diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md index f6f987590..a8fe541fc 100644 --- a/docs/my-website/docs/providers/openai.md +++ b/docs/my-website/docs/providers/openai.md @@ -163,6 +163,7 @@ os.environ["OPENAI_API_BASE"] = "openaiai-api-base" # OPTIONAL | Model Name | Function Call | |-----------------------|-----------------------------------------------------------------| +| gpt-4-turbo | `response = completion(model="gpt-4-turbo", messages=messages)` | | gpt-4-turbo-preview | `response = completion(model="gpt-4-0125-preview", messages=messages)` | | gpt-4-0125-preview | `response = completion(model="gpt-4-0125-preview", messages=messages)` | | gpt-4-1106-preview | `response = completion(model="gpt-4-1106-preview", messages=messages)` | @@ -185,6 +186,7 @@ These also support the `OPENAI_API_BASE` environment variable, which can be used ## OpenAI Vision Models | Model Name | Function Call | |-----------------------|-----------------------------------------------------------------| +| gpt-4-turbo | `response = completion(model="gpt-4-turbo", messages=messages)` | | gpt-4-vision-preview | `response = completion(model="gpt-4-vision-preview", messages=messages)` | #### Usage diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py index d5f10262f..6fb12539f 100644 --- a/litellm/integrations/prometheus.py +++ b/litellm/integrations/prometheus.py @@ -25,21 +25,21 @@ class PrometheusLogger: self.litellm_requests_metric = Counter( name="litellm_requests_metric", documentation="Total number of LLM calls to litellm", - labelnames=["end_user", "key", "model", "team"], + labelnames=["end_user", "hashed_api_key", "model", "team"], ) # Counter for spend self.litellm_spend_metric = Counter( "litellm_spend_metric", "Total spend on LLM requests", - labelnames=["end_user", "key", "model", "team"], + labelnames=["end_user", "hashed_api_key", "model", "team"], ) # Counter for total_output_tokens self.litellm_tokens_metric = Counter( "litellm_total_tokens", "Total number of input + output tokens from LLM requests", - labelnames=["end_user", "key", "model", "team"], + labelnames=["end_user", "hashed_api_key", "model", "team"], ) except Exception as e: print_verbose(f"Got exception on init prometheus client {str(e)}") @@ -75,6 +75,15 @@ class PrometheusLogger: f"inside track_prometheus_metrics, model {model}, response_cost {response_cost}, tokens_used {tokens_used}, end_user_id {end_user_id}, user_api_key {user_api_key}" ) + if ( + user_api_key is not None + and isinstance(user_api_key, str) + and user_api_key.startswith("sk-") + ): + from litellm.proxy.utils import hash_token + + user_api_key = hash_token(user_api_key) + self.litellm_requests_metric.labels( end_user_id, user_api_key, model, user_api_team ).inc() diff --git a/litellm/llms/vertex_ai.py b/litellm/llms/vertex_ai.py index 176902e1a..69feef63c 100644 --- a/litellm/llms/vertex_ai.py +++ b/litellm/llms/vertex_ai.py @@ -349,8 +349,17 @@ def completion( print_verbose( f"VERTEX AI: vertex_project={vertex_project}; vertex_location={vertex_location}" ) + if vertex_credentials is not None and isinstance(vertex_credentials, str): + import google.oauth2.service_account - creds, _ = google.auth.default(quota_project_id=vertex_project) + json_obj = json.loads(vertex_credentials) + + creds = google.oauth2.service_account.Credentials.from_service_account_info( + json_obj, + scopes=["https://www.googleapis.com/auth/cloud-platform"], + ) + else: + creds, _ = google.auth.default(quota_project_id=vertex_project) print_verbose( f"VERTEX AI: creds={creds}; google application credentials: {os.getenv('GOOGLE_APPLICATION_CREDENTIALS')}" ) @@ -1171,6 +1180,7 @@ def embedding( encoding=None, vertex_project=None, vertex_location=None, + vertex_credentials=None, aembedding=False, print_verbose=None, ): @@ -1191,7 +1201,17 @@ def embedding( print_verbose( f"VERTEX AI: vertex_project={vertex_project}; vertex_location={vertex_location}" ) - creds, _ = google.auth.default(quota_project_id=vertex_project) + if vertex_credentials is not None and isinstance(vertex_credentials, str): + import google.oauth2.service_account + + json_obj = json.loads(vertex_credentials) + + creds = google.oauth2.service_account.Credentials.from_service_account_info( + json_obj, + scopes=["https://www.googleapis.com/auth/cloud-platform"], + ) + else: + creds, _ = google.auth.default(quota_project_id=vertex_project) print_verbose( f"VERTEX AI: creds={creds}; google application credentials: {os.getenv('GOOGLE_APPLICATION_CREDENTIALS')}" ) diff --git a/litellm/main.py b/litellm/main.py index 4c4a9540e..593fc7eae 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -1710,6 +1710,7 @@ def completion( encoding=encoding, vertex_location=vertex_ai_location, vertex_project=vertex_ai_project, + vertex_credentials=vertex_credentials, logging_obj=logging, acompletion=acompletion, ) @@ -2807,6 +2808,11 @@ def embedding( or litellm.vertex_location or get_secret("VERTEXAI_LOCATION") ) + vertex_credentials = ( + optional_params.pop("vertex_credentials", None) + or optional_params.pop("vertex_ai_credentials", None) + or get_secret("VERTEXAI_CREDENTIALS") + ) response = vertex_ai.embedding( model=model, @@ -2817,6 +2823,7 @@ def embedding( model_response=EmbeddingResponse(), vertex_project=vertex_ai_project, vertex_location=vertex_ai_location, + vertex_credentials=vertex_credentials, aembedding=aembedding, print_verbose=print_verbose, ) diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json index 3ace04f70..bf5adb430 100644 --- a/litellm/model_prices_and_context_window_backup.json +++ b/litellm/model_prices_and_context_window_backup.json @@ -75,7 +75,8 @@ "litellm_provider": "openai", "mode": "chat", "supports_function_calling": true, - "supports_parallel_function_calling": true + "supports_parallel_function_calling": true, + "supports_vision": true }, "gpt-4-turbo-2024-04-09": { "max_tokens": 4096, @@ -86,7 +87,8 @@ "litellm_provider": "openai", "mode": "chat", "supports_function_calling": true, - "supports_parallel_function_calling": true + "supports_parallel_function_calling": true, + "supports_vision": true }, "gpt-4-1106-preview": { "max_tokens": 4096, @@ -1268,8 +1270,21 @@ "litellm_provider": "gemini", "mode": "chat", "supports_function_calling": true, + "supports_vision": true, "source": "https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models#foundation_models" }, + "gemini/gemini-1.5-pro-latest": { + "max_tokens": 8192, + "max_input_tokens": 1048576, + "max_output_tokens": 8192, + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "litellm_provider": "gemini", + "mode": "chat", + "supports_function_calling": true, + "supports_vision": true, + "source": "https://ai.google.dev/models/gemini" + }, "gemini/gemini-pro-vision": { "max_tokens": 2048, "max_input_tokens": 30720, diff --git a/litellm/proxy/_experimental/out/404.html b/litellm/proxy/_experimental/out/404.html index b361a73b4..a2853cd76 100644 --- a/litellm/proxy/_experimental/out/404.html +++ b/litellm/proxy/_experimental/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

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"/openai/deployments/{model}/chat/completions", "/chat/completions", "/v1/chat/completions", @@ -77,7 +78,14 @@ class LiteLLMRoutes(enum.Enum): "/v1/models", ] - info_routes: List = ["/key/info", "/team/info", "/user/info", "/model/info"] + info_routes: List = [ + "/key/info", + "/team/info", + "/user/info", + "/model/info", + "/v2/model/info", + "/v2/key/info", + ] management_routes: List = [ # key "/key/generate", @@ -719,6 +727,10 @@ class ConfigYAML(LiteLLMBase): description="litellm Module settings. See __init__.py for all, example litellm.drop_params=True, litellm.set_verbose=True, litellm.api_base, litellm.cache", ) general_settings: Optional[ConfigGeneralSettings] = None + router_settings: Optional[dict] = Field( + None, + description="litellm router object settings. See router.py __init__ for all, example router.num_retries=5, router.timeout=5, router.max_retries=5, router.retry_after=5", + ) class Config: protected_namespaces = () diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 0f01f4e76..6deaee894 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1010,48 +1010,52 @@ async def user_api_key_auth( db=custom_db_client, ) ) - if route in LiteLLMRoutes.info_routes.value and ( - not _is_user_proxy_admin(user_id_information) - ): # check if user allowed to call an info route - if route == "/key/info": - # check if user can access this route - query_params = request.query_params - key = query_params.get("key") - if ( - key is not None - and prisma_client.hash_token(token=key) != api_key - ): - raise HTTPException( - status_code=status.HTTP_403_FORBIDDEN, - detail="user not allowed to access this key's info", - ) - elif route == "/user/info": - # check if user can access this route - query_params = request.query_params - user_id = query_params.get("user_id") - verbose_proxy_logger.debug( - f"user_id: {user_id} & valid_token.user_id: {valid_token.user_id}" - ) - if user_id != valid_token.user_id: - raise HTTPException( - status_code=status.HTTP_403_FORBIDDEN, - detail="key not allowed to access this user's info", - ) - elif route == "/model/info": - # /model/info just shows models user has access to + + if not _is_user_proxy_admin(user_id_information): # if non-admin + if route in LiteLLMRoutes.openai_routes.value: pass - elif route == "/team/info": - # check if key can access this team's info - query_params = request.query_params - team_id = query_params.get("team_id") - if team_id != valid_token.team_id: - raise HTTPException( - status_code=status.HTTP_403_FORBIDDEN, - detail="key not allowed to access this team's info", + elif ( + route in LiteLLMRoutes.info_routes.value + ): # check if user allowed to call an info route + if route == "/key/info": + # check if user can access this route + query_params = request.query_params + key = query_params.get("key") + if ( + key is not None + and prisma_client.hash_token(token=key) != api_key + ): + raise HTTPException( + status_code=status.HTTP_403_FORBIDDEN, + detail="user not allowed to access this key's info", + ) + elif route == "/user/info": + # check if user can access this route + query_params = request.query_params + user_id = query_params.get("user_id") + verbose_proxy_logger.debug( + f"user_id: {user_id} & valid_token.user_id: {valid_token.user_id}" ) + if user_id != valid_token.user_id: + raise HTTPException( + status_code=status.HTTP_403_FORBIDDEN, + detail="key not allowed to access this user's info", + ) + elif route == "/model/info": + # /model/info just shows models user has access to + pass + elif route == "/team/info": + # check if key can access this team's info + query_params = request.query_params + team_id = query_params.get("team_id") + if team_id != valid_token.team_id: + raise HTTPException( + status_code=status.HTTP_403_FORBIDDEN, + detail="key not allowed to access this team's info", + ) else: raise Exception( - f"Only master key can be used to generate, delete, update info for new keys/users." + f"Only master key can be used to generate, delete, update info for new keys/users/teams. Route={route}" ) # check if token is from litellm-ui, litellm ui makes keys to allow users to login with sso. These keys can only be used for LiteLLM UI functions @@ -2406,27 +2410,44 @@ class ProxyConfig: router = litellm.Router(**router_params, semaphore=semaphore) # type:ignore return router, model_list, general_settings - async def _delete_deployment(self, db_models: list): + def get_model_info_with_id(self, model) -> RouterModelInfo: + """ + Common logic across add + delete router models + Parameters: + - deployment + + Return model info w/ id + """ + if model.model_info is not None and isinstance(model.model_info, dict): + if "id" not in model.model_info: + model.model_info["id"] = model.model_id + _model_info = RouterModelInfo(**model.model_info) + else: + _model_info = RouterModelInfo(id=model.model_id) + return _model_info + + async def _delete_deployment(self, db_models: list) -> int: """ (Helper function of add deployment) -> combined to reduce prisma db calls - Create all up list of model id's (db + config) - Compare all up list to router model id's - Remove any that are missing + + Return: + - int - returns number of deleted deployments """ global user_config_file_path, llm_router combined_id_list = [] if llm_router is None: - return + return 0 ## DB MODELS ## for m in db_models: - if m.model_info is not None and isinstance(m.model_info, dict): - if "id" not in m.model_info: - m.model_info["id"] = m.model_id - combined_id_list.append(m.model_id) - else: - combined_id_list.append(m.model_id) + model_info = self.get_model_info_with_id(model=m) + if model_info.id is not None: + combined_id_list.append(model_info.id) + ## CONFIG MODELS ## config = await self.get_config(config_file_path=user_config_file_path) model_list = config.get("model_list", None) @@ -2436,21 +2457,73 @@ class ProxyConfig: for k, v in model["litellm_params"].items(): if isinstance(v, str) and v.startswith("os.environ/"): model["litellm_params"][k] = litellm.get_secret(v) - litellm_model_name = model["litellm_params"]["model"] - litellm_model_api_base = model["litellm_params"].get("api_base", None) - - model_id = litellm.Router()._generate_model_id( + model_id = llm_router._generate_model_id( model_group=model["model_name"], litellm_params=model["litellm_params"], ) combined_id_list.append(model_id) # ADD CONFIG MODEL TO COMBINED LIST router_model_ids = llm_router.get_model_ids() - # Check for model IDs in llm_router not present in combined_id_list and delete them + deleted_deployments = 0 for model_id in router_model_ids: if model_id not in combined_id_list: - llm_router.delete_deployment(id=model_id) + is_deleted = llm_router.delete_deployment(id=model_id) + if is_deleted is not None: + deleted_deployments += 1 + return deleted_deployments + + def _add_deployment(self, db_models: list) -> int: + """ + Iterate through db models + + for any not in router - add them. + + Return - number of deployments added + """ + import base64 + + if master_key is None or not isinstance(master_key, str): + raise Exception( + f"Master key is not initialized or formatted. master_key={master_key}" + ) + + if llm_router is None: + return 0 + + added_models = 0 + ## ADD MODEL LOGIC + for m in db_models: + _litellm_params = m.litellm_params + if isinstance(_litellm_params, dict): + # decrypt values + for k, v in _litellm_params.items(): + if isinstance(v, str): + # decode base64 + decoded_b64 = base64.b64decode(v) + # decrypt value + _litellm_params[k] = decrypt_value( + value=decoded_b64, master_key=master_key + ) + _litellm_params = LiteLLM_Params(**_litellm_params) + else: + verbose_proxy_logger.error( + f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}" + ) + continue # skip to next model + _model_info = self.get_model_info_with_id(model=m) + + added = llm_router.add_deployment( + deployment=Deployment( + model_name=m.model_name, + litellm_params=_litellm_params, + model_info=_model_info, + ) + ) + + if added is not None: + added_models += 1 + return added_models async def add_deployment( self, @@ -2498,13 +2571,7 @@ class ProxyConfig: ) continue # skip to next model - if m.model_info is not None and isinstance(m.model_info, dict): - if "id" not in m.model_info: - m.model_info["id"] = m.model_id - _model_info = RouterModelInfo(**m.model_info) - else: - _model_info = RouterModelInfo(id=m.model_id) - + _model_info = self.get_model_info_with_id(model=m) _model_list.append( Deployment( model_name=m.model_name, @@ -2522,39 +2589,7 @@ class ProxyConfig: await self._delete_deployment(db_models=new_models) ## ADD MODEL LOGIC - for m in new_models: - _litellm_params = m.litellm_params - if isinstance(_litellm_params, dict): - # decrypt values - for k, v in _litellm_params.items(): - if isinstance(v, str): - # decode base64 - decoded_b64 = base64.b64decode(v) - # decrypt value - _litellm_params[k] = decrypt_value( - value=decoded_b64, master_key=master_key - ) - _litellm_params = LiteLLM_Params(**_litellm_params) - else: - verbose_proxy_logger.error( - f"Invalid model added to proxy db. Invalid litellm params. litellm_params={_litellm_params}" - ) - continue # skip to next model - - if m.model_info is not None and isinstance(m.model_info, dict): - if "id" not in m.model_info: - m.model_info["id"] = m.model_id - _model_info = RouterModelInfo(**m.model_info) - else: - _model_info = RouterModelInfo(id=m.model_id) - - llm_router.add_deployment( - deployment=Deployment( - model_name=m.model_name, - litellm_params=_litellm_params, - model_info=_model_info, - ) - ) + self._add_deployment(db_models=new_models) llm_model_list = llm_router.get_model_list() @@ -2585,6 +2620,9 @@ class ProxyConfig: general_settings["alerting"] = _general_settings["alerting"] proxy_logging_obj.alerting = general_settings["alerting"] + # router settings + _router_settings = config_data.get("router_settings", {}) + llm_router.update_settings(**_router_settings) except Exception as e: verbose_proxy_logger.error( "{}\nTraceback:{}".format(str(e), traceback.format_exc()) @@ -2727,10 +2765,12 @@ async def generate_key_helper_fn( "model_max_budget": model_max_budget_json, "budget_id": budget_id, } + if ( - general_settings.get("allow_user_auth", False) == True - or _has_user_setup_sso() == True - ): + litellm.get_secret("DISABLE_KEY_NAME", False) == True + ): # allow user to disable storing abbreviated key name (shown in UI, to help figure out which key spent how much) + pass + else: key_data["key_name"] = f"sk-...