Merge pull request #2704 from BerriAI/litellm_jwt_auth_improvements_3

fix(handle_jwt.py): enable team-based jwt-auth access

docs/my-website/docs/proxy/token_auth.md

@@ -124,7 +124,7 @@ general_settings:
 ### Allowed LiteLLM scopes
 
 ```python
-class LiteLLMProxyRoles(LiteLLMBase):
+class LiteLLM_JWTAuth(LiteLLMBase):
     proxy_admin: str = "litellm_proxy_admin"
     proxy_user: str = "litellm_user" # 👈 Not implemented yet, for JWT-Auth.
 ```

litellm/proxy/_types.py

@@ -1,4 +1,5 @@
 from pydantic import BaseModel, Extra, Field, root_validator, Json, validator
+from dataclasses import fields
 import enum
 from typing import Optional, List, Union, Dict, Literal, Any
 from datetime import datetime
@@ -37,9 +38,97 @@ class LiteLLMBase(BaseModel):
         protected_namespaces = ()
 
 
-class LiteLLMProxyRoles(LiteLLMBase):
+class LiteLLMRoutes(enum.Enum):
-    proxy_admin: str = "litellm_proxy_admin"
+    openai_routes: List = [  # chat completions
-    proxy_user: str = "litellm_user"
+        "/openai/deployments/{model}/chat/completions",
+        "/chat/completions",
+        "/v1/chat/completions",
+        # completions
+        "/openai/deployments/{model}/completions",
+        "/completions",
+        "/v1/completions",
+        # embeddings
+        "/openai/deployments/{model}/embeddings",
+        "/embeddings",
+        "/v1/embeddings",
+        # image generation
+        "/images/generations",
+        "/v1/images/generations",
+        # audio transcription
+        "/audio/transcriptions",
+        "/v1/audio/transcriptions",
+        # moderations
+        "/moderations",
+        "/v1/moderations",
+        # models
+        "/models",
+        "/v1/models",
+    ]
+
+    info_routes: List = ["/key/info", "/team/info", "/user/info", "/model/info"]
+
+    management_routes: List = [  # key
+        "/key/generate",
+        "/key/update",
+        "/key/delete",
+        "/key/info",
+        # user
+        "/user/new",
+        "/user/update",
+        "/user/delete",
+        "/user/info",
+        # team
+        "/team/new",
+        "/team/update",
+        "/team/delete",
+        "/team/info",
+        # model
+        "/model/new",
+        "/model/update",
+        "/model/delete",
+        "/model/info",
+    ]
+
+
+class LiteLLM_JWTAuth(LiteLLMBase):
+    """
+    A class to define the roles and permissions for a LiteLLM Proxy w/ JWT Auth.
+
+    Attributes:
+    - admin_jwt_scope: The JWT scope required for proxy admin roles.
+    - admin_allowed_routes: list of allowed routes for proxy admin roles.
+    - team_jwt_scope: The JWT scope required for proxy team roles.
+    - team_id_jwt_field: The field in the JWT token that stores the team ID. Default - `client_id`.
+    - team_allowed_routes: list of allowed routes for proxy team roles.
+    - end_user_id_jwt_field: Default - `sub`. The field in the JWT token that stores the end-user ID. Turn this off by setting to `None`. Enables end-user cost tracking.
+
+    See `auth_checks.py` for the specific routes
+    """
+
+    admin_jwt_scope: str = "litellm_proxy_admin"
+    admin_allowed_routes: List[
+        Literal["openai_routes", "info_routes", "management_routes"]
+    ] = ["management_routes"]
+    team_jwt_scope: str = "litellm_team"
+    team_id_jwt_field: str = "client_id"
+    team_allowed_routes: List[
+        Literal["openai_routes", "info_routes", "management_routes"]
+    ] = ["openai_routes", "info_routes"]
+    end_user_id_jwt_field: Optional[str] = "sub"
+    public_key_ttl: float = 600
+
+    def __init__(self, **kwargs: Any) -> None:
+        # get the attribute names for this Pydantic model
+        allowed_keys = self.__annotations__.keys()
+
+        invalid_keys = set(kwargs.keys()) - allowed_keys
+
+        if invalid_keys:
+            raise ValueError(
+                f"Invalid arguments provided: {', '.join(invalid_keys)}. Allowed arguments are: {', '.join(allowed_keys)}."
+            )
+
+        super().__init__(**kwargs)
 
