From 48700dd07f14bcfd8b206dc3b2e2795d5531094d Mon Sep 17 00:00:00 2001 From: Trayan Azarov Date: Wed, 23 Aug 2023 05:48:55 +0300 Subject: [PATCH] [ENH] CIP-2: Auth Providers Proposal (#986) ## Description of changes *Summarize the changes made by this PR.* - New functionality - Auth Provide Client and Server Side Abstractions - Basic Auth Provider ## Test plan Unit tests for authorized endpoints ## Documentation Changes Docs should change to describe how to use auth providers on the client and server. CIP added in `docs/` --- chromadb/api/fastapi.py | 47 +++- chromadb/auth/__init__.py | 207 ++++++++++++++ chromadb/auth/basic/__init__.py | 96 +++++++ chromadb/auth/fastapi.py | 121 ++++++++ chromadb/auth/providers.py | 171 ++++++++++++ chromadb/auth/registry.py | 107 ++++++++ chromadb/auth/token/__init__.py | 0 chromadb/config.py | 76 ++++- chromadb/server/fastapi/__init__.py | 11 +- chromadb/test/auth/test_basic_auth.py | 12 + chromadb/test/conftest.py | 185 +++++++++++-- chromadb/test/test_api.py | 1 + chromadb/utils/__init__.py | 12 + docker-compose.yml | 2 + docs/CIP_2_Auth_Providers_Proposal.md | 190 +++++++++++++ docs/assets/cip-2-arch.png | Bin 0 -> 46879 bytes docs/assets/cip-2-client-side-wf.png | Bin 0 -> 91473 bytes docs/assets/cip-2-seq.png | Bin 0 -> 161310 bytes docs/assets/cip-2-server-side-wf.png | Bin 0 -> 116941 bytes .../assets/auh-sequence.png | Bin 0 -> 139351 bytes .../assets/auth-architecture.png | Bin 0 -> 32974 bytes .../basic_functionality/client_auth.ipynb | 259 ++++++++++++++++++ pyproject.toml | 3 +- requirements.txt | 1 + 24 files changed, 1458 insertions(+), 43 deletions(-) create mode 100644 chromadb/auth/__init__.py create mode 100644 chromadb/auth/basic/__init__.py create mode 100644 chromadb/auth/fastapi.py create mode 100644 chromadb/auth/providers.py create mode 100644 chromadb/auth/registry.py create mode 100644 chromadb/auth/token/__init__.py create mode 100644 chromadb/test/auth/test_basic_auth.py create mode 100644 docs/CIP_2_Auth_Providers_Proposal.md create mode 100644 docs/assets/cip-2-arch.png create mode 100644 docs/assets/cip-2-client-side-wf.png create mode 100644 docs/assets/cip-2-seq.png create mode 100644 docs/assets/cip-2-server-side-wf.png create mode 100644 examples/basic_functionality/assets/auh-sequence.png create mode 100644 examples/basic_functionality/assets/auth-architecture.png create mode 100644 examples/basic_functionality/client_auth.ipynb diff --git a/chromadb/api/fastapi.py b/chromadb/api/fastapi.py index bb191cd59f3..5551b051370 100644 --- a/chromadb/api/fastapi.py +++ b/chromadb/api/fastapi.py @@ -1,6 +1,15 @@ +import json from typing import Optional, cast +from typing import Sequence +from uuid import UUID + +import requests +from overrides import override + +import chromadb.errors as errors +import chromadb.utils.embedding_functions as ef from chromadb.api import API -from chromadb.config import Settings, System +from chromadb.api.models.Collection import Collection from chromadb.api.types import ( Documents, Embeddings, @@ -14,15 +23,13 @@ QueryResult, CollectionMetadata, ) -import chromadb.utils.embedding_functions as ef -import requests -import json -from typing import Sequence -from chromadb.api.models.Collection import Collection -import chromadb.errors as errors -from uuid import UUID +from chromadb.auth import ( + ClientAuthProvider, +) +from chromadb.auth.providers import RequestsClientAuthProtocolAdapter +from chromadb.auth.registry import resolve_provider +from chromadb.config import Settings, System from chromadb.telemetry import Telemetry -from overrides import override class FastAPI(API): @@ -47,7 +54,27 @@ def __init__(self, system: System): ) self._header = system.settings.chroma_server_headers - self._session = requests.Session() + if ( + system.settings.chroma_client_auth_provider + and system.settings.chroma_client_auth_protocol_adapter + ): + self._auth_provider = self.require( + resolve_provider( + system.settings.chroma_client_auth_provider, ClientAuthProvider + ) + ) + self._adapter = cast( + RequestsClientAuthProtocolAdapter, + system.require( + resolve_provider( + system.settings.chroma_client_auth_protocol_adapter, + RequestsClientAuthProtocolAdapter, + ) + ), + ) + self._session = self._adapter.session + else: + self._session = requests.Session() if self._header is not None: self._session.headers.update(self._header) diff --git a/chromadb/auth/__init__.py b/chromadb/auth/__init__.py new file mode 100644 index 00000000000..67f296bb35c --- /dev/null +++ b/chromadb/auth/__init__.py @@ -0,0 +1,207 @@ +""" +Contains only Auth abstractions, no implementations. +""" +import base64 +import logging +from abc import ABC, abstractmethod +from enum import Enum +from typing import ( + Optional, + Dict, + TypeVar, + Tuple, + Generic, +) + +from overrides import EnforceOverrides, override +from pydantic import SecretStr + +from chromadb.config import ( + Component, + System, +) +from chromadb.errors import ChromaError + +logger = logging.getLogger(__name__) + +T = TypeVar("T") +S = TypeVar("S") + + +class AuthInfoType(Enum): + COOKIE = "cookie" + HEADER = "header" + URL = "url" + METADATA = "metadata" # gRPC + + +class ClientAuthResponse(EnforceOverrides, ABC): + @abstractmethod + def get_auth_info_type(self) -> AuthInfoType: + ... + + @abstractmethod + def get_auth_info(self) -> Tuple[str, SecretStr]: + ... + + +class ClientAuthProvider(Component): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def authenticate(self) -> ClientAuthResponse: + pass + + +class ClientAuthConfigurationProvider(Component): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def get_configuration(self) -> Optional[T]: + pass + + +class ClientAuthCredentialsProvider(Component, Generic[T]): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def get_credentials(self) -> T: + pass + + +class ClientAuthProtocolAdapter(Component, Generic[T]): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def inject_credentials(self, injection_context: T) -> None: + pass + + +# SERVER-SIDE Abstractions + + +class ServerAuthenticationRequest(EnforceOverrides, ABC, Generic[T]): + @abstractmethod + def get_auth_info( + self, auth_info_type: AuthInfoType, auth_info_id: Optional[str] = None + ) -> 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). + + :param auth_info_type: The type of auth info to return + :param auth_info_id: The id of the auth info to return + :return: The auth info which can be specific to the implementation + """ + pass + + +class ServerAuthenticationResponse(EnforceOverrides, ABC): + def success(self) -> bool: + raise NotImplementedError() + + +class ServerAuthProvider(Component): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def authenticate(self, request: ServerAuthenticationRequest[T]) -> bool: + pass + + +class ChromaAuthMiddleware(Component): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def authenticate( + self, request: ServerAuthenticationRequest[T] + ) -> Optional[ServerAuthenticationResponse]: + ... + + @abstractmethod + def ignore_operation(self, verb: str, path: str) -> bool: + ... + + @abstractmethod + def instrument_server(self, app: T) -> None: + ... + + +class ServerAuthConfigurationProvider(Component): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def get_configuration(self) -> Optional[T]: + pass + + +class AuthenticationError(ChromaError): + @override + def code(self) -> int: + return 401 + + @classmethod + @override + def name(cls) -> str: + return "AuthenticationError" + + +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. + """ + + @abstractmethod + def get_credentials(self) -> Dict[str, T]: + """ + Returns the data encapsulated by the credentials object. + """ + pass + + +class SecretStrAbstractCredentials(AbstractCredentials[SecretStr]): + @abstractmethod + @override + def get_credentials(self) -> Dict[str, SecretStr]: + """ + Returns the data encapsulated by the credentials object. + """ + pass + + +class BasicAuthCredentials(SecretStrAbstractCredentials): + def __init__(self, username: SecretStr, password: SecretStr) -> None: + self.username = username + self.password = password + + @override + def get_credentials(self) -> Dict[str, SecretStr]: + return {"username": self.username, "password": self.password} + + @staticmethod + def from_header(header: str) -> "BasicAuthCredentials": + """ + Parses a basic auth header and returns a BasicAuthCredentials object. + """ + header = header.replace("Basic ", "") + header = header.strip() + base64_decoded = base64.b64decode(header).decode("utf-8") + username, password = base64_decoded.split(":") + return BasicAuthCredentials(SecretStr(username), SecretStr(password)) + + +class ServerAuthCredentialsProvider(Component): + def __init__(self, system: System) -> None: + super().__init__(system) + + @abstractmethod + def validate_credentials(self, credentials: AbstractCredentials[T]) -> bool: + pass diff --git a/chromadb/auth/basic/__init__.py b/chromadb/auth/basic/__init__.py new file mode 100644 index 00000000000..a03d195e8ae --- /dev/null +++ b/chromadb/auth/basic/__init__.py @@ -0,0 +1,96 @@ +import base64 +import logging +from typing import Tuple, Any, cast + +from overrides import override +from pydantic import SecretStr + +from chromadb.auth import ( + ServerAuthProvider, + ClientAuthProvider, + ServerAuthenticationRequest, + ServerAuthCredentialsProvider, + AuthInfoType, + BasicAuthCredentials, + ClientAuthCredentialsProvider, + ClientAuthResponse, +) +from chromadb.auth.registry import register_provider, resolve_provider +from chromadb.config import System +from chromadb.utils import get_class + +logger = logging.getLogger(__name__) + +__all__ = ["BasicAuthServerProvider", "BasicAuthClientProvider"] + + +class BasicAuthClientAuthResponse(ClientAuthResponse): + def __init__(self, credentials: SecretStr) -> None: + self._credentials = credentials + + @override + def get_auth_info_type(self) -> AuthInfoType: + return AuthInfoType.HEADER + + @override + def get_auth_info(self) -> Tuple[str, SecretStr]: + return "Authorization", SecretStr( + f"Basic {self._credentials.get_secret_value()}" + ) + + +@register_provider("basic") +class BasicAuthClientProvider(ClientAuthProvider): + _credentials_provider: ClientAuthCredentialsProvider[Any] + + def __init__(self, system: System) -> None: + super().__init__(system) + self._settings = system.settings + system.settings.require("chroma_client_auth_credentials_provider") + self._credentials_provider = system.require( + get_class( + str(system.settings.chroma_client_auth_credentials_provider), + ClientAuthCredentialsProvider, + ) + ) + + @override + def authenticate(self) -> ClientAuthResponse: + _creds = self._credentials_provider.get_credentials() + return BasicAuthClientAuthResponse( + SecretStr( + base64.b64encode(f"{_creds.get_secret_value()}".encode("utf-8")).decode( + "utf-8" + ) + ) + ) + + +@register_provider("basic") +class BasicAuthServerProvider(ServerAuthProvider): + _credentials_provider: ServerAuthCredentialsProvider + + def __init__(self, system: System) -> None: + super().__init__(system) + self._settings = system.settings + system.settings.require("chroma_server_auth_credentials_provider") + self._credentials_provider = cast( + ServerAuthCredentialsProvider, + system.require( + resolve_provider( + str(system.settings.chroma_server_auth_credentials_provider), + ServerAuthCredentialsProvider, + ) + ), + ) + + @override + def authenticate(self, request: ServerAuthenticationRequest[Any]) -> bool: + try: + _auth_header = request.get_auth_info(AuthInfoType.HEADER, "Authorization") + return self._credentials_provider.validate_credentials( + BasicAuthCredentials.from_header(_auth_header) + ) + except Exception as e: + logger.error(f"BasicAuthServerProvider.authenticate failed: {repr(e)}") + return False diff --git a/chromadb/auth/fastapi.py b/chromadb/auth/fastapi.py new file mode 100644 index 00000000000..a488ef5f2b3 --- /dev/null +++ b/chromadb/auth/fastapi.py @@ -0,0 +1,121 @@ +# FAST API code +import logging +from typing import Optional, Dict, List, cast, Any + +from overrides import override +from starlette.middleware.base import BaseHTTPMiddleware, RequestResponseEndpoint +from starlette.requests import Request +from starlette.responses import Response, JSONResponse +from starlette.types import ASGIApp + +from chromadb.config import System +from chromadb.auth import ( + ServerAuthenticationRequest, + AuthInfoType, + ServerAuthenticationResponse, + ServerAuthProvider, + ChromaAuthMiddleware, +) +from chromadb.auth.registry import resolve_provider + +logger = logging.getLogger(__name__) + + +class FastAPIServerAuthenticationRequest(ServerAuthenticationRequest[Optional[str]]): + def __init__(self, request: Request) -> None: + self._request = request + + @override + def get_auth_info( + self, auth_info_type: AuthInfoType, auth_info_id: Optional[str] = None + ) -> Optional[str]: + if auth_info_type == AuthInfoType.HEADER: + return str(self._request.headers[auth_info_id]) + elif auth_info_type == AuthInfoType.COOKIE: + return str(self._request.cookies[auth_info_id]) + elif auth_info_type == AuthInfoType.URL: + return str(self._request.query_params[auth_info_id]) + elif auth_info_type == AuthInfoType.METADATA: + raise ValueError("Metadata not supported for FastAPI") + else: + raise ValueError(f"Unknown auth info type: {auth_info_type}") + + +class FastAPIServerAuthenticationResponse(ServerAuthenticationResponse): + _auth_success: bool + + def __init__(self, auth_success: bool) -> None: + self._auth_success = auth_success + + @override + def success(self) -> bool: + return self._auth_success + + +class FastAPIChromaAuthMiddleware(ChromaAuthMiddleware): + _auth_provider: ServerAuthProvider + + def __init__(self, system: System) -> None: + super().__init__(system) + self._system = system + self._settings = system.settings + self._settings.require("chroma_server_auth_provider") + self._ignore_auth_paths: Dict[ + str, List[str] + ] = self._settings.chroma_server_auth_ignore_paths + if self._settings.chroma_server_auth_provider: + logger.debug( + f"Server Auth Provider: {self._settings.chroma_server_auth_provider}" + ) + _cls = resolve_provider( + self._settings.chroma_server_auth_provider, ServerAuthProvider + ) + self._auth_provider = cast(ServerAuthProvider, self.require(_cls)) + + @override + def authenticate( + self, request: ServerAuthenticationRequest[Any] + ) -> Optional[ServerAuthenticationResponse]: + return FastAPIServerAuthenticationResponse( + self._auth_provider.authenticate(request) + ) + + @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 auth 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 FastAPIChromaAuthMiddlewareWrapper(BaseHTTPMiddleware): # type: ignore + def __init__( + self, app: ASGIApp, auth_middleware: FastAPIChromaAuthMiddleware + ) -> None: + super().