{token[-4:]}" saved_token = copy.deepcopy(key_data) if isinstance(saved_token["aliases"], str): @@ -3216,7 +3256,7 @@ async def startup_event(): scheduler.add_job( proxy_config.add_deployment, "interval", - seconds=30, + seconds=10, args=[prisma_client, proxy_logging_obj], ) @@ -8188,6 +8228,16 @@ async def update_config(config_info: ConfigYAML): "success_callback" ] = combined_success_callback + # router settings + if config_info.router_settings is not None: + config.setdefault("router_settings", {}) + _updated_router_settings = config_info.router_settings + + config["router_settings"] = { + **config["router_settings"], + **_updated_router_settings, + } + # Save the updated config await proxy_config.save_config(new_config=config) @@ -8305,7 +8355,12 @@ async def get_config(): _data_to_return.append({"name": "slack", "variables": _slack_env_vars}) - return {"status": "success", "data": _data_to_return} + _router_settings = llm_router.get_settings() + return { + "status": "success", + "data": _data_to_return, + "router_settings": _router_settings, + } except Exception as e: traceback.print_exc() if isinstance(e, HTTPException): diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 970ba45c1..598a0732b 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -193,8 +193,8 @@ class ProxyLogging: # Convert the timedelta to float (in seconds) time_difference_float = time_difference.total_seconds() litellm_params = kwargs.get("litellm_params", {}) - api_base = litellm_params.get("api_base", "") model = kwargs.get("model", "") + api_base = litellm.get_api_base(model=model, optional_params=litellm_params) messages = kwargs.get("messages", "") return time_difference_float, model, api_base, messages diff --git a/litellm/router.py b/litellm/router.py index 8c2e21bff..abbd6343b 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -299,6 +299,7 @@ class Router: verbose_router_logger.info( f"Intialized router with Routing strategy: {self.routing_strategy}\n\nRouting fallbacks: {self.fallbacks}\n\nRouting context window fallbacks: {self.context_window_fallbacks}" ) + self.routing_strategy_args = routing_strategy_args def print_deployment(self, deployment: dict): """ @@ -2271,11 +2272,19 @@ class Router: return deployment - def add_deployment(self, deployment: Deployment): + def add_deployment(self, deployment: Deployment) -> Optional[Deployment]: + """ + Parameters: + - deployment: Deployment - the deployment to be added to the Router + + Returns: + - The added deployment + - OR None (if deployment already exists) + """ # check if deployment already exists if deployment.model_info.id in self.get_model_ids(): - return + return None # add to model list _deployment = deployment.to_json(exclude_none=True) @@ -2286,7 +2295,7 @@ class Router: # add to model names self.model_names.append(deployment.model_name) - return + return deployment def delete_deployment(self, id: str) -> Optional[Deployment]: """ @@ -2334,6 +2343,48 @@ class Router: return self.model_list return None + def get_settings(self): + """ + Get router settings method, returns a dictionary of the settings and their values. + For example get the set values for routing_strategy_args, routing_strategy, allowed_fails, cooldown_time, num_retries, timeout, max_retries, retry_after + """ + _all_vars = vars(self) + _settings_to_return = {} + vars_to_include = [ + "routing_strategy_args", + "routing_strategy", + "allowed_fails", + "cooldown_time", + "num_retries", + "timeout", + "max_retries", + "retry_after", + ] + + for var in vars_to_include: + if var in _all_vars: + _settings_to_return[var] = _all_vars[var] + return _settings_to_return + + def update_settings(self, **kwargs): + # only the following settings are allowed to be configured + _allowed_settings = [ + "routing_strategy_args", + "routing_strategy", + "allowed_fails", + "cooldown_time", + "num_retries", + "timeout", + "max_retries", + "retry_after", + ] + + for var in kwargs: + if var in _allowed_settings: + setattr(self, var, kwargs[var]) + else: + verbose_router_logger.debug("Setting {} is not allowed".format(var)) + def _get_client(self, deployment, kwargs, client_type=None): """ Returns the appropriate client based on the given deployment, kwargs, and client_type. diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py index f923339c0..a7296f03e 100644 --- a/litellm/tests/test_amazing_vertex_completion.py +++ b/litellm/tests/test_amazing_vertex_completion.py @@ -553,7 +553,12 @@ def test_gemini_pro_function_calling(): } ] - messages = [{"role": "user", "content": "What's the weather like in Boston today?"}] + messages = [ + { + "role": "user", + "content": "What's the weather like in Boston today in fahrenheit?", + } + ] completion = litellm.completion( model="gemini-pro", messages=messages, tools=tools, tool_choice="auto" ) @@ -586,7 +591,10 @@ def test_gemini_pro_function_calling(): } ] messages = [ - {"role": "user", "content": "What's the weather like in Boston today?"} + { + "role": "user", + "content": "What's the weather like in Boston today in fahrenheit?", + } ] completion = litellm.completion( model="gemini-pro", messages=messages, tools=tools, tool_choice="auto" @@ -594,6 +602,8 @@ def test_gemini_pro_function_calling(): print(f"completion: {completion}") assert completion.choices[0].message.content is None assert len(completion.choices[0].message.tool_calls) == 1 + except litellm.APIError as e: + pass except litellm.RateLimitError as e: pass except Exception as e: @@ -629,7 +639,12 @@ def test_gemini_pro_function_calling_streaming(): }, } ] - messages = [{"role": "user", "content": "What's the weather like in Boston today?"