 
 class LiteLLMPromptInjectionParams(LiteLLMBase):

litellm/proxy/auth/auth_checks.py

@@ -8,15 +8,23 @@ Run checks for:
 2. If user is in budget 
 3. If end_user ('user' passed to /chat/completions, /embeddings endpoint) is in budget 
 """
-from litellm.proxy._types import LiteLLM_UserTable, LiteLLM_EndUserTable
+from litellm.proxy._types import (
+    LiteLLM_UserTable,
+    LiteLLM_EndUserTable,
+    LiteLLM_JWTAuth,
+    LiteLLM_TeamTable,
+    LiteLLMRoutes,
+)
 from typing import Optional, Literal
 from litellm.proxy.utils import PrismaClient
 from litellm.caching import DualCache
 
+all_routes = LiteLLMRoutes.openai_routes.value + LiteLLMRoutes.management_routes.value
+
 
 def common_checks(
     request_body: dict,
-    user_object: LiteLLM_UserTable,
+    team_object: LiteLLM_TeamTable,
     end_user_object: Optional[LiteLLM_EndUserTable],
 ) -> bool:
     """
@@ -30,19 +38,20 @@ def common_checks(
     # 1. If user can call model
     if (
         _model is not None
-        and len(user_object.models) > 0
+        and len(team_object.models) > 0
-        and _model not in user_object.models
+        and _model not in team_object.models
     ):
         raise Exception(
-            f"User={user_object.user_id} not allowed to call model={_model}. Allowed user models = {user_object.models}"
+            f"Team={team_object.team_id} not allowed to call model={_model}. Allowed team models = {team_object.models}"
         )
-    # 2. If user is in budget
+    # 2. If team is in budget
     if (
-        user_object.max_budget is not None
+        team_object.max_budget is not None
-        and user_object.spend > user_object.max_budget
+        and team_object.spend is not None
+        and team_object.spend > team_object.max_budget
     ):
         raise Exception(
-            f"User={user_object.user_id} over budget. Spend={user_object.spend}, Budget={user_object.max_budget}"
+            f"Team={team_object.team_id} over budget. Spend={team_object.spend}, Budget={team_object.max_budget}"
         )
     # 3. If end_user ('user' passed to /chat/completions, /embeddings endpoint) is in budget
     if end_user_object is not None and end_user_object.litellm_budget_table is not None:
@@ -54,52 +63,79 @@ def common_checks(
     return True
 
 
+def _allowed_routes_check(user_route: str, allowed_routes: list) -> bool:
+    for allowed_route in allowed_routes:
+        if (
+            allowed_route == LiteLLMRoutes.openai_routes.name
+            and user_route in LiteLLMRoutes.openai_routes.value
+        ):
+            return True
+        elif (
+            allowed_route == LiteLLMRoutes.info_routes.name
+            and user_route in LiteLLMRoutes.info_routes.value
+        ):
+            return True
+        elif (
+            allowed_route == LiteLLMRoutes.management_routes.name
+            and user_route in LiteLLMRoutes.management_routes.value
+        ):
+            return True
+        elif allowed_route == user_route:
+            return True
+    return False
+
+
 def allowed_routes_check(
-    user_role: Literal["proxy_admin", "app_owner"],
+    user_role: Literal["proxy_admin", "team"],
-    route: str,
+    user_route: str,
-    allowed_routes: Optional[list] = None,
+    litellm_proxy_roles: LiteLLM_JWTAuth,
 ) -> bool:
     """
     Check if user -> not admin - allowed to access these routes
     """
-    openai_routes = [
+
-        # chat completions
-        "/openai/deployments/{model}/chat/completions",
-        "/chat/completions",
-        "/v1/chat/completions",
-        # completions
-        # embeddings
-        "/openai/deployments/{model}/embeddings",
-        "/embeddings",
-        "/v1/embeddings",
-        # image generation
-        "/images/generations",
-        "/v1/images/generations",
-        # audio transcription
-        "/audio/transcriptions",
-        "/v1/audio/transcriptions",
-        # moderations
-        "/moderations",
-        "/v1/moderations",
-        # models
-        "/models",
-        "/v1/models",
-    ]
-    info_routes = ["/key/info", "/team/info", "/user/info", "/model/info"]
-    default_routes = openai_routes + info_routes
     if user_role == "proxy_admin":
-        return True
+        if litellm_proxy_roles.admin_allowed_routes is None:
-    elif user_role == "app_owner":
+            is_allowed = _allowed_routes_check(
-        if allowed_routes is None:
+                user_route=user_route, allowed_routes=["management_routes"]
-            if route in default_routes:  # check default routes
+            )
-                return True
+            return is_allowed
-        elif route in allowed_routes:
+        elif litellm_proxy_roles.admin_allowed_routes is not None:
-            return True
+            is_allowed = _allowed_routes_check(
-        else:
+                user_route=user_route,
-            return False
+                allowed_routes=litellm_proxy_roles.admin_allowed_routes,
+            )
+            return is_allowed
+
+    elif user_role == "team":
+        if litellm_proxy_roles.team_allowed_routes is None:
+            """
+            By default allow a team to call openai + info routes
+            """
+            is_allowed = _allowed_routes_check(
+                user_route=user_route, allowed_routes=["openai_routes", "info_routes"]
+            )
+            return is_allowed
+        elif litellm_proxy_roles.team_allowed_routes is not None:
+            is_allowed = _allowed_routes_check(
+                user_route=user_route,
+                allowed_routes=litellm_proxy_roles.team_allowed_routes,
+            )
+            return is_allowed
     return False
 
