -> None: # We can potentially add an `/auth` endpoint to the server to allow for more # complex auth flows - return + raise NotImplementedError("Not implemented yet") class FastAPIChromaAuthMiddlewareWrapper(BaseHTTPMiddleware): # type: ignore @@ -122,7 +122,10 @@ def __init__( ) -> None: super().__init__(app) self._middleware = auth_middleware - self._middleware.instrument_server(app) + try: + self._middleware.instrument_server(app) + except NotImplementedError: + pass @trace_method( "FastAPIChromaAuthMiddlewareWrapper.dispatch", OpenTelemetryGranularity.ALL @@ -145,9 +148,6 @@ async def dispatch( return await call_next(request) -# AuthZ - - request_var: ContextVar[Optional[Request]] = ContextVar("request_var", default=None) authz_provider: ContextVar[Optional[ServerAuthorizationProvider]] = ContextVar( "authz_provider", default=None @@ -189,7 +189,7 @@ def wrapped(*args: Any, **kwargs: Dict[Any, Any]) -> Any: else "Anonymous", tenant=request.state.user_identity.get_user_tenant() if hasattr(request.state, "user_identity") - else "*", + else DEFAULT_TENANT, ), resource=_resource, action=_action, @@ -259,7 +259,7 @@ def ignore_operation(self, verb: str, path: str) -> bool: def instrument_server(self, app: ASGIApp) -> None: # We can potentially add an `/auth` endpoint to the server to allow # for more complex auth flows - return + raise NotImplementedError("Not implemented yet") class FastAPIChromaAuthzMiddlewareWrapper(BaseHTTPMiddleware): # type: ignore @@ -268,7 +268,10 @@ def __init__( ) -> None: super().__init__(app) self._middleware = authz_middleware - self._middleware.instrument_server(app) + try: + self._middleware.instrument_server(app) + except NotImplementedError: + pass @trace_method( "FastAPIChromaAuthzMiddlewareWrapper.dispatch", OpenTelemetryGranularity.ALL diff --git a/chromadb/auth/fastapi_utils.py b/chromadb/auth/fastapi_utils.py new file mode 100644 index 00000000000..e80084702e9 --- /dev/null +++ b/chromadb/auth/fastapi_utils.py @@ -0,0 +1,31 @@ +from functools import partial +from typing import Any, Callable, Dict +from chromadb.auth import AuthzResourceTypes + + +def find_key_with_value_of_type( + type: AuthzResourceTypes, **kwargs: Any +) -> Dict[str, Any]: + from chromadb.server.fastapi.types import ( + CreateCollection, + CreateDatabase, + CreateTenant, + ) + + for key, value in kwargs.items(): + if type == AuthzResourceTypes.DB and isinstance(value, CreateDatabase): + return dict(value) + elif type == AuthzResourceTypes.COLLECTION and isinstance( + value, CreateCollection + ): + return dict(value) + elif type == AuthzResourceTypes.TENANT and isinstance(value, CreateTenant): + return dict(value) + return {} + + +def attr_from_resource_object( + type: AuthzResourceTypes, **kwargs: Any +) -> Callable[..., Dict[str, Any]]: + obj = find_key_with_value_of_type(type, **kwargs) + return partial(lambda **kwargs: obj, **kwargs) diff --git a/chromadb/server/fastapi/__init__.py b/chromadb/server/fastapi/__init__.py index 1d2601aaaea..e76d43023a4 100644 --- a/chromadb/server/fastapi/__init__.py +++ b/chromadb/server/fastapi/__init__.py @@ -23,6 +23,7 @@ FastAPIChromaAuthzMiddlewareWrapper, authz_context, ) +from chromadb.auth.fastapi_utils import attr_from_resource_object from chromadb.config import DEFAULT_DATABASE, DEFAULT_TENANT, Settings, System import chromadb.server import chromadb.api @@ -280,9 +281,7 @@ def version(self) -> str: action=AuthzResourceActions.CREATE_DATABASE, resource=DynamicAuthzResource( type=AuthzResourceTypes.DB, - attributes=AuthzDynamicParams.attr_from_resource_object( - type=AuthzResourceTypes.DB - ), + attributes=attr_from_resource_object(type=AuthzResourceTypes.DB), ), ) def create_database( @@ -444,7 +443,7 @@ def add(self, collection_id: str, add: AddEmbedding) -> None: ) def update(self, collection_id: str, add: UpdateEmbedding) -> None: return self._api._update( - ids=add.ids, # type: ignore + ids=add.ids, collection_id=_uuid(collection_id), embeddings=add.embeddings, documents=add.documents, # type: ignore @@ -461,7 +460,7 @@ def update(self, collection_id: str, add: UpdateEmbedding) -> None: ) def upsert(self, collection_id: str, upsert: AddEmbedding) -> None: return self._api._upsert( - collection_id=_uuid(collection_id), # type: ignore + collection_id=_uuid(collection_id), ids=upsert.ids, embeddings=upsert.embeddings, # type: ignore documents=upsert.documents, # type: ignore @@ -470,7 +469,7 @@ def upsert(self, collection_id: str, upsert: AddEmbedding) -> None: @trace_method("FastAPI.get", OpenTelemetryGranularity.OPERATION) @authz_context( - action=[AuthzResourceActions.GET, AuthzResourceActions.PEEK], + action=AuthzResourceActions.GET, resource=DynamicAuthzResource( id=AuthzDynamicParams.from_function_kwargs(arg_name="collection_id"), type=AuthzResourceTypes.COLLECTION, diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index 9f817296155..9c28024f84d 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -6,10 +6,11 @@ import hypothesis.strategies as st import pytest from hypothesis import given, settings +from chromadb import AdminClient from chromadb.api import ServerAPI from chromadb.api.models.Collection import Collection -from chromadb.config import System +from chromadb.config import DEFAULT_TENANT, Settings, System from chromadb.test.conftest import _fastapi_fixture @@ -44,6 +45,33 @@ ) +@st.composite +def master_user(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: + return { + "role": "__master_role__", + "id": "__master__", + "tenant": DEFAULT_TENANT, + "tokens": [ + { + "token": f"{random.randint(1,1000000)}_" + + draw( + st.text( + alphabet=string.ascii_letters + string.digits, + min_size=1, + max_size=25, + ) + ) + } + for _ in range(2) + ], + }, { + "__master_role__": { + "actions": valid_action_space, + "unauthorized_actions": [], + } + } + + @st.composite def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: role = draw(role_name) @@ -80,6 +108,7 @@ def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: return { "role": role, "id": user, + "tenant": DEFAULT_TENANT, "tokens": [ { "token": f"{random.randint(1,1000000)}_" @@ -101,11 +130,16 @@ def rbac_config(draw: st.DrawFn) -> Dict[str, Any]: user_roles = draw( st.lists(user_role_config().filter(lambda t: t[0]), min_size=1, max_size=10) ) + muser_role = draw(st.lists(master_user(), min_size=1, max_size=1)) users = [] roles = [] for user, role in user_roles: users.append(user) roles.append(role) + + for muser, mrole in muser_role: + users.append(muser) + roles.append(mrole) roles_mapping = {} for role in roles: roles_mapping.update(role) @@ -144,70 +178,112 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: api_executors = { - "db:create_database": lambda api: api.create_database(f"test-{uuid.uuid4()}"), - "db:get_database": lambda api: api.get_database("default_database"), - "tenant:create_tenant": lambda api: api.create_tenant(f"test-{uuid.uuid4()}"), - "tenant:get_tenant": lambda api: api.get_tenant("default_tenant"), - "db:reset": lambda api: api.reset(), - "db:list_collections": lambda api: api.list_collections(), - "collection:get_collection": lambda api: ( - api.get_collection(f"test-get-{uuid.uuid4()}") + "db:create_database": lambda api, mapi, aapi: ( + aapi.create_database(f"test-{uuid.uuid4()}") + ), + "db:get_database": lambda api, mapi, aapi: ( + aapi.create_database(f"test-db-{uuid.uuid4()}"), # pre-condition + api.get_database(f"test-db-{uuid.uuid4()}"), ), - "db:create_collection": lambda api: ( - api.create_collection(f"test-create-{uuid.uuid4()}") + "tenant:create_tenant": lambda api, mapi, aapi: aapi.create_tenant( + f"test-{uuid.uuid4()}" ), - "db:get_or_create_collection": lambda api: ( + "tenant:get_tenant": lambda api, mapi, aapi: ( + aapi.create_tenant(f"test_tenant_{uuid.uuid4()}"), # pre-condition + api.get_tenant(f"test_tenant_{uuid.uuid4()}"), + ), + "db:reset": lambda api, mapi, _: api.reset(), + "db:list_collections": lambda api, mapi: api.list_collections(), + "collection:get_collection": lambda api, mapi, _: ( + mapi.create_collection(f"test-get-{uuid.uuid4()}"), # pre-condition + api.get_collection(f"test-get-{uuid.uuid4()}"), + ), + "db:create_collection": lambda api, mapi, _: ( + api.create_collection(f"test-create-{uuid.uuid4()}"), + ), + "db:get_or_create_collection": lambda api, mapi, _: ( api.get_or_create_collection(f"test-get-or-create-{uuid.uuid4()}") ), - "collection:delete_collection": lambda api: ( - api.delete_collection(f"test-delete-col-{uuid.uuid4()}") + "collection:delete_collection": lambda api, mapi, _: ( + mapi.create_collection(f"test-delete-col-{uuid.uuid4()}"), # pre-condition + api.delete_collection(f"test-delete-col-{uuid.uuid4()}"), ), - "collection:update_collection": lambda api: ( - col := Collection(api, f"test-update-{uuid.uuid4()}", uuid.uuid4()), - col.modify(metadata={"test": "test"}), # type: ignore + "collection:update_collection": lambda api, mapi, _: ( + # pre-condition + mcol := mapi.create_collection(f"test-modify-col-{uuid.uuid4()}"), + col := Collection(api, f"test-modify-col-{uuid.uuid4()}", mcol.id), + col.modify(metadata={"test": "test"}), ), - "collection:add": lambda api: ( - col := Collection(api, f"test-add-doc-{uuid.uuid4()}", uuid.uuid4()), - col.add(documents=["test"], ids=["1"]), # type: ignore + "collection:add": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-add-doc-{uuid.uuid4()}"), + col := Collection(api, f"test-add-doc-{uuid.uuid4()}", mcol.id), + col.add(documents=["test"], ids=["1"]), ), - "collection:delete": lambda api: ( - col := Collection(api, f"test-delete-doc-{uuid.uuid4()}", uuid.uuid4()), - col.delete(ids=["1"]), # type: ignore + "collection:delete": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-delete-doc-{uuid.uuid4()}"), + mcol.add(documents=["test"], ids=["1"]), + col := Collection(api, f"test-delete-doc-{uuid.uuid4()}", mcol.id), + col.delete(ids=["1"]), ), - "collection:get": lambda api: ( - col := Collection(api, f"test-get-docs-{uuid.uuid4()}", uuid.uuid4()), + "collection:get": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-get-doc-{uuid.uuid4()}"), + mcol.add(documents=["test"], ids=["1"]), + col := Collection(api, f"test-get-doc-{uuid.uuid4()}", mcol.id), col.get(ids=["1"]), ), - "collection:query": lambda api: ( - col := Collection(api, f"test-query-{uuid.uuid4()}", uuid.uuid4()), + "collection:query": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-query-doc-{uuid.uuid4()}"), + mcol.add(documents=["test"], ids=["1"]), + col := Collection(api, f"test-query-doc-{uuid.uuid4()}", mcol.id), col.query(query_texts=["test"]), ), - "collection:peek": lambda api: ( - col := Collection(api, f"test-peek-{uuid.uuid4()}", uuid.uuid4()), + "collection:peek": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-peek-{uuid.uuid4()}"), + mcol.add(documents=["test"], ids=["1"]), + col := Collection(api, f"test-peek-{uuid.uuid4()}", mcol.id), col.peek(), ), - "collection:update": lambda api: ( - col := Collection(api, f"test-update-docs-{uuid.uuid4()}", uuid.uuid4()), - col.update(ids=["1"], documents=["test1"]), # type: ignore + "collection:update": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-update-{uuid.uuid4()}"), + mcol.add(documents=["test"], ids=["1"]), + col := Collection(api, f"test-update-{uuid.uuid4()}", mcol.id), + col.update(ids=["1"], documents=["test1"]), ), - "collection:upsert": lambda api: ( - col := Collection(api, f"test-upsert-{uuid.uuid4()}", uuid.uuid4()), - col.upsert(ids=["1"], documents=["test1"]), # type: ignore + "collection:upsert": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-upsert-{uuid.uuid4()}"), + mcol.add(documents=["test"], ids=["1"]), + col := Collection(api, f"test-upsert-{uuid.uuid4()}", mcol.id), + col.upsert(ids=["1"], documents=["test1"]), ), - "collection:count": lambda api: ( - col := Collection(api, f"test-count-{uuid.uuid4()}", uuid.uuid4()), + "collection:count": lambda api, mapi, _: ( + mcol := mapi.create_collection(f"test-count-{uuid.uuid4()}"), + mcol.add(documents=["test"], ids=["1"]), + col := Collection(api, f"test-count-{uuid.uuid4()}", mcol.id), col.count(), ), } -@settings(max_examples=10) +def master_api(settings): + system = System(settings) + api = system.instance(ServerAPI) + admin_api = AdminClient(api.get_settings()) + system.start() + return api, admin_api + + +@settings(max_examples=1) @given(token_config=token_config(), rbac_config=rbac_config()) def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> None: authz_config = rbac_config token_config["chroma_server_authz_config"] = rbac_config token_config["chroma_server_auth_credentials"] = json.dumps(rbac_config["users"]) - random_user = random.choice(authz_config["users"]) + random_user = random.choice( + [user for user in authz_config["users"] if user["id"] != "__master__"] + ) + _master_user = [ + user for user in authz_config["users"] if user["id"] == "__master__" + ][0] random_token = random.choice(random_user["tokens"])["token"] api = _fastapi_fixture( is_persistent=token_config["is_persistent"], @@ -229,28 +305,17 @@ def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> Non ) _sys: System = next(api) _sys.reset_state() + _master_settings = Settings(**dict(_sys.settings)) + _master_settings.chroma_client_auth_credentials = _master_user["tokens"][0]["token"] + _master_api, admin_api = master_api(_master_settings) _api = _sys.instance(ServerAPI) _api.heartbeat() - for actions in authz_config["roles_mapping"][random_user["role"]]["actions"]: - try: - print(actions) - api_executors[actions](_api) # type: ignore - except Exception as e: - # we want to ignore errors such as collection not found or 400 client error - # cause by the lack of data on the server side. The reason is that Authz - # makes sense in client/server mode but we don't yet have means to provision - # the server as part of the tests. - assert ( - "not exist" in str(e) - or ( - "400 Client Error" in str(e) - and actions in ["collection:upsert", "collection:update"] - ) - or "StopIteration" in str(e) - ) + for action in authz_config["roles_mapping"][random_user["role"]]["actions"]: + print(action) + api_executors[action](_api, _master_api, admin_api) # type: ignore for unauthorized_action in authz_config["roles_mapping"][random_user["role"]][ "unauthorized_actions" ]: with pytest.raises(Exception) as ex: - api_executors[unauthorized_action](_api) # type: ignore + api_executors[unauthorized_action](_api, _master_api) # type: ignore assert "Unauthorized" in str(ex) or "Forbidden" in str(ex) diff --git a/examples/basic_functionality/authz/authz.ipynb b/examples/basic_functionality/authz/authz.ipynb index 2180e2906ea..7eab0aad970 100644 --- a/examples/basic_functionality/authz/authz.ipynb +++ b/examples/basic_functionality/authz/authz.ipynb @@ -2,14 +2,14 @@ "cells": [ { "cell_type": "code", - "execution_count": 7, + "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "/\n" + "/Users/tazarov\n" ] }, { @@ -21,7 +21,7 @@ " 'documents': ['test21']}" ] }, - "execution_count": 7, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" } @@ -42,6 +42,19 @@ "collection.get(ids=[\"1\"])" ] }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from chromadb import AdminClient\n", + "\n", + "\n", + "admin_client = AdminClient(client.get_settings())\n", + "admin_client.create_tenant(\"qwewqewqeqwewqewqeqwewq\")" + ] + }, { "cell_type": "code", "execution_count": 25, From bc8804b85248710b0b3cb353f85ae9d3bed3a010 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Fri, 27 Oct 2023 01:39:18 +0300 Subject: [PATCH 17/21] fix: Fixed an issue with test --- chromadb/test/auth/test_simple_rbac_authz.py | 53 +++++++++---------- .../basic_functionality/authz/authz.ipynb | 14 ----- 2 files changed, 25 insertions(+), 42 