__init__(app) + self._middleware = auth_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 auth for path {request.url.path} and method {request.method}" + ) + return await call_next(request) + response = self._middleware.authenticate( + FastAPIServerAuthenticationRequest(request) + ) + if not response or not response.success(): + return JSONResponse({"error": "Unauthorized"}, status_code=401) + return await call_next(request) diff --git a/chromadb/auth/providers.py b/chromadb/auth/providers.py new file mode 100644 index 00000000000..a3bb23616e2 --- /dev/null +++ b/chromadb/auth/providers.py @@ -0,0 +1,171 @@ +import importlib +import logging +from typing import cast, Dict, TypeVar, Any + +import requests +from overrides import override +from pydantic import SecretStr + +from chromadb.auth import ( + ServerAuthCredentialsProvider, + AbstractCredentials, + ClientAuthCredentialsProvider, + AuthInfoType, + ClientAuthProvider, + ClientAuthProtocolAdapter, +) +from chromadb.auth.registry import register_provider, resolve_provider +from chromadb.config import System + +T = TypeVar("T") + +logger = logging.getLogger(__name__) + + +class HtpasswdServerAuthCredentialsProvider(ServerAuthCredentialsProvider): + _creds: Dict[str, SecretStr] + + def __init__(self, system: System) -> None: + super().__init__(system) + try: + # Equivalent to import onnxruntime + self.bc = importlib.import_module("bcrypt") + except ImportError: + raise ValueError( + "The bcrypt python package is not installed. Please install it with `pip install bcrypt`" + ) + + @override + 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]" + ) + return False + if "username" not in _creds or "password" not in _creds: + logger.error("Returned credentials do not contain username or password") + return False + _usr_check = bool( + _creds["username"].get_secret_value() + == self._creds["username"].get_secret_value() + ) + return _usr_check and self.bc.checkpw( + _creds["password"].get_secret_value().encode("utf-8"), + self._creds["password"].get_secret_value().encode("utf-8"), + ) + + +@register_provider("htpasswd_file") +class HtpasswdFileServerAuthCredentialsProvider(HtpasswdServerAuthCredentialsProvider): + 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: + _raw_creds = [v for v in f.readline().strip().split(":")] + self._creds = { + "username": SecretStr(_raw_creds[0]), + "password": SecretStr(_raw_creds[1]), + } + if ( + len(self._creds) != 2 + or "username" not in self._creds + or "password" not in self._creds + ): + raise ValueError( + "Invalid Htpasswd credentials found in [chroma_server_auth_credentials]. " + "Must be :." + ) + + +class HtpasswdConfigurationServerAuthCredentialsProvider( + HtpasswdServerAuthCredentialsProvider +): + def __init__(self, system: System) -> None: + super().__init__(system) + system.settings.require("chroma_server_auth_credentials") + _raw_creds = ( + str(system.settings.chroma_server_auth_credentials).strip().split(":") + ) + self._creds = { + "username": SecretStr(_raw_creds[0]), + "password": SecretStr(_raw_creds[1]), + } + if ( + len(self._creds) != 2 + or "username" not in self._creds + or "password" not in self._creds + ): + raise ValueError( + "Invalid Htpasswd credentials found in [chroma_server_auth_credentials]. " + "Must be :." + ) + + +class RequestsClientAuthProtocolAdapter( + ClientAuthProtocolAdapter[requests.PreparedRequest] +): + class _Session(requests.Session): + _protocol_adapter: ClientAuthProtocolAdapter[requests.PreparedRequest] + + def __init__( + self, protocol_adapter: ClientAuthProtocolAdapter[requests.PreparedRequest] + ) -> None: + super().__init__() + self._protocol_adapter = protocol_adapter + + @override + def send( + self, request: requests.PreparedRequest, **kwargs: Any + ) -> requests.Response: + self._protocol_adapter.inject_credentials(request) + return super().send(request, **kwargs) + + _session: _Session + _auth_provider: ClientAuthProvider + + def __init__(self, system: System) -> None: + super().__init__(system) + system.settings.require("chroma_client_auth_provider") + self._auth_provider = cast( + ClientAuthProvider, + system.require( + resolve_provider( + str(system.settings.chroma_client_auth_provider), ClientAuthProvider + ), + ), + ) + self._session = self._Session(self) + self._auth_header = self._auth_provider.authenticate() + + @property + def session(self) -> requests.Session: + return self._session + + @override + 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() + else: + raise ValueError( + f"Unsupported auth type: {self._auth_header.get_auth_info_type()}" + ) + + +class ConfigurationClientAuthCredentialsProvider( + ClientAuthCredentialsProvider[SecretStr] +): + _creds: SecretStr + + 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)) + + @override + def get_credentials(self) -> SecretStr: + return self._creds diff --git a/chromadb/auth/registry.py b/chromadb/auth/registry.py new file mode 100644 index 00000000000..cebf6667175 --- /dev/null +++ b/chromadb/auth/registry.py @@ -0,0 +1,107 @@ +import importlib +import logging +import pkgutil +from typing import Union, Dict, Type, Callable + +from chromadb.auth import ( + ClientAuthConfigurationProvider, + ClientAuthCredentialsProvider, + ClientAuthProtocolAdapter, + ServerAuthProvider, + ServerAuthConfigurationProvider, + ServerAuthCredentialsProvider, + ClientAuthProvider, +) +from chromadb.utils import get_class + +logger = logging.getLogger(__name__) +ProviderTypes = Union[ + "ClientAuthProvider", + "ClientAuthConfigurationProvider", + "ClientAuthCredentialsProvider", + "ServerAuthProvider", + "ServerAuthConfigurationProvider", + "ServerAuthCredentialsProvider", + "ClientAuthProtocolAdapter", +] + +_provider_registry = { + "client_auth_providers": {}, + "client_auth_config_providers": {}, + "client_auth_credentials_providers": {}, + "client_auth_protocol_adapters": {}, + "server_auth_providers": {}, + "server_auth_config_providers": {}, + "server_auth_credentials_providers": {}, +} # type: Dict[str, Dict[str, Type[ProviderTypes]]] + + +def register_classes_from_package(package_name: str) -> None: + package = importlib.import_module(package_name) + for _, module_name, _ in pkgutil.iter_modules(package.__path__): + full_module_name = f"{package_name}.{module_name}" + _ = importlib.import_module(full_module_name) + + +def register_provider( + short_hand: str, +) -> Callable[[Type[ProviderTypes]], Type[ProviderTypes]]: + def decorator(cls: Type[ProviderTypes]) -> Type[ProviderTypes]: + logger.error("Registering provider: %s", short_hand) + global _provider_registry + if issubclass(cls, ClientAuthProvider): + _provider_registry["client_auth_providers"][short_hand] = cls + elif issubclass(cls, ClientAuthConfigurationProvider): + _provider_registry["client_auth_config_providers"][short_hand] = cls + elif issubclass(cls, ClientAuthCredentialsProvider): + _provider_registry["client_auth_credentials_providers"][short_hand] = cls + elif issubclass(cls, ClientAuthProtocolAdapter): + _provider_registry["client_auth_protocol_adapters"][short_hand] = cls + elif issubclass(cls, ServerAuthProvider): + _provider_registry["server_auth_providers"][short_hand] = cls + elif issubclass(cls, ServerAuthConfigurationProvider): + _provider_registry["server_auth_config_providers"][short_hand] = cls + elif issubclass(cls, ServerAuthCredentialsProvider): + _provider_registry["server_auth_credentials_providers"][short_hand] = cls + else: + raise ValueError( + "Only ClientAuthProvider, ClientAuthConfigurationProvider, " + "ClientAuthCredentialsProvider, ServerAuthProvider, " + "ServerAuthConfigurationProvider, and ServerAuthCredentialsProvider, ClientAuthProtocolAdapter " + "can be registered." + ) + return cls + + return decorator + + +def