 
+def get_actual_routes(allowed_routes: list) -> list:
+    actual_routes: list = []
+    for route_name in allowed_routes:
+        try:
+            route_value = LiteLLMRoutes[route_name].value
+            actual_routes = actual_routes + route_value
+        except KeyError:
+            actual_routes.append(route_name)
+    return actual_routes
+
+
 async def get_end_user_object(
     end_user_id: Optional[str],
     prisma_client: Optional[PrismaClient],
@@ -135,3 +171,75 @@ async def get_end_user_object(
         return LiteLLM_EndUserTable(**response.dict())
     except Exception as e:  # if end-user not in db
         return None
+
+
+async def get_user_object(self, user_id: str) -> LiteLLM_UserTable:
+    """
+    - Check if user id in proxy User Table
+    - if valid, return LiteLLM_UserTable object with defined limits
+    - if not, then raise an error
+    """
+    if self.prisma_client is None:
+        raise Exception(
+            "No DB Connected. See - https://docs.litellm.ai/docs/proxy/virtual_keys"
+        )
+
+    # check if in cache
+    cached_user_obj = self.user_api_key_cache.async_get_cache(key=user_id)
+    if cached_user_obj is not None:
+        if isinstance(cached_user_obj, dict):
+            return LiteLLM_UserTable(**cached_user_obj)
+        elif isinstance(cached_user_obj, LiteLLM_UserTable):
+            return cached_user_obj
+    # else, check db
+    try:
+        response = await self.prisma_client.db.litellm_usertable.find_unique(
+            where={"user_id": user_id}
+        )
+
+        if response is None:
+            raise Exception
+
+        return LiteLLM_UserTable(**response.dict())
+    except Exception as e:
+        raise Exception(
+            f"User doesn't exist in db. User={user_id}. Create user via `/user/new` call."
+        )
+
+
+async def get_team_object(
+    team_id: str,
+    prisma_client: Optional[PrismaClient],
+    user_api_key_cache: DualCache,
+) -> LiteLLM_TeamTable:
+    """
+    - Check if team id in proxy Team Table
+    - if valid, return LiteLLM_TeamTable object with defined limits
+    - if not, then raise an error
+    """
+    if prisma_client is None:
+        raise Exception(
+            "No DB Connected. See - https://docs.litellm.ai/docs/proxy/virtual_keys"
+        )
+
+    # check if in cache
+    cached_team_obj = user_api_key_cache.async_get_cache(key=team_id)
+    if cached_team_obj is not None:
+        if isinstance(cached_team_obj, dict):
+            return LiteLLM_TeamTable(**cached_team_obj)
+        elif isinstance(cached_team_obj, LiteLLM_TeamTable):
+            return cached_team_obj
+    # else, check db
+    try:
+        response = await prisma_client.db.litellm_teamtable.find_unique(
+            where={"team_id": team_id}
+        )
+
+        if response is None:
+            raise Exception
+
+        return LiteLLM_TeamTable(**response.dict())
+    except Exception as e:
+        raise Exception(
+            f"Team doesn't exist in db. Team={team_id}. Create team via `/team/new` call."
+        )

litellm/proxy/auth/handle_jwt.py

@@ -12,7 +12,7 @@ import json
 import os
 from litellm.caching import DualCache
 from litellm._logging import verbose_proxy_logger
-from litellm.proxy._types import LiteLLMProxyRoles, LiteLLM_UserTable
+from litellm.proxy._types import LiteLLM_JWTAuth, LiteLLM_UserTable
 from litellm.proxy.utils import PrismaClient
 from typing import Optional
 