deletions(-) diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index 9c28024f84d..8f01b255123 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -8,9 +8,9 @@ from hypothesis import given, settings from chromadb import AdminClient -from chromadb.api import ServerAPI +from chromadb.api import AdminAPI, ServerAPI from chromadb.api.models.Collection import Collection -from chromadb.config import DEFAULT_TENANT, Settings, System +from chromadb.config import DEFAULT_DATABASE, DEFAULT_TENANT, Settings, System from chromadb.test.conftest import _fastapi_fixture @@ -181,22 +181,17 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: "db:create_database": lambda api, mapi, aapi: ( aapi.create_database(f"test-{uuid.uuid4()}") ), - "db:get_database": lambda api, mapi, aapi: ( - aapi.create_database(f"test-db-{uuid.uuid4()}"), # pre-condition - api.get_database(f"test-db-{uuid.uuid4()}"), - ), - "tenant:create_tenant": lambda api, mapi, aapi: aapi.create_tenant( - f"test-{uuid.uuid4()}" - ), - "tenant:get_tenant": lambda api, mapi, aapi: ( - aapi.create_tenant(f"test_tenant_{uuid.uuid4()}"), # pre-condition - api.get_tenant(f"test_tenant_{uuid.uuid4()}"), + "db:get_database": lambda api, mapi, aapi: (aapi.get_database(DEFAULT_DATABASE),), + "tenant:create_tenant": lambda api, mapi, aapi: ( + aapi.create_tenant(f"test-{uuid.uuid4()}") ), + "tenant:get_tenant": lambda api, mapi, aapi: (aapi.get_tenant(DEFAULT_TENANT),), "db:reset": lambda api, mapi, _: api.reset(), - "db:list_collections": lambda api, mapi: api.list_collections(), + "db:list_collections": lambda api, mapi, _: api.list_collections(), "collection:get_collection": lambda api, mapi, _: ( - mapi.create_collection(f"test-get-{uuid.uuid4()}"), # pre-condition - api.get_collection(f"test-get-{uuid.uuid4()}"), + # pre-condition + mcol := mapi.create_collection(f"test-get-{uuid.uuid4()}"), + api.get_collection(f"{mcol.name}"), ), "db:create_collection": lambda api, mapi, _: ( api.create_collection(f"test-create-{uuid.uuid4()}"), @@ -211,68 +206,68 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: "collection:update_collection": lambda api, mapi, _: ( # pre-condition mcol := mapi.create_collection(f"test-modify-col-{uuid.uuid4()}"), - col := Collection(api, f"test-modify-col-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.modify(metadata={"test": "test"}), ), "collection:add": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-add-doc-{uuid.uuid4()}"), - col := Collection(api, f"test-add-doc-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.add(documents=["test"], ids=["1"]), ), "collection:delete": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-delete-doc-{uuid.uuid4()}"), mcol.add(documents=["test"], ids=["1"]), - col := Collection(api, f"test-delete-doc-{uuid.uuid4()}", mcol.id), + col := Collection(client=api, name=f"{mcol.name}", id=mcol.id), col.delete(ids=["1"]), ), "collection:get": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-get-doc-{uuid.uuid4()}"), mcol.add(documents=["test"], ids=["1"]), - col := Collection(api, f"test-get-doc-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.get(ids=["1"]), ), "collection:query": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-query-doc-{uuid.uuid4()}"), mcol.add(documents=["test"], ids=["1"]), - col := Collection(api, f"test-query-doc-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.query(query_texts=["test"]), ), "collection:peek": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-peek-{uuid.uuid4()}"), mcol.add(documents=["test"], ids=["1"]), - col := Collection(api, f"test-peek-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.peek(), ), "collection:update": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-update-{uuid.uuid4()}"), mcol.add(documents=["test"], ids=["1"]), - col := Collection(api, f"test-update-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.update(ids=["1"], documents=["test1"]), ), "collection:upsert": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-upsert-{uuid.uuid4()}"), mcol.add(documents=["test"], ids=["1"]), - col := Collection(api, f"test-upsert-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.upsert(ids=["1"], documents=["test1"]), ), "collection:count": lambda api, mapi, _: ( mcol := mapi.create_collection(f"test-count-{uuid.uuid4()}"), mcol.add(documents=["test"], ids=["1"]), - col := Collection(api, f"test-count-{uuid.uuid4()}", mcol.id), + col := Collection(api, f"{mcol.name}", mcol.id), col.count(), ), } -def master_api(settings): - system = System(settings) +def master_api(_settings: Settings) -> Tuple[ServerAPI, AdminAPI]: + system = System(_settings) api = system.instance(ServerAPI) admin_api = AdminClient(api.get_settings()) system.start() return api, admin_api -@settings(max_examples=1) +@settings(max_examples=10) @given(token_config=token_config(), rbac_config=rbac_config()) def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> None: authz_config = rbac_config @@ -317,5 +312,7 @@ def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> Non "unauthorized_actions" ]: with pytest.raises(Exception) as ex: - api_executors[unauthorized_action](_api, _master_api) # type: ignore + api_executors[unauthorized_action]( + _api, _master_api, admin_api + ) # type: ignore assert "Unauthorized" in str(ex) or "Forbidden" in str(ex) diff --git a/examples/basic_functionality/authz/authz.ipynb b/examples/basic_functionality/authz/authz.ipynb index 7eab0aad970..c70df77c702 100644 --- a/examples/basic_functionality/authz/authz.ipynb +++ b/examples/basic_functionality/authz/authz.ipynb @@ -42,19 +42,6 @@ "collection.get(ids=[\"1\"])" ] }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "from chromadb import AdminClient\n", - "\n", - "\n", - "admin_client = AdminClient(client.get_settings())\n", - "admin_client.create_tenant(\"qwewqewqeqwewqewqeqwewq\")" - ] - }, { "cell_type": "code", "execution_count": 25, @@ -79,7 +66,6 @@ "import uuid\n", "from chromadb.api.models.Collection import Collection\n", "\n", - "\n", "col = Collection(client, f\"test-upsert-{uuid.uuid4()}\", uuid.uuid4())\n", "col.upsert(documents=[\"test\"],ids=[\"1\"])" ] From 5c617700891ad2818cc6f56b83fd6939741cde1d Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Fri, 27 Oct 2023 01:43:05 +0300 Subject: [PATCH 18/21] fix: Fixed wrong tenant assignment in SimpleUserIdentity --- chromadb/auth/__init__.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 9580c7a92aa..66bc17d9592 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -64,7 +64,7 @@ def get_user_id(self) -> str: @override def get_user_tenant(self) -> Optional[str]: - return self._tenant if self._tenant else "*" + return self._tenant if self._tenant else DEFAULT_TENANT class ClientAuthResponse(EnforceOverrides, ABC): From 37b8c5d397e45c51c1bf9ba6d67da5876edd94eb Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Fri, 27 Oct 2023 01:45:53 +0300 Subject: [PATCH 19/21] feat: Enhanced UserIdentity with additional attributes --- chromadb/auth/__init__.py | 16 +++++++++++++++- 1 file changed, 15 insertions(+), 1 deletion(-) diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py index 66bc17d9592..6ae0936d167 100644 --- a/chromadb/auth/__init__.py +++ b/chromadb/auth/__init__.py @@ -52,11 +52,21 @@ def get_user_id(self) -> str: def get_user_tenant(self) -> Optional[str]: ... + @abstractmethod + def get_user_attributes(self) -> Optional[Dict[str, Any]]: + ... + class SimpleUserIdentity(UserIdentity): - def __init__(self, user_id: str, tenant: Optional[str] = None) -> None: + def __init__( + self, + user_id: str, + tenant: Optional[str] = None, + attributes: Optional[Dict[str, Any]] = None, + ) -> None: self._user_id = user_id self._tenant = tenant + self._attributes = attributes @override def get_user_id(self) -> str: @@ -66,6 +76,10 @@ def get_user_id(self) -> str: def get_user_tenant(self) -> Optional[str]: return self._tenant if self._tenant else DEFAULT_TENANT + @override + def get_user_attributes(self) -> Optional[Dict[str, Any]]: + return self._attributes + class ClientAuthResponse(EnforceOverrides, ABC): @abstractmethod From 33aed93f1de05f377d2d6f5e7dff15eb8eb4fd18 Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Fri, 27 Oct 2023 02:00:56 +0300 Subject: [PATCH 20/21] fix: Fixed delete collection failing test --- chromadb/test/auth/test_simple_rbac_authz.