resolve_provider( + class_or_name: str, cls: Type[ProviderTypes] +) -> Type[ProviderTypes]: + register_classes_from_package("chromadb.auth") + global _provider_registry + if issubclass(cls, ClientAuthProvider): + _key = "client_auth_providers" + elif issubclass(cls, ClientAuthConfigurationProvider): + _key = "client_auth_config_providers" + elif issubclass(cls, ClientAuthCredentialsProvider): + _key = "client_auth_credentials_providers" + elif issubclass(cls, ClientAuthProtocolAdapter): + _key = "client_auth_protocol_adapters" + elif issubclass(cls, ServerAuthProvider): + _key = "server_auth_providers" + elif issubclass(cls, ServerAuthConfigurationProvider): + _key = "server_auth_config_providers" + elif issubclass(cls, ServerAuthCredentialsProvider): + _key = "server_auth_credentials_providers" + else: + raise ValueError( + "Only ClientAuthProvider, ClientAuthConfigurationProvider, " + "ClientAuthCredentialsProvider, ServerAuthProvider, " + "ServerAuthConfigurationProvider, and ServerAuthCredentialsProvider,ClientAuthProtocolAdapter " + "can be registered." + ) + if class_or_name in _provider_registry[_key]: + return _provider_registry[_key][class_or_name] + else: + return get_class(class_or_name, cls) # type: ignore diff --git a/chromadb/auth/token/__init__.py b/chromadb/auth/token/__init__.py new file mode 100644 index 00000000000..e69de29bb2d diff --git a/chromadb/config.py b/chromadb/config.py index 5306d0912c7..67dbfe8ef40 100644 --- a/chromadb/config.py +++ b/chromadb/config.py @@ -1,12 +1,16 @@ -from pydantic import BaseSettings -from typing import Optional, List, Any, Dict, TypeVar, Set, cast, Iterable, Type -from typing_extensions import Literal -from abc import ABC import importlib +import inspect import logging -from overrides import EnforceOverrides, override +import os +from abc import ABC from graphlib import TopologicalSorter -import inspect +from typing import Optional, List, Any, Dict, Set, Iterable +from typing import Type, TypeVar, cast + +from overrides import EnforceOverrides +from overrides import override +from pydantic import BaseSettings, validator +from typing_extensions import Literal # The thin client will have a flag to control which implementations to use is_thin_client = False @@ -15,10 +19,8 @@ except ImportError: is_thin_client = False - logger = logging.getLogger(__name__) - LEGACY_ERROR = """\033[91mYou are using a deprecated configuration of Chroma. \033[94mIf you do not have data you wish to migrate, you only need to change how you construct @@ -59,7 +61,7 @@ } -class Settings(BaseSettings): +class Settings(BaseSettings): # type: ignore environment: str = "" # Legacy config has to be kept around because pydantic will error on nonexisting keys @@ -89,6 +91,54 @@ class Settings(BaseSettings): chroma_server_grpc_port: Optional[str] = None chroma_server_cors_allow_origins: List[str] = [] # eg ["http://localhost:3000"] + chroma_server_auth_provider: Optional[str] = None + + @validator("chroma_server_auth_provider", pre=True, always=True) + def chroma_server_auth_provider_non_empty( + cls: Type["Settings"], v: str + ) -> Optional[str]: + if v and not v.strip(): + raise ValueError( + "chroma_server_auth_provider cannot be empty or just whitespace" + ) + return v + + chroma_server_auth_configuration_provider: Optional[str] = None + chroma_server_auth_configuration_file: Optional[str] = None + chroma_server_auth_credentials_provider: Optional[str] = None + chroma_server_auth_credentials_file: Optional[str] = None + chroma_server_auth_credentials: Optional[str] = None + + @validator("chroma_server_auth_credentials_file", pre=True, always=True) + def chroma_server_auth_credentials_file_non_empty_file_exists( + cls: Type["Settings"], v: str + ) -> Optional[str]: + if v and not v.strip(): + raise ValueError( + "chroma_server_auth_credentials_file cannot be empty or just whitespace" + ) + if v and not os.path.isfile(os.path.join(v)): + raise ValueError( + f"chroma_server_auth_credentials_file [{v}] does not exist" + ) + return v + + chroma_client_auth_provider: Optional[str] = None + chroma_server_auth_ignore_paths: Dict[str, List[str]] = { + "/api/v1": ["GET"], + "/api/v1/heartbeat": ["GET"], + "/api/v1/version": ["GET"], + } + + chroma_client_auth_credentials_provider: Optional[ + str + ] = "chromadb.auth.providers.ConfigurationClientAuthCredentialsProvider" + chroma_client_auth_protocol_adapter: Optional[ + str + ] = "chromadb.auth.providers.RequestsClientAuthProtocolAdapter" + chroma_client_auth_credentials_file: Optional[str] = None + chroma_client_auth_credentials: Optional[str] = None + anonymized_telemetry: bool = True allow_reset: bool = False @@ -106,7 +156,7 @@ def require(self, key: str) -> Any: def __getitem__(self, key: str) -> Any: val = getattr(self, key) # Error on legacy config values - if val in _legacy_config_values: + if isinstance(val, str) and val in _legacy_config_values: raise ValueError(LEGACY_ERROR) return val @@ -158,7 +208,6 @@ def reset_state(self) -> None: class System(Component): settings: Settings - _instances: Dict[Type[Component], Component] def __init__(self, settings: Settings): @@ -169,7 +218,6 @@ def __init__(self, settings: Settings): "Chroma is running in http-only client mode, and can only be run with 'chromadb.api.fastapi.FastAPI' as the chroma_api_impl. \ see https://docs.trychroma.com/usage-guide?lang=py#using-the-python-http-only-client for more information." ) - # Validate settings don't contain any legacy config values for key in _legacy_config_keys: if settings[key] is not None: @@ -225,7 +273,9 @@ def stop(self) -> None: def reset_state(self) -> None: """Reset the state of this system and all constituents in reverse dependency order""" if not self.settings.allow_reset: - raise ValueError("Resetting is not allowed by this configuration (to enable it, set `allow_reset` to `True` in your Settings() or include `ALLOW_RESET=TRUE` in your environment variables)") + raise ValueError( + "Resetting is not allowed by this configuration (to enable it, set `allow_reset` to `True` in your Settings() or include `ALLOW_RESET=TRUE` in your environment variables)" + ) for component in reversed(list(self.components())): component.reset_state() diff --git a/chromadb/server/fastapi/__init__.py b/chromadb/server/fastapi/__init__.py index 249bcae167d..d8e43c51081 100644 --- a/chromadb/server/fastapi/__init__.py +++ b/chromadb/server/fastapi/__init__.py @@ -8,10 +8,13 @@ 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.fastapi import ( + FastAPIChromaAuthMiddleware, + FastAPIChromaAuthMiddlewareWrapper, +) from chromadb.config import Settings import chromadb.server import chromadb.api @@ -110,6 +113,12 @@ def __init__(self, settings: Settings): allow_origins=settings.chroma_server_cors_allow_origins, allow_methods=["*"], ) + if settings.chroma_server_auth_provider: + self._auth_middleware = self._api.require(FastAPIChromaAuthMiddleware) + self._app.add_middleware( + FastAPIChromaAuthMiddlewareWrapper, + auth_middleware=self._auth_middleware, + ) self.router = ChromaAPIRouter() diff --git a/chromadb/test/auth/test_basic_auth.py b/chromadb/test/auth/test_basic_auth.py new file mode 100644 index 00000000000..f064be66335 --- /dev/null +++ b/chromadb/test/auth/test_basic_auth.py @@ -0,0 +1,12 @@ +import pytest + + +def test_invalid_auth_cred(api_wrong_cred): + with pytest.raises(Exception) as e: + api_wrong_cred.list_collections() + assert "Unauthorized" in str(e.value) + + +def test_server_basic_auth(api_with_server_auth): + cols = api_with_server_auth.list_collections() + assert