@@ -70,68 +70,43 @@ class JWTHandler:
         self,
         prisma_client: Optional[PrismaClient],
         user_api_key_cache: DualCache,
-        litellm_proxy_roles: LiteLLMProxyRoles,
+        litellm_jwtauth: LiteLLM_JWTAuth,
     ) -> None:
         self.prisma_client = prisma_client
         self.user_api_key_cache = user_api_key_cache
-        self.litellm_proxy_roles = litellm_proxy_roles
+        self.litellm_jwtauth = litellm_jwtauth
 
     def is_jwt(self, token: str):
         parts = token.split(".")
         return len(parts) == 3
 
     def is_admin(self, scopes: list) -> bool:
-        if self.litellm_proxy_roles.proxy_admin in scopes:
+        if self.litellm_jwtauth.admin_jwt_scope in scopes:
             return True
         return False
 
-    def get_user_id(self, token: dict, default_value: str) -> str:
+    def is_team(self, scopes: list) -> bool:
+        if self.litellm_jwtauth.team_jwt_scope in scopes:
+            return True
+        return False
+
+    def get_end_user_id(self, token: dict, default_value: Optional[str]) -> str:
         try:
-            user_id = token["sub"]
+            if self.litellm_jwtauth.end_user_id_jwt_field is not None:
+                user_id = token[self.litellm_jwtauth.end_user_id_jwt_field]
+            else:
+                user_id = None
         except KeyError:
             user_id = default_value
         return user_id
 
     def get_team_id(self, token: dict, default_value: Optional[str]) -> Optional[str]:
         try:
-            team_id = token["client_id"]
+            team_id = token[self.litellm_jwtauth.team_id_jwt_field]
         except KeyError:
             team_id = default_value
         return team_id
 
-    async def get_user_object(self, user_id: str) -> LiteLLM_UserTable:
-        """
-        - Check if user id in proxy User Table
-        - if valid, return LiteLLM_UserTable object with defined limits
-        - if not, then raise an error
-        """
-        if self.prisma_client is None:
-            raise Exception(
-                "No DB Connected. See - https://docs.litellm.ai/docs/proxy/virtual_keys"
-            )
-
-        # check if in cache
-        cached_user_obj = self.user_api_key_cache.async_get_cache(key=user_id)
-        if cached_user_obj is not None:
-            if isinstance(cached_user_obj, dict):
-                return LiteLLM_UserTable(**cached_user_obj)
-            elif isinstance(cached_user_obj, LiteLLM_UserTable):
-                return cached_user_obj
-        # else, check db
-        try:
-            response = await self.prisma_client.db.litellm_usertable.find_unique(
-                where={"user_id": user_id}
-            )
-
-            if response is None:
-                raise Exception
-
-            return LiteLLM_UserTable(**response.dict())
-        except Exception as e:
-            raise Exception(
-                f"User doesn't exist in db. User={user_id}. Create user via `/user/new` call."
-            )
-
     def get_scopes(self, token: dict) -> list:
         try:
             if isinstance(token["scope"], str):
@@ -162,7 +137,9 @@ class JWTHandler:
             keys = response.json()["keys"]
 
             await self.user_api_key_cache.async_set_cache(
-                key="litellm_jwt_auth_keys", value=keys, ttl=600  # cache for 10 mins
+                key="litellm_jwt_auth_keys",
+                value=keys,
+                ttl=self.litellm_jwtauth.public_key_ttl,  # cache for 10 mins
             )
         else:
             keys = cached_keys

litellm/proxy/proxy_server.py

@@ -113,7 +113,10 @@ from litellm.proxy.hooks.prompt_injection_detection import (
 from litellm.proxy.auth.auth_checks import (
     common_checks,
     get_end_user_object,
+    get_team_object,
+    get_user_object,
     allowed_routes_check,
+    get_actual_routes,
 )
 