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index 8f01b255123..b83b4a5bfe1 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -200,8 +200,9 @@ def token_config(draw: st.DrawFn) -> Dict[str, Any]: api.get_or_create_collection(f"test-get-or-create-{uuid.uuid4()}") ), "collection:delete_collection": lambda api, mapi, _: ( - mapi.create_collection(f"test-delete-col-{uuid.uuid4()}"), # pre-condition - api.delete_collection(f"test-delete-col-{uuid.uuid4()}"), + # pre-condition + mcol := mapi.create_collection(f"test-delete-col-{uuid.uuid4()}"), + api.delete_collection(f"{mcol.name}"), ), "collection:update_collection": lambda api, mapi, _: ( # pre-condition From 8abbf8358f6057c53fbfe4ad1f21b7c04abf2d3e Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Fri, 27 Oct 2023 02:12:49 +0300 Subject: [PATCH 21/21] fix: Fix for peek, needs to include get as action in the role --- chromadb/test/auth/test_simple_rbac_authz.py | 25 +++++++++++++++----- 1 file changed, 19 insertions(+), 6 deletions(-) diff --git a/chromadb/test/auth/test_simple_rbac_authz.py b/chromadb/test/auth/test_simple_rbac_authz.py index b83b4a5bfe1..06c8bde569d 100644 --- a/chromadb/test/auth/test_simple_rbac_authz.py +++ b/chromadb/test/auth/test_simple_rbac_authz.py @@ -91,6 +91,13 @@ def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: ] ): actions_list.append("collection:get_collection") + if any( + action in actions_list + for action in [ + "collection:peek", + ] + ): + actions_list.append("collection:get") actions_list.extend( [ "tenant:get_tenant", @@ -128,7 +135,8 @@ def user_role_config(draw: st.DrawFn) -> Tuple[Dict[str, Any], Dict[str, Any]]: @st.composite def rbac_config(draw: st.DrawFn) -> Dict[str, Any]: user_roles = draw( - st.lists(user_role_config().filter(lambda t: t[0]), min_size=1, max_size=10) + st.lists(user_role_config().filter( + lambda t: t[0]), min_size=1, max_size=10) ) muser_role = draw(st.lists(master_user(), min_size=1, max_size=1)) users = [] @@ -152,15 +160,19 @@ def rbac_config(draw: st.DrawFn) -> Dict[str, Any]: @st.composite def token_config(draw: st.DrawFn) -> Dict[str, Any]: - token_header = draw(st.sampled_from(["AUTHORIZATION", "X_CHROMA_TOKEN", None])) + token_header = draw(st.sampled_from( + ["AUTHORIZATION", "X_CHROMA_TOKEN", None])) server_provider = draw( - st.sampled_from(["token", "chromadb.auth.token.TokenAuthServerProvider"]) + st.sampled_from( + ["token", "chromadb.auth.token.TokenAuthServerProvider"]) ) client_provider = draw( - st.sampled_from(["token", "chromadb.auth.token.TokenAuthClientProvider"]) + st.sampled_from( + ["token", "chromadb.auth.token.TokenAuthClientProvider"]) ) server_authz_provider = draw( - st.sampled_from(["chromadb.auth.authz.SimpleRBACAuthorizationProvider"]) + st.sampled_from( + ["chromadb.auth.authz.SimpleRBACAuthorizationProvider"]) ) server_credentials_provider = draw(st.sampled_from(["user_token_config"])) # _rbac_config = draw(rbac_config()) @@ -273,7 +285,8 @@ def master_api(_settings: Settings) -> Tuple[ServerAPI, AdminAPI]: def test_authz(token_config: Dict[str, Any], rbac_config: Dict[str, Any]) -> None: authz_config = rbac_config token_config["chroma_server_authz_config"] = rbac_config - token_config["chroma_server_auth_credentials"] = json.dumps(rbac_config["users"]) + token_config["chroma_server_auth_credentials"] = json.dumps( + rbac_config["users"]) random_user = random.choice( [user for user in authz_config["users"] if user["id"] != "__master__"] )

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