len(cols) == 0 diff --git a/chromadb/test/conftest.py b/chromadb/test/conftest.py index b8b9fc864b5..5ec6cdf1a68 100644 --- a/chromadb/test/conftest.py +++ b/chromadb/test/conftest.py @@ -1,14 +1,10 @@ -from chromadb.config import Settings, System -from chromadb.api import API -from chromadb.ingest import Producer -import chromadb.server.fastapi -from requests.exceptions import ConnectionError -import hypothesis -import tempfile +import logging +import multiprocessing import os -import uvicorn +import shutil +import socket +import tempfile import time -import pytest from typing import ( Generator, Iterator, @@ -18,19 +14,23 @@ Tuple, Callable, ) + +import hypothesis +import pytest +import uvicorn +from requests.exceptions import ConnectionError from typing_extensions import Protocol -import shutil -import logging -import socket -import multiprocessing +import chromadb.server.fastapi +from chromadb.api import API +from chromadb.config import Settings, System +from chromadb.ingest import Producer from chromadb.types import SeqId, SubmitEmbeddingRecord from chromadb.db.mixins import embeddings_queue root_logger = logging.getLogger() root_logger.setLevel(logging.DEBUG) # This will only run when testing - logger = logging.getLogger(__name__) hypothesis.settings.register_profile( @@ -53,7 +53,12 @@ def find_free_port() -> int: def _run_server( - port: int, is_persistent: bool = False, persist_directory: Optional[str] = None + port: int, + is_persistent: bool = False, + persist_directory: Optional[str] = None, + chroma_server_auth_provider: Optional[str] = None, + chroma_server_auth_credentials_provider: Optional[str] = None, + chroma_server_auth_credentials_file: Optional[str] = None, ) -> None: """Run a Chroma server locally""" if is_persistent and persist_directory: @@ -66,6 +71,9 @@ def _run_server( is_persistent=is_persistent, persist_directory=persist_directory, allow_reset=True, + chroma_server_auth_provider=chroma_server_auth_provider, + chroma_server_auth_credentials_provider=chroma_server_auth_credentials_provider, + chroma_server_auth_credentials_file=chroma_server_auth_credentials_file, ) else: settings = Settings( @@ -76,6 +84,9 @@ def _run_server( chroma_segment_manager_impl="chromadb.segment.impl.manager.local.LocalSegmentManager", is_persistent=False, allow_reset=True, + chroma_server_auth_provider=chroma_server_auth_provider, + chroma_server_auth_credentials_provider=chroma_server_auth_credentials_provider, + chroma_server_auth_credentials_file=chroma_server_auth_credentials_file, ) server = chromadb.server.fastapi.FastAPI(settings) uvicorn.run(server.app(), host="0.0.0.0", port=port, log_level="error") @@ -94,18 +105,41 @@ def _await_server(api: API, attempts: int = 0) -> None: _await_server(api, attempts + 1) -def _fastapi_fixture(is_persistent: bool = False) -> Generator[System, None, None]: +def _fastapi_fixture( + is_persistent: bool = False, + chroma_server_auth_provider: Optional[str] = None, + chroma_server_auth_credentials_provider: Optional[str] = None, + chroma_client_auth_provider: Optional[str] = None, + chroma_server_auth_credentials_file: Optional[str] = None, + chroma_client_auth_credentials: 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""" port = find_free_port() logger.info(f"Running test FastAPI server on port {port}") ctx = multiprocessing.get_context("spawn") - args: Tuple[int, bool, Optional[str]] = (port, False, None) + args: Tuple[ + int, bool, Optional[str], Optional[str], Optional[str], Optional[str] + ] = ( + port, + False, + None, + chroma_server_auth_provider, + chroma_server_auth_credentials_provider, + chroma_server_auth_credentials_file, + ) persist_directory = None if is_persistent: persist_directory = tempfile.mkdtemp() - args = (port, is_persistent, persist_directory) + args = ( + port, + is_persistent, + persist_directory, + chroma_server_auth_provider, + chroma_server_auth_credentials_provider, + chroma_server_auth_credentials_file, + ) proc = ctx.Process(target=_run_server, args=args, daemon=True) proc.start() settings = Settings( @@ -113,6 +147,8 @@ def _fastapi_fixture(is_persistent: bool = False) -> Generator[System, None, Non chroma_server_host="localhost", chroma_server_http_port=str(port), allow_reset=True, + chroma_client_auth_provider=chroma_client_auth_provider, + chroma_client_auth_credentials=chroma_client_auth_credentials, ) system = System(settings) api = system.instance(API) @@ -134,6 +170,88 @@ def fastapi_persistent() -> Generator[System, None, None]: return _fastapi_fixture(is_persistent=True) +def fastapi_server_auth() -> Generator[System, None, None]: + server_auth_file = os.path.abspath(os.path.join(".", "server.htpasswd")) + with open(server_auth_file, "w") as f: + f.write("admin:$2y$05$e5sRb6NCcSH3YfbIxe1AGu2h5K7OOd982OXKmd8WyQ3DRQ4MvpnZS\n") + for item in _fastapi_fixture( + is_persistent=False, + chroma_server_auth_provider="chromadb.auth.basic.BasicAuthServerProvider", + chroma_server_auth_credentials_provider="chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider", + chroma_server_auth_credentials_file="./server.htpasswd", + chroma_client_auth_provider="chromadb.auth.basic.BasicAuthClientProvider", + chroma_client_auth_credentials="admin:admin", + ): + yield item + os.remove(server_auth_file) + + +def fastapi_server_auth_param() -> Generator[System, None, None]: + server_auth_file = os.path.abspath(os.path.join(".", "server.htpasswd")) + with open(server_auth_file, "w") as f: + f.write("admin:$2y$05$e5sRb6NCcSH3YfbIxe1AGu2h5K7OOd982OXKmd8WyQ3DRQ4MvpnZS\n") + for item in _fastapi_fixture( + is_persistent=False, + chroma_server_auth_provider="chromadb.auth.basic.BasicAuthServerProvider", + chroma_server_auth_credentials_provider="chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider", + chroma_server_auth_credentials_file="./server.htpasswd", + chroma_client_auth_provider="chromadb.auth.basic.BasicAuthClientProvider", + chroma_client_auth_credentials="admin:admin", + ): + yield item + os.remove(server_auth_file) + + +# TODO we need a generator for auth providers +def fastapi_server_auth_file() -> Generator[System, None, None]: + server_auth_file = os.path.abspath(os.path.join(".", "server.htpasswd")) + with open(server_auth_file, "w") as f: + f.write("admin:$2y$05$e5sRb6NCcSH3YfbIxe1AGu2h5K7OOd982OXKmd8WyQ3DRQ4MvpnZS\n") + for item in _fastapi_fixture( + is_persistent=False, + chroma_server_auth_provider="chromadb.auth.basic.BasicAuthServerProvider", + chroma_server_auth_credentials_provider="chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider", + chroma_server_auth_credentials_file="./server.htpasswd", + chroma_client_auth_provider="chromadb.auth.basic.BasicAuthClientProvider", + chroma_client_auth_credentials="admin:admin", + ): + yield item + os.remove(server_auth_file) + + +def fastapi_server_auth_shorthand() -> Generator[System, None, None]: + server_auth_file = os.path.abspath(os.path.join(".", "server.htpasswd")) + with open(server_auth_file, "w") as f: + f.write("admin:$2y$05$e5sRb6NCcSH3YfbIxe1AGu2h5K7OOd982OXKmd8WyQ3DRQ4MvpnZS\n") + for item in _fastapi_fixture( + is_persistent=False, + chroma_server_auth_provider="basic", + chroma_server_auth_credentials_provider="htpasswd_file", + chroma_server_auth_credentials_file="./server.htpasswd", + chroma_client_auth_provider="basic", + chroma_client_auth_credentials="admin:admin", + ): + yield item + os.remove(server_auth_file) + + +@pytest.fixture(scope="function") +def fastapi_server_auth_invalid_cred() -> Generator[System, None, None]: + server_auth_file = os.path.abspath(os.path.join(".", "server.htpasswd")) + with open(server_auth_file, "w") as f: + f.write("admin:$2y$05$e5sRb6NCcSH3YfbIxe1AGu2h5K7OOd982OXKmd8WyQ3DRQ4MvpnZS\n") + for item in _fastapi_fixture( + is_persistent=False, + chroma_server_auth_provider="chromadb.auth.basic.BasicAuthServerProvider", + chroma_server_auth_credentials_provider="chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider", + chroma_server_auth_credentials_file="./server.htpasswd", + chroma_client_auth_provider="chromadb.auth.basic.BasicAuthClientProvider", + chroma_client_auth_credentials="admin:admin1", + ): + yield item + os.remove(server_auth_file) + + def integration() -> Generator[System, None, None]: """Fixture generator for returning a client configured via environmenet variables, intended for externally configured integration tests @@ -192,11 +310,25 @@ def system_fixtures() -> List[Callable[[], Generator[System, None, None]]]: return fixtures +def system_fixtures_auth() -> List[Callable[[], Generator[System, None, None]]]: + fixtures = [ + fastapi_server_auth_param, + fastapi_server_auth_file, + fastapi_server_auth_shorthand, + ] + return fixtures + + @pytest.fixture(scope="module", params=system_fixtures()) def system(request: pytest.FixtureRequest) -> Generator[API, None, None]: yield next(request.param()) +@pytest.fixture(scope="module", params=system_fixtures_auth()) +def system_auth(request: pytest.FixtureRequest) -> Generator[API, None, None]: + yield next(request.param()) + + @pytest.fixture(scope="function") def api(system: System) -> Generator[API, None, None]: system.reset_state() @@ -204,6 +336,23 @@ def api(system: System) -> Generator[API, None, None]: yield api +@pytest.fixture(scope="function") +def api_wrong_cred( + fastapi_server_auth_invalid_cred: System, +) -> Generator[API, None, None]: + fastapi_server_auth_invalid_cred.reset_state() + api = fastapi_server_auth_invalid_cred.instance(API) + yield api + + +@pytest.fixture(scope="function") +def api_with_server_auth(system_auth: System) -> Generator[API, None, None]: + _sys = system_auth + _sys.reset_state() + api = _sys.instance(API) + yield api + + # Producer / Consumer fixtures # diff --git a/chromadb/test/test_api.py b/chromadb/test/test_api.py index dc2a21f0467..0583d6eede7 100644 --- a/chromadb/test/test_api.py +++ b/chromadb/test/test_api.py @@ -1,4 +1,5 @@ # type: ignore + import chromadb from chromadb.api.types import QueryResult from chromadb.config import Settings diff --git a/chromadb/utils/__init__.py b/chromadb/utils/__init__.py index e69de29bb2d..fe6bb81853b 100644 --- a/chromadb/utils/__init__.py +++ b/chromadb/utils/__init__.py @@ -0,0 +1,12 @@ +import importlib +from typing import Type, TypeVar, cast + +C = TypeVar("C") + + +def get_class(fqn: str, type: Type[C]) -> Type[C]: + """Given a fully qualifed class name, import the module and return the class""" + module_name, class_name = fqn.rsplit(".", 1) + module = importlib.import_module(module_name) + cls = getattr(module, class_name) + return cast(Type[C], cls) diff --git a/docker-compose.yml b/docker-compose.yml index 5f298f1e741..db5f4d55862 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -16,6 +16,8 @@ services: command: uvicorn chromadb.app:app --reload --workers 1 --host 0.0.0.0 --port 8000 --log-config log_config.yml environment: - IS_PERSISTENT=TRUE + - CHROMA_SERVER_AUTH_PROVIDER=${CHROMA_SERVER_AUTH_PROVIDER} + - CHROMA_SERVER_AUTH_PROVIDER_CONFIG=${CHROMA_SERVER_AUTH_PROVIDER_CONFIG} ports: - 8000:8000 networks: diff --git a/docs/CIP_2_Auth_Providers_Proposal.md b/docs/CIP_2_Auth_Providers_Proposal.md new file mode 100644 index 00000000000..2652f626523 --- /dev/null +++ b/docs/CIP_2_Auth_Providers_Proposal.md @@ -0,0 +1,190 @@ +# CIP-2: Auth Providers Proposal + +## Status + +Current Status: `Under Discussion` + +## **Motivation** + +Currently, Chroma does not provide any authentication mechanism. This CIP proposes to +to add authentication abstractions and basic authentication mechanisms to Chroma. + +There are intrinsic and extrinsic motivations for this CIP. The intrinsic motivation +is to provide a secure way to access Chroma as adoption grows and the team is gearing up to release a cloud offering. +The extrinsic motivation is driven by the community which is deploying Chroma in both public and private clouds and +in test and production environments. The community has expressed the need for authentication and authorization. + +> Observation: We consider the Auth to be applicable to client-server mode. + +## **Public Interfaces** + +Changes to the public interface are related to the `Settings` class where we introduce new optional attributes to +control server and client-side auth providers. + +## **Proposed Changes** + +We propose two abstraction groups, one for the server-side and another for the client-side. In +addition we also introduce a FastAPI/startlette middleware adapter which will allow using the server-side abstractions +in the context of FastAPI. For client-side we rely on `requests` + +### Architecture Overview + +Architecture Overview: + +![cip-2-arch.png](assets/cip-2-arch.png) + +Request Sequence: + +![cip-2-seq.png](assets/cip-2-seq.png) + +### Constraints + +This section provides teh architectural constraints for the authentication framework. The constraints are set of +restrictions we impose to make the design simpler and more robust. + +- There must be at most one active client-side auth provider +- There must be at most one active client-side credentials provider +- There must be at most one active server-side auth provider +- There must be at most one active server-side auth configuration provider +- There must be at most one active server-side auth credentials provider + +### Core Concepts + +- Auth Provider - an abstraction that provides authentication functionality for either client or server-side. The + provider is responsible for validating client credentials using (if available) configuration and credentials + providers. The auth provider is also responsible for carrying the Chroma-leg of any authentication flow. +- Auth Configuration Provider - an abstraction that provides configuration for auth providers. The configuration can be + loaded from a file, env vars or programmatically. The configuration is used for validating and/or accessing user + credentials. Examples: secret key for JWT token based auth, DB URL for DB based auth, etc. Depending on sensitivity of + the information stored in the configuration, the provider should implement the necessary interfaces to access such + information in a secure way. +- Auth Credentials Provider - an abstraction that provides credentials for auth providers. The credentials can be + loaded from a file, env vars or programmatically. The credentials are used for validating client-side credentials (for + sever-side auth) and retrieving or generating client-side credentials (for client-side auth). + +#### Abstractions + +##### Server-Side + +We suggest multiple abstractions on the server-side to allow for easy integration with different auth providers. +We suggest the following abstractions: + +> Note: All abstractions are defined under `chromadb.auth` package + +- `ServerAuthProvider` - this is the base server auth provider abstraction that allows any server implementation of + Chroma to support variety of auth providers. The main responsibility of the auth provider is to orchestrate the auth + flow by gluing together the auth configuration and credentials providers. +- `ChromaAuthMiddleware` - The