 try:
@@ -359,71 +362,99 @@ async def user_api_key_auth(
                 scopes = jwt_handler.get_scopes(token=valid_token)
                 # check if admin
                 is_admin = jwt_handler.is_admin(scopes=scopes)
-                # get user id
+                # if admin return
-                user_id = jwt_handler.get_user_id(
+                if is_admin:
-                    token=valid_token, default_value=litellm_proxy_admin_name
+                    # check allowed admin routes
+                    is_allowed = allowed_routes_check(
+                        user_role="proxy_admin",
+                        user_route=route,
+                        litellm_proxy_roles=jwt_handler.litellm_jwtauth,
+                    )
+                    if is_allowed:
+                        return UserAPIKeyAuth()
+                    else:
+                        allowed_routes = (
+                            jwt_handler.litellm_jwtauth.admin_allowed_routes
+                        )
+                        actual_routes = get_actual_routes(allowed_routes=allowed_routes)
+                        raise Exception(
+                            f"Admin not allowed to access this route. Route={route}, Allowed Routes={actual_routes}"
+                        )
+                # check if team in scopes
+                is_team = jwt_handler.is_team(scopes=scopes)
+                if is_team == False:
+                    raise Exception(
+                        f"Missing both Admin and Team scopes from token. Either is required. Admin Scope={jwt_handler.litellm_jwtauth.admin_jwt_scope}, Team Scope={jwt_handler.litellm_jwtauth.team_jwt_scope}"
+                    )
+                # get team id
+                team_id = jwt_handler.get_team_id(token=valid_token, default_value=None)
+
+                if team_id is None:
+                    raise Exception(
+                        f"No team id passed in. Field checked in jwt token - '{jwt_handler.litellm_jwtauth.team_id_jwt_field}'"
+                    )
+                # check allowed team routes
+                is_allowed = allowed_routes_check(
+                    user_role="team",
+                    user_route=route,
+                    litellm_proxy_roles=jwt_handler.litellm_jwtauth,
+                )
+                if is_allowed == False:
+                    allowed_routes = jwt_handler.litellm_jwtauth.team_allowed_routes
+                    actual_routes = get_actual_routes(allowed_routes=allowed_routes)
+                    raise Exception(
+                        f"Team not allowed to access this route. Route={route}, Allowed Routes={actual_routes}"
                     )
 
-                end_user_object = None
+                # check if team in db
+                team_object = await get_team_object(
+                    team_id=team_id,
+                    prisma_client=prisma_client,
+                    user_api_key_cache=user_api_key_cache,
+                )
+
+                # common checks
+                # allow request
+
                 # get the request body
                 request_data = await _read_request_body(request=request)
-                # get user obj from cache/db -> run for admin too. Ensures, admin client id in db.
+
-                user_object = await jwt_handler.get_user_object(user_id=user_id)
+                end_user_object = None
-                if (
+                end_user_id = jwt_handler.get_end_user_id(
-                    request_data.get("user", None)
+                    token=valid_token, default_value=None
-                    and request_data["user"] != user_object.user_id
+                )
-                ):
+                if end_user_id is not None:
                     # get the end-user object
                     end_user_object = await get_end_user_object(
-                        end_user_id=request_data["user"],
+                        end_user_id=end_user_id,
                         prisma_client=prisma_client,
                         user_api_key_cache=user_api_key_cache,
                     )
                     # save the end-user object to cache
                     await user_api_key_cache.async_set_cache(
-                        key=request_data["user"], value=end_user_object
+                        key=end_user_id, value=end_user_object
                     )
 