}] + messages = [ + { + "role": "user", + "content": "What's the weather like in Boston today in fahrenheit?", + } + ] try: completion = litellm.completion( model="gemini-pro", @@ -643,6 +658,8 @@ def test_gemini_pro_function_calling_streaming(): # assert len(completion.choices[0].message.tool_calls) == 1 for chunk in completion: print(f"chunk: {chunk}") + except litellm.APIError as e: + pass except litellm.RateLimitError as e: pass @@ -675,7 +692,10 @@ async def test_gemini_pro_async_function_calling(): } ] messages = [ - {"role": "user", "content": "What's the weather like in Boston today?"} + { + "role": "user", + "content": "What's the weather like in Boston today in fahrenheit?", + } ] completion = await litellm.acompletion( model="gemini-pro", messages=messages, tools=tools, tool_choice="auto" @@ -683,6 +703,8 @@ async def test_gemini_pro_async_function_calling(): print(f"completion: {completion}") assert completion.choices[0].message.content is None assert len(completion.choices[0].message.tool_calls) == 1 + except litellm.APIError as e: + pass except litellm.RateLimitError as e: pass except Exception as e: diff --git a/litellm/tests/test_bedrock_completion.py b/litellm/tests/test_bedrock_completion.py index 6827bc570..4b1781cd9 100644 --- a/litellm/tests/test_bedrock_completion.py +++ b/litellm/tests/test_bedrock_completion.py @@ -252,7 +252,10 @@ def test_bedrock_claude_3_tool_calling(): } ] messages = [ - {"role": "user", "content": "What's the weather like in Boston today?"} + { + "role": "user", + "content": "What's the weather like in Boston today in fahrenheit?", + } ] response: ModelResponse = completion( model="bedrock/anthropic.claude-3-sonnet-20240229-v1:0", diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index cbadb23c5..6b382dc0d 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -167,7 +167,12 @@ def test_completion_claude_3_function_call(): }, } ] - messages = [{"role": "user", "content": "What's the weather like in Boston today?"}] + messages = [ + { + "role": "user", + "content": "What's the weather like in Boston today in Fahrenheit?", + } + ] try: # test without max tokens response = completion( @@ -376,7 +381,12 @@ def test_completion_claude_3_function_plus_image(): ] tool_choice = {"type": "function", "function": {"name": "get_current_weather"}} - messages = [{"role": "user", "content": "What's the weather like in Boston today?"}] + messages = [ + { + "role": "user", + "content": "What's the weather like in Boston today in Fahrenheit?", + } + ] response = completion( model="claude-3-sonnet-20240229", diff --git a/litellm/tests/test_config.py b/litellm/tests/test_config.py new file mode 100644 index 000000000..34dde4cdb --- /dev/null +++ b/litellm/tests/test_config.py @@ -0,0 +1,168 @@ +# What is this? +## Unit tests for ProxyConfig class + + +import sys, os +import traceback +from dotenv import load_dotenv + +load_dotenv() +import os, io + +sys.path.insert( + 0, os.path.abspath("../..") +) # Adds the parent directory to the, system path +import pytest, litellm +from pydantic import BaseModel +from litellm.proxy.proxy_server import ProxyConfig +from litellm.proxy.utils import encrypt_value +from litellm.types.router import Deployment, LiteLLM_Params, ModelInfo + + +class DBModel(BaseModel): + model_id: str + model_name: str + model_info: dict + litellm_params: dict + + +@pytest.mark.asyncio +async def test_delete_deployment(): + """ + - Ensure the global llm router is not being reset + - Ensure invalid model is deleted + - Check if model id != model_info["id"], the model_info["id"] is picked + """ + import base64 + + litellm_params = LiteLLM_Params( + model="azure/chatgpt-v-2", + api_key=os.getenv("AZURE_API_KEY"), + api_base=os.getenv("AZURE_API_BASE"), + api_version=os.getenv("AZURE_API_VERSION"), + ) + encrypted_litellm_params = litellm_params.dict(exclude_none=True) + + master_key = "sk-1234" + + setattr(litellm.proxy.proxy_server, "master_key", master_key) + + for k, v in encrypted_litellm_params.items(): + if isinstance(v, str): + encrypted_value = encrypt_value(v, master_key) + encrypted_litellm_params[k] = base64.b64encode(encrypted_value).decode( + "utf-8" + ) + + deployment = Deployment(model_name="gpt-3.5-turbo", litellm_params=litellm_params) + deployment_2 = Deployment( + model_name="gpt-3.5-turbo-2", litellm_params=litellm_params + ) + + llm_router = litellm.Router( + model_list=[ + deployment.to_json(exclude_none=True), + deployment_2.to_json(exclude_none=True), + ] + ) + setattr(litellm.proxy.proxy_server, "llm_router", llm_router) + print(f"llm_router: {llm_router}") + + pc = ProxyConfig() + + db_model = DBModel( + model_id=deployment.model_info.id, + model_name="gpt-3.5-turbo", + litellm_params=encrypted_litellm_params, + model_info={"id": deployment.model_info.id}, + ) + + db_models = [db_model] + deleted_deployments = await pc._delete_deployment(db_models=db_models) + + assert deleted_deployments == 1 + assert len(llm_router.model_list) == 1 + + """ + Scenario 2 - if model id != model_info["id"] + """ + + llm_router = litellm.Router( + model_list=[ + deployment.to_json(exclude_none=True), + deployment_2.to_json(exclude_none=True), + ] + ) + print(f"llm_router: {llm_router}") + setattr(litellm.proxy.proxy_server, "llm_router", llm_router) + pc = ProxyConfig() + + db_model = DBModel( + model_id="12340523", + model_name="gpt-3.5-turbo", + litellm_params=encrypted_litellm_params, + model_info={"id": deployment.model_info.id}, + ) + + db_models = [db_model] + deleted_deployments = await pc._delete_deployment(db_models=db_models) + + assert