auth middleware is effectively an adapter responsible for providing server specific + implementation of the auth middleware. This includes three general types of operations - forwarding authentication to + the auth provider, instrumenting the server if needed to support a specific auth flow, ignore certain + actions/operations (e.g. in REST this would be verb+path) that should not be authenticated. +- `ServerAuthenticationRequest` - An abstraction for querying for authentication data from server specific + implementation. +- `ServerAuthenticationResponse` - An abstraction for returning authentication data to server specific implementation. +- `ServerAuthConfigurationProvider` - this is the base abstraction for auth configuration providers. The provider is + responsible for loading auth configuration from a file, env vars or programmatically. +- `AbstractCredentials` - base abstraction for credentials encapsulation from server to Auth Credentials Provider. +- `ServerAuthCredentialsProvider` - this is the base abstraction for auth credentials providers. The provider is + responsible for verifying client credentials. + +##### Client-Side + +We suggest multiple abstractions on the client-side to allow for easy integration with different auth providers. + +- `ClientAuthProvider` - this is the base client auth provider abstraction that allows any client implementation of + Chroma to support variety of auth providers. The main responsibility of the auth provider is to orchestrate the auth + flow by gluing together the auth configuration and credentials providers, and any possible auth workflows (e.g. OAuth) +- `ClientAuthConfigurationProvider` - this is the base abstraction for auth configuration providers. The provider is + responsible for loading auth configuration from a file, env vars or programmatically. +- `ClientAuthCredentialsProvider` - this is the base abstraction for auth credentials providers. The provider is + responsible for verifying client credentials. +- `AbstractCredentials` - base abstraction for credentials encapsulation from client to Auth Credentials Provider. +- `ClientAuthProtocolAdapter` - this is an abstraction that allows for client-side auth providers to communicate with + backends using variety of protocols and libraries (e.g. `requests`, `gRPC` etc). The adapter is responsible for + translating the auth requests to generated by the credentials provider to a protocol specific message. + +#### Workflows + +##### Server-Side + +![cip-2-server-side-wf.png](assets/cip-2-server-side-wf.png) + +##### Client-Side + +![cip-2-client-side-wf.png](assets/cip-2-client-side-wf.png) + +### Configuration + +#### Server-side + +TBD + +#### Client-side + + + +### Reasoning + +- Server-side abstraction - it is very useful as the intention is to support a variety of auth providers. +- Client-side abstraction - similar reasoning but from client's perspective. It will allow for both standard and + non-standard auth provider plugins to be added without further impacting the client side +- Backend (fastAPI) adapter - this is a backend-specific way of loading server-side auth provider plugins. It will also + serve as a template/blueprint when it comes to introducing the auth plugins to another backend framework (e.g. Flask) + +We also propose that each auth provider on either side must be configurable via three main methods depending on +developer preference: + +- File-base - a configuration file that provides the requisite config and credentials (recommended for production) +- Env - configuration through environment variables (this can also apply for the file-based config, which can be + specified in env var) +- Programmatically - provide requisite configuration through CLI or directly in code (it is left for the developer to + decide how such configuration is loaded and made available to the auth provider) - this is possibly the least secure + and should be used for testing + +The intention is to start with two minimal but useful Auth providers: + +- Basic Auth - base64 encoded user and password credentials. The credentials will be static in nature and defined via + auth provider config +- Token - A simple static token implementation + +Both of the above providers will rely on the `Authorization` header to achieve their functionality. + +> Both initial providers are there to help introduce a bear minimum security but are not recommended for production use + +Further work: + +- Introduction of JWT and mTLS auth providers +- API Keys +- Chroma managed user store - this would be similar to what standard DBMS’ are doing today - maintain a table with users + and salted password hashes +- K8s RBAC integration (for cloud-native deployments) +- GCP service accounts? +- SPIFFE and SPIRE integrations +- Go and Java client-side auth providers (for other impl like Rust and Ruby, we need to discuss with respective + maintainers) + +> Note: this CIP intentionally does not tackle authZ but acknowledges that authN and authZ must work in tandem in future +> releases + +## **Compatibility, Deprecation, and Migration Plan** + +This change, introducing a pluggable auth framework is no impacting compatibility of existing deployments and users can +upgrade and use the new framework without the need for migration. + +No deprecations. + +## **Test Plan** + +We will introduce a new set of tests to verify both client and server-side auth providers. + +## **Rejected Alternatives** + +We have considered direct middleware Auth or existing third-party libraries for FastAPI integration with auth providers, +but that will create a dependency for Chroma on FastAPI itself. + +We have also considered using OAuth 2.0 or OIDC however the challenge there is that both of these protocols are +generally intended for User (human) auth whereas in our case we have a system-to-system auth. 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If you are using Chroma in a standalone mode, authentication is not applicable.\n", + "\n", + "## Concepts\n", + "\n", + "### Architecture Overview\n", + "\n", + "![Authentication Architecture](assets/auth-architecture.png \"Authentication Architecture\")\n", + "\n", + "### Authentication Flow (Sequence)\n", + "\n", + "The authentication sequence is applied for every request. It is important to understand that credential computation or retrieval (e.g. from external auth providers) is only done once for the first authenticated request. Subsequent requests will use the same credentials.\n", + "\n", + "The authentication flow is as follows:\n", + "\n", + "![Authentication Flow](assets/auh-sequence.png \"Authentication Flow\")\n", + "\n", + "### Preemptive Authentication\n", + "\n", + "In its current release the authentication in Chroma works in a preemptive mode. This means that the client is responsible for sending the authentication information on every request. The server will not challenge the client for authentication.\n", + "\n", + "> **Warning**: There are security risks involved with preemptive authentication in that the client might unintentionally send credentials to malicious or unintended server. When deploying authentication users are encouraged to use HTTPS (always verify server certs), to use secure providers (e.g. JWT) \n", + "> and apply good security practices.\n", + "\n", + "### Authentication Provider\n", + "\n", + "Authentication in Chroma is handled by Authentication Providers. Providers are pluggable modules that allow Chroma to abstract the authentication mechanism from the rest of the system.