                 # run through common checks
                 _ = common_checks(
                     request_body=request_data,
-                    user_object=user_object,
+                    team_object=team_object,
                     end_user_object=end_user_object,
                 )
                 # save user object in cache
                 await user_api_key_cache.async_set_cache(
-                    key=user_object.user_id, value=user_object
+                    key=team_object.team_id, value=team_object
                 )
-                # if admin return
+
-                if is_admin:
-                    return UserAPIKeyAuth(
-                        api_key=api_key,
-                        user_role="proxy_admin",
-                        user_id=user_id,
-                    )
-                else:
-                    is_allowed = allowed_routes_check(
-                        user_role="app_owner",
-                        route=route,
-                        allowed_routes=general_settings.get("allowed_routes", None),
-                    )
-                    if is_allowed:
                 # return UserAPIKeyAuth object
                 return UserAPIKeyAuth(
                     api_key=None,
-                            user_id=user_object.user_id,
+                    team_id=team_object.team_id,
-                            tpm_limit=user_object.tpm_limit,
+                    tpm_limit=team_object.tpm_limit,
-                            rpm_limit=user_object.rpm_limit,
+                    rpm_limit=team_object.rpm_limit,
-                            models=user_object.models,
+                    models=team_object.models,
                     user_role="app_owner",
                 )
-                    else:
-                        raise HTTPException(
-                            status_code=401,
-                            detail={
-                                "error": f"User={user_object.user_id} not allowed to access this route={route}."
-                            },
-                        )
         #### ELSE ####
         if master_key is None:
             if isinstance(api_key, str):
@@ -2698,12 +2729,14 @@ async def startup_event():
     proxy_logging_obj._init_litellm_callbacks()  # INITIALIZE LITELLM CALLBACKS ON SERVER STARTUP <- do this to catch any logging errors on startup, not when calls are being made
 
     ## JWT AUTH ##
+    if general_settings.get("litellm_jwtauth", None) is not None:
+        litellm_jwtauth = LiteLLM_JWTAuth(**general_settings["litellm_jwtauth"])
+    else:
+        litellm_jwtauth = LiteLLM_JWTAuth()
     jwt_handler.update_environment(
         prisma_client=prisma_client,
         user_api_key_cache=user_api_key_cache,
-        litellm_proxy_roles=LiteLLMProxyRoles(
+        litellm_jwtauth=litellm_jwtauth,
-            **general_settings.get("litellm_proxy_roles", {})
-        ),
     )
 
     if use_background_health_checks:

litellm/tests/test_jwt.py

@@ -12,7 +12,7 @@ sys.path.insert(
     0, os.path.abspath("../..")
 )  # Adds the parent directory to the system path
 import pytest
-from litellm.proxy._types import LiteLLMProxyRoles
+from litellm.proxy._types import LiteLLM_JWTAuth
 from litellm.proxy.auth.handle_jwt import JWTHandler
 from litellm.caching import DualCache
 from datetime import datetime, timedelta
@@ -28,17 +28,17 @@ public_key = {
 def test_load_config_with_custom_role_names():
     config = {
         "general_settings": {
-            "litellm_proxy_roles": {"proxy_admin": "litellm-proxy-admin"}
+            "litellm_proxy_roles": {"admin_jwt_scope": "litellm-proxy-admin"}
         }
     }
 
-    proxy_roles = LiteLLMProxyRoles(
+    proxy_roles = LiteLLM_JWTAuth(
         **config.get("general_settings", {}).get("litellm_proxy_roles", {})
     )
 
     print(f"proxy_roles: {proxy_roles}")
 
-    assert proxy_roles.proxy_admin == "litellm-proxy-admin"
+    assert proxy_roles.admin_jwt_scope == "litellm-proxy-admin"
 
 
 # test_load_config_with_custom_role_names()

litellm/utils.py

@@ -500,6 +500,9 @@ class ModelResponse(OpenAIObject):
             if choices is not None and isinstance(choices, list):
                 new_choices = []
                 for choice in choices:
+                    if isinstance(choice, StreamingChoices):
+                        _new_choice = choice
+                    elif isinstance(choice, dict):
                         _new_choice = StreamingChoices(**choice)
                     new_choices.append(_new_choice)
                 choices = new_choices
@@ -513,6 +516,9 @@ class ModelResponse(OpenAIObject):
             if choices is not None and isinstance(choices, list):
                 new_choices = []
                 for choice in choices:
+                    if isinstance(choice, Choices):
+                        _new_choice = choice
+                    elif isinstance(choice, dict):
                         _new_choice = Choices(**choice)
                     new_choices.append(_new_choice)
                 choices = new_choices
@@ -7231,7 +7237,7 @@ def exception_type(
                         exception_mapping_worked = True
                         raise APIError(
                             status_code=original_exception.status_code,
-                            message=f"AnthropicException - {original_exception.message}",
+                            message=f"AnthropicException - {original_exception.message}. Handle with `litellm.APIError`.",
                             llm_provider="anthropic",
                             model=model,
                             request=original_exception.request,