deleted_deployments == 1 + assert len(llm_router.model_list) == 1 + + +@pytest.mark.asyncio +async def test_add_existing_deployment(): + """ + - Only add new models + - don't re-add existing models + """ + import base64 + + litellm_params = LiteLLM_Params( + model="gpt-3.5-turbo", + api_key=os.getenv("AZURE_API_KEY"), + api_base=os.getenv("AZURE_API_BASE"), + api_version=os.getenv("AZURE_API_VERSION"), + ) + deployment = Deployment(model_name="gpt-3.5-turbo", litellm_params=litellm_params) + deployment_2 = Deployment( + model_name="gpt-3.5-turbo-2", litellm_params=litellm_params + ) + + llm_router = litellm.Router( + model_list=[ + deployment.to_json(exclude_none=True), + deployment_2.to_json(exclude_none=True), + ] + ) + print(f"llm_router: {llm_router}") + master_key = "sk-1234" + setattr(litellm.proxy.proxy_server, "llm_router", llm_router) + setattr(litellm.proxy.proxy_server, "master_key", master_key) + pc = ProxyConfig() + + encrypted_litellm_params = litellm_params.dict(exclude_none=True) + + for k, v in encrypted_litellm_params.items(): + if isinstance(v, str): + encrypted_value = encrypt_value(v, master_key) + encrypted_litellm_params[k] = base64.b64encode(encrypted_value).decode( + "utf-8" + ) + db_model = DBModel( + model_id=deployment.model_info.id, + model_name="gpt-3.5-turbo", + litellm_params=encrypted_litellm_params, + model_info={"id": deployment.model_info.id}, + ) + + db_models = [db_model] + num_added = pc._add_deployment(db_models=db_models) + + assert num_added == 0 + + +@pytest.mark.asyncio +async def test_add_and_delete_deployments(): + pass diff --git a/litellm/tests/test_exceptions.py b/litellm/tests/test_exceptions.py index 13ad42b50..2e0d79f16 100644 --- a/litellm/tests/test_exceptions.py +++ b/litellm/tests/test_exceptions.py @@ -536,6 +536,55 @@ def test_completion_openai_api_key_exception(): # tesy_async_acompletion() + +def test_router_completion_vertex_exception(): + try: + import litellm + + litellm.set_verbose = True + router = litellm.Router( + model_list=[ + { + "model_name": "vertex-gemini-pro", + "litellm_params": { + "model": "vertex_ai/gemini-pro", + "api_key": "good-morning", + }, + }, + ] + ) + response = router.completion( + model="vertex-gemini-pro", + messages=[{"role": "user", "content": "hello"}], + vertex_project="bad-project", + ) + pytest.fail("Request should have failed - bad api key") + except Exception as e: + print("exception: ", e) + assert "model: vertex_ai/gemini-pro" in str(e) + assert "model_group: vertex-gemini-pro" in str(e) + assert "deployment: vertex_ai/gemini-pro" in str(e) + + +def test_litellm_completion_vertex_exception(): + try: + import litellm + + litellm.set_verbose = True + response = completion( + model="vertex_ai/gemini-pro", + api_key="good-morning", + messages=[{"role": "user", "content": "hello"}], + vertex_project="bad-project", + ) + pytest.fail("Request should have failed - bad api key") + except Exception as e: + print("exception: ", e) + assert "model: vertex_ai/gemini-pro" in str(e) + assert "model_group" not in str(e) + assert "deployment" not in str(e) + + # # test_invalid_request_error(model="command-nightly") # # Test 3: Rate Limit Errors # def test_model_call(model): diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index a50862bba..2a7928743 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -1587,11 +1587,12 @@ async def test_key_name_null(prisma_client): """ setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") - setattr(litellm.proxy.proxy_server, "general_settings", {"allow_user_auth": False}) + os.environ["DISABLE_KEY_NAME"] = "True" await litellm.proxy.proxy_server.prisma_client.connect() try: request = GenerateKeyRequest() key = await generate_key_fn(request) + print("generated key=", key) generated_key = key.key result = await info_key_fn(key=generated_key) print("result from info_key_fn", result) @@ -1599,6 +1600,8 @@ async def test_key_name_null(prisma_client): except Exception as e: print("Got Exception", e) pytest.fail(f"Got exception {e}") + finally: + os.environ["DISABLE_KEY_NAME"] = "False" @pytest.mark.asyncio() diff --git a/litellm/tests/test_router_utils.py b/litellm/tests/test_router_utils.py new file mode 100644 index 000000000..5dac5b7c2 --- /dev/null +++ b/litellm/tests/test_router_utils.py @@ -0,0 +1,85 @@ +#### What this tests #### +# This tests utils used by llm router -> like llmrouter.get_settings() + +import sys, os, time +import traceback, asyncio +import pytest + +sys.path.insert( + 0, os.path.abspath("../..") +) # Adds the parent directory to the system path +import litellm +from litellm import Router +from litellm.router import Deployment, LiteLLM_Params, ModelInfo +from concurrent.futures import ThreadPoolExecutor +from collections import defaultdict +from dotenv import load_dotenv + +load_dotenv() + + +def test_returned_settings(): + # this tests if the router raises an exception when invalid params are set + # in this test both deployments have bad keys - Keep this test. It validates if the router raises the most recent exception + litellm.set_verbose = True + import openai + + try: + print("testing if router raises an exception") + model_list = [ + { + "model_name": "gpt-3.5-turbo", # openai model name + "litellm_params": { # params for litellm completion/embedding call + "model": "azure/chatgpt-v-2", + "api_key": "bad-key", + "api_version": os.getenv("AZURE_API_VERSION"), + "api_base": os.getenv("AZURE_API_BASE"), + }, + "tpm": 240000, + "rpm": 1800, + }, + { + "model_name": "gpt-3.5-turbo", # openai model name + "litellm_params": { # + "model": "gpt-3.5-turbo", + "api_key": "bad-key", + }, + "tpm": 240000, + "rpm": 1800, + }, + ] + router = Router( + model_list=model_list, + redis_host=os.getenv("REDIS_HOST"), + redis_password=os.getenv("REDIS_PASSWORD"), + redis_port=int(os.getenv("REDIS_PORT")), + routing_strategy="latency-based-routing", + routing_strategy_args={"ttl": 10}, + set_verbose=False, + num_retries=3, + retry_after=5, + allowed_fails=1, + cooldown_time=30, + ) # type: ignore + + settings = router.get_settings() + print(settings) + + """ + routing_strategy: "simple-shuffle" + routing_strategy_args: {"ttl": 10} # Average the last 10 calls to compute avg latency per model + allowed_fails: 1 + num_retries: 3 + retry_after: 5 # seconds to wait before retrying a failed request + cooldown_time: 30 # seconds to cooldown a deployment after failure + """ + assert settings["routing_strategy"] == "latency-based-routing" + assert settings["routing_strategy_args"]["ttl"] == 10 + assert settings["allowed_fails"] == 1 + assert settings["num_retries"] == 3 + assert settings["retry_after"] == 5 + assert settings["cooldown_time"] == 30 + + except: + print(traceback.format_exc()) + pytest.fail("An error occurred - " + traceback.format_exc()) diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py index 098869a28..a18da1819 100644 --- a/litellm/tests/test_streaming.py +++ b/litellm/tests/test_streaming.py @@ -2252,7 +2252,12 @@ def test_completion_claude_3_function_call_with_streaming(): }, } ] - messages = [{"role": "user", "content": "What's the weather like in Boston today?"}] + messages = [ + { + "role": "user", + "content": "What's the weather like in Boston today in fahrenheit?", + } + ] try: # test without max tokens response = completion( @@ -2306,7 +2311,12 @@ async def test_acompletion_claude_3_function_call_with_streaming(): }, } ] - messages = [{"role": "user", "content": "What's the weather like in Boston today?"}] + messages = [ + { + "role": "user", + "content": "What's the weather like in Boston today in fahrenheit?", + } + ] try: # test without max tokens response = await acompletion( diff --git a/litellm/tests/test_utils.py b/litellm/tests/test_utils.py index 0344f2114..44fb1607c 100644 --- a/litellm/tests/test_utils.py +++ b/litellm/tests/test_utils.py @@ -173,6 +173,22 @@ def test_trimming_should_not_change_original_messages(): assert messages == messages_copy +@pytest.mark.parametrize("model", ["gpt-4-0125-preview", "claude-3-opus-20240229"]) +def test_trimming_with_model_cost_max_input_tokens(model): + messages = [ + {"role": "system", "content": "This is a normal system message"}, + { + "role": "user", + "content": "This is a sentence" * 100000, + }, + ] + trimmed_messages = trim_messages(messages, model=model) + assert ( + get_token_count(trimmed_messages, model=model) + < litellm.model_cost[model]["max_input_tokens"] + ) + + def test_get_valid_models(): old_environ = os.environ os.environ = {"OPENAI_API_KEY": "temp"} # mock set only openai key in environ diff --git a/litellm/types/router.py b/litellm/types/router.py index 8509099c6..8f0c0d731 100644 --- a/litellm/types/router.py +++ b/litellm/types/router.py @@ -101,12 +101,39 @@ class LiteLLM_Params(BaseModel): aws_secret_access_key: Optional[str] = None aws_region_name: Optional[str] = None - def __init__(self, max_retries: Optional[Union[int, str]] = None, **params): + def __init__( + self, + model: str, + max_retries: Optional[Union[int, str]] = None, + tpm: Optional[int] = None, + rpm: Optional[int] = None, + api_key: Optional[str] = None, + api_base: Optional[str] = None, + api_version: Optional[str] = None, + timeout: Optional[Union[float, str]] = None, # if str, pass in as os.environ/ + stream_timeout: Optional[Union[float, str]] = ( + None # timeout when making stream=True calls, if str, pass in as os.environ/ + ), + organization: Optional[str] = None, # for openai orgs + ## VERTEX AI ## + vertex_project: Optional[str] = None, + vertex_location: Optional[str] = None, + ## AWS BEDROCK / SAGEMAKER ## + aws_access_key_id: Optional[str] = None, + aws_secret_access_key: Optional[str] = None, + aws_region_name: Optional[str] = None, + **params + ): + args = locals() + args.pop("max_retries", None) + args.pop("self", None) + args.pop("params", None) + args.pop("__class__", None) if max_retries is None: max_retries = 2 elif isinstance(max_retries, str): max_retries = int(max_retries) # cast to int - super().__init__(max_retries=max_retries, **params) + super().__init__(max_retries=max_retries, **args, **params) class Config: extra = "allow" @@ -133,12 +160,23 @@ class Deployment(BaseModel): litellm_params: LiteLLM_Params model_info: ModelInfo - def __init__(self, model_info: Optional[Union[ModelInfo, dict]] = None, **params): + def __init__( + self, + model_name: str, + litellm_params: LiteLLM_Params, + model_info: Optional[Union[ModelInfo, dict]] = None, + **params + ): if model_info is None: model_info = ModelInfo() elif isinstance(model_info, dict): model_info = ModelInfo(**model_info) - super().__init__(model_info=model_info, **params) + super().__init__( + model_info=model_info, + model_name=model_name, + litellm_params=litellm_params, + **params + ) def to_json(self, **kwargs): try: diff --git a/litellm/utils.py b/litellm/utils.py index 5eaaf35a0..53b7feb7d 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -5436,7 +5436,9 @@ def get_api_base(model: str, optional_params: dict) -> Optional[str]: get_api_base(model="gemini/gemini-pro") ``` """ - _optional_params = LiteLLM_Params(**optional_params) # convert to pydantic object + _optional_params = LiteLLM_Params( + model=model, **optional_params + ) # convert to pydantic object # get llm provider try: model, custom_llm_provider, dynamic_api_key, api_base = get_llm_provider( @@ -7842,6 +7844,19 @@ def exception_type( response=original_exception.response, ) elif custom_llm_provider == "vertex_ai": + if completion_kwargs is not None: + # add model, deployment and model_group