\n", + "\n", + "Chroma ships with the following build-in providers:\n", + "- Basic Authentication\n", + "- JWT Authentication (work in progress)\n", + "\n", + "### Client-side Authentication\n", + "\n", + "Client-side authentication refers to the process of preparing and communicating credentials information on the client-side and sending that information the Chroma server.\n", + "\n", + "### Server-side Authentication\n", + "\n", + "Server-side authentication refers to the process of validating the credentials information received from the client and authenticating the client.\n" + ], + "metadata": { + "collapsed": false + }, + "id": "eae631e46b4c1115" + }, + { + "cell_type": "markdown", + "source": [ + "## Configuration\n", + "\n", + "### Server Configuration\n", + "\n", + "In order for the server to provide auth it needs several pieces of information and depending on the authentication provider you may or may not need to provide all of them.\n", + "\n", + "- `CHROMA_SERVER_AUTH_PROVIDER` - It indicates the authentication provider class to use. In this case we are using the `chromadb.auth.basic.BasicAuthServerProvider` class (it is also possible to use `basic` as a shorthand).\n", + "- `CHROMA_SERVER_AUTH_CREDENTIALS_PROVIDER` - The credentials provider is a way for the server to validate the provided auth information from the client. You can use `chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider` to validate against a file in htpasswd format (user:password) - single line with bcrypt hash for password. Alternatively you can use a shorthand to load providers (e.g. `htpasswd_file` for `chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider`).\n", + "- `CHROMA_SERVER_AUTH_CREDENTIALS_FILE` - The path to the credentials file in case the credentials provider requires it. In this case we are using the `chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider` provider which requires a file path.\n", + "\n", + "\n", + "### Client Configuration\n", + "\n", + "Similarly on the client side we need to provide the following configuration parameters:\n", + "\n", + "- `CHROMA_CLIENT_AUTH_PROVIDER` - It indicates the authentication provider class to use. In this case we are using the `chromadb.auth.basic.BasicAuthClientProvider` class or `basic` shorthand.\n", + "- `CHROMA_CLIENT_AUTH_CREDENTIALS` - The auth credentials to be passed to the provider. In this case we are using the `admin:admin` credentials as we'll be using Basic Auth.\n" + ], + "metadata": { + "collapsed": false + }, + "id": "87d45f79aed65e21" + }, + { + "cell_type": "markdown", + "source": [ + "## Setting Up\n", + "\n", + "### Before You Begin\n", + "\n", + "Make sure you have either `chromadb` or `chromadb-client` installed. You can do that by running the following command:\n", + "\n", + "```bash\n", + "pip install chromadb\n", + "```\n", + "or\n", + "\n", + "```bash\n", + "pip install chromadb-client\n", + "```\n", + "\n", + "Make sure Chroma Server is running. Use one of the following methods to start the server:\n", + "\n", + "From the command line:\n", + "\n", + "> Note: The below options will configure the server to use Basic Authentication with the username `admin` and password `admin`.\n", + "\n", + "```bash\n", + "export CHROMA_USER=admin\n", + "export CHROMA_PASSWORD=admin\n", + "docker run --rm --entrypoint htpasswd httpd:2 -Bbn ${CHROMA_USER} ${CHROMA_PASSWORD} > server.htpasswd\n", + "CHROMA_SERVER_AUTH_CREDENTIALS_FILE=\"./server.htpasswd\" \\\n", + "CHROMA_SERVER_AUTH_CREDENTIALS_PROVIDER='chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider' \\\n", + "CHROMA_SERVER_AUTH_PROVIDER='chromadb.auth.basic.BasicAuthServerProvider' \\\n", + "uvicorn chromadb.app:app --workers 1 --host 0.0.0.0 --port 8000 --proxy-headers --log-config log_config.yml\n", + "```\n", + "\n", + "With Docker Compose:\n", + "\n", + "> Note: You need to clone the git repository first and run the command from the repository root.\n", + "\n", + "```bash\n", + "export CHROMA_USER=admin\n", + "export CHROMA_PASSWORD=admin\n", + "docker run --rm --entrypoint htpasswd httpd:2 -Bbn ${CHROMA_USER} ${CHROMA_PASSWORD} > server.htpasswd\n", + "cat << EOF > .env\n", + "CHROMA_SERVER_AUTH_CREDENTIALS_FILE=\"/chroma/server.htpasswd\"\n", + "CHROMA_SERVER_AUTH_CREDENTIALS_PROVIDER='chromadb.auth.providers.HtpasswdFileServerAuthCredentialsProvider'\n", + "CHROMA_SERVER_AUTH_PROVIDER='chromadb.auth.basic.BasicAuthServerProvider'\n", + "EOF\n", + "docker-compose up -d --build \n", + "```\n" + ], + "metadata": { + "collapsed": false + }, + "id": "af49d8c78f2f7347" + }, + { + "cell_type": "markdown", + "source": [ + "### Basic Authentication" + ], + "metadata": { + "collapsed": false + }, + "id": "fc77d909233f2645" + }, + { + "cell_type": "code", + "execution_count": 2, + "outputs": [ + { + "data": { + "text/plain": "[]" + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import chromadb\n", + "from chromadb import Settings\n", + "\n", + "client = chromadb.HttpClient(\n", + " settings=Settings(chroma_client_auth_provider=\"chromadb.auth.basic.BasicAuthClientProvider\",chroma_client_auth_credentials=\"admin:admin\"))\n", + "client.heartbeat() # this should work with or without authentication - it is a public endpoint\n", + "\n", + "client.get_version() # this should work with or without authentication - it is a public endpoint\n", + "\n", + "client.list_collections() # this is a protected endpoint and requires authentication\n", + "\n" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-08-22T00:33:16.354523Z", + "start_time": "2023-08-22T00:33:15.715736Z" + } + }, + "id": "8f9307acce25f672" + }, + { + "cell_type": "markdown", + "source": [ + "#### Verifying Authentication (Negative Test)" + ], + "metadata": { + "collapsed": false + }, + "id": "6b75f04e59cb1d42" + }, + { + "cell_type": "code", + "execution_count": 3, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "As expected, you are not authorized to access protected endpoints.\n" + ] + } + ], + "source": [ + "# Try to access a protected endpoint without authentication\n", + "import sys\n", + "\n", + "client = chromadb.HttpClient()\n", + "try:\n", + " client.list_collections()\n", + "except Exception as e:\n", + " if \"Unauthorized\" in str(e):\n", + " print(\"As expected, you are not authorized to access protected endpoints.\", file=sys.stderr)\n", + " else:\n", + " raise e" + ], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "end_time": "2023-08-22T00:33:19.119718Z", + "start_time": "2023-08-22T00:33:19.097558Z" + } + }, + "id": "c0c3240ed4d70a79" + }, + { + "cell_type": "code", + "execution_count": null, + "outputs": [], + "source": [], + "metadata": { + "collapsed": false, + "ExecuteTime": { + "start_time": "2023-08-11T15:58:07.272237Z" + } + }, + "id": "ab8b90d83f02eda" + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.6" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/pyproject.toml b/pyproject.toml index 4f8d34c760d..b7ae444bf96 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -30,7 +30,8 @@ dependencies = [ 'tqdm >= 4.65.0', 'overrides >= 7.3.1', 'importlib-resources', - 'graphlib_backport >= 1.0.3; python_version < "3.9"' + 'graphlib_backport >= 1.0.3; python_version < "3.9"', + 'bcrypt >= 4.0.1' ] [tool.black] diff --git a/requirements.txt b/requirements.txt index 04387f95cd0..c23a24cafdb 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,3 +1,4 @@ +bcrypt==4.0.1 chroma-hnswlib==0.7.2 fastapi>=0.95.2, <0.100.0 graphlib_backport==1.0.3; python_version < '3.9'