to the exception message + _model = completion_kwargs.get("model") + _kwargs = completion_kwargs.get("kwargs", {}) or {} + _metadata = _kwargs.get("metadata", {}) or {} + _model_group = _metadata.get("model_group") + _deployment = _metadata.get("deployment") + error_str += f"\nmodel: {_model}\n" + if _model_group is not None: + error_str += f"model_group: {_model_group}\n" + if _deployment is not None: + error_str += f"deployment: {_deployment}\n" + if ( "Vertex AI API has not been used in project" in error_str or "Unable to find your project" in error_str @@ -10609,16 +10624,16 @@ def trim_messages( messages = copy.deepcopy(messages) try: print_verbose(f"trimming messages") - if max_tokens == None: + if max_tokens is None: # Check if model is valid if model in litellm.model_cost: - max_tokens_for_model = litellm.model_cost[model]["max_tokens"] + max_tokens_for_model = litellm.model_cost[model].get("max_input_tokens", litellm.model_cost[model]["max_tokens"]) max_tokens = int(max_tokens_for_model * trim_ratio) else: - # if user did not specify max tokens + # if user did not specify max (input) tokens # or passed an llm litellm does not know # do nothing, just return messages - return + return messages system_message = "" for message in messages: diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 3ace04f70..bf5adb430 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -75,7 +75,8 @@ "litellm_provider": "openai", "mode": "chat", "supports_function_calling": true, - "supports_parallel_function_calling": true + "supports_parallel_function_calling": true, + "supports_vision": true }, "gpt-4-turbo-2024-04-09": { "max_tokens": 4096, @@ -86,7 +87,8 @@ "litellm_provider": "openai", "mode": "chat", "supports_function_calling": true, - "supports_parallel_function_calling": true + "supports_parallel_function_calling": true, + "supports_vision": true }, "gpt-4-1106-preview": { "max_tokens": 4096, @@ -1268,8 +1270,21 @@ "litellm_provider": "gemini", "mode": "chat", "supports_function_calling": true, + "supports_vision": true, "source": "https://cloud.google.com/vertex-ai/generative-ai/docs/learn/models#foundation_models" }, + "gemini/gemini-1.5-pro-latest": { + "max_tokens": 8192, + "max_input_tokens": 1048576, + "max_output_tokens": 8192, + "input_cost_per_token": 0, + "output_cost_per_token": 0, + "litellm_provider": "gemini", + "mode": "chat", + "supports_function_calling": true, + "supports_vision": true, + "source": "https://ai.google.dev/models/gemini" + }, "gemini/gemini-pro-vision": { "max_tokens": 2048, "max_input_tokens": 30720, diff --git a/pyproject.toml b/pyproject.toml index 2b68c510b..82a5bd66e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.35.9" +version = "1.35.10" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -80,7 +80,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.35.9" +version = "1.35.10" version_files = [ "pyproject.toml:^version" ] diff --git a/tests/test_keys.py b/tests/test_keys.py index b99e93b21..39787eb97 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -44,9 +44,13 @@ async def generate_key( models=["azure-models", "gpt-4", "dall-e-3"], max_parallel_requests: Optional[int] = None, user_id: Optional[str] = None, + calling_key="sk-1234", ): url = "http://0.0.0.0:4000/key/generate" - headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + headers = { + "Authorization": f"Bearer {calling_key}", + "Content-Type": "application/json", + } data = { "models": models, "aliases": {"mistral-7b": "gpt-3.5-turbo"}, @@ -80,6 +84,35 @@ async def test_key_gen(): await asyncio.gather(*tasks) +@pytest.mark.asyncio +async def test_key_gen_bad_key(): + """ + Test if you can create a key with a non-admin key, even with UI setup + """ + async with aiohttp.ClientSession() as session: + ## LOGIN TO UI + form_data = {"username": "admin", "password": "sk-1234"} + async with session.post( + "http://0.0.0.0:4000/login", data=form_data + ) as response: + assert ( + response.status == 200 + ) # Assuming the endpoint returns a 500 status code for error handling + text = await response.text() + print(text) + ## create user key with admin key -> expect to work + key_data = await generate_key(session=session, i=0, user_id="user-1234") + key = key_data["key"] + ## create new key with user key -> expect to fail + try: + await generate_key( + session=session, i=0, user_id="user-1234", calling_key=key + ) + pytest.fail("Expected to fail") + except Exception as e: + pass + + async def update_key(session, get_key): """ Make sure only models user has access to are returned diff --git a/tests/test_models.py b/tests/test_models.py index 4f7c81938..b009ded6c 100644 --- a/tests/test_models.py +++ b/tests/test_models.py @@ -280,6 +280,7 @@ async def test_add_model_run_health(): async with aiohttp.ClientSession() as session: key_gen = await generate_key(session=session) key = key_gen["key"] + master_key = "sk-1234" model_id = str(uuid.uuid4()) model_name = f"azure-model-health-check-{model_id}" print("adding model", model_name) @@ -295,7 +296,7 @@ async def test_add_model_run_health(): print("calling /health?model=", model_name) _health_info = await get_model_health( - session=session, key=key, model_name=model_name + session=session, key=master_key, model_name=model_name ) _healthy_endpooint = _health_info["healthy_endpoints"][0] diff --git a/ui/litellm-dashboard/out/404.html b/ui/litellm-dashboard/out/404.html index b361a73b4..a2853cd76 100644 --- a/ui/litellm-dashboard/out/404.html +++ b/ui/litellm-dashboard/out/404.html @@ -1 +1 @@ -404: This page could not be found.LiteLLM Dashboard

404

This page could not be found.

\ No newline at end of file +404: This page could not be found.LiteLLM Dashboard

404

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