From f4ee8e430f7a54a37f6ddccd86b16a2e6e76fd95 Mon Sep 17 00:00:00 2001 From: Shaun Maher Date: Thu, 18 Jan 2024 18:52:43 +1100 Subject: [PATCH 001/499] Altered requirements.txt to require pyyaml 6.0.1 which will resolve the alpine docker build issue. --- pyproject.toml | 2 +- requirements.txt | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index ba2722d733..6930e794fa 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -22,7 +22,7 @@ uvicorn = {version = "^0.22.0", optional = true} gunicorn = {version = "^21.2.0", optional = true} fastapi = {version = "^0.104.1", optional = true} backoff = {version = "*", optional = true} -pyyaml = {version = "^6.0", optional = true} +pyyaml = {version = "^6.0.1", optional = true} rq = {version = "*", optional = true} orjson = {version = "^3.9.7", optional = true} streamlit = {version = "^1.29.0", optional = true} diff --git a/requirements.txt b/requirements.txt index 6ee965bdd2..09468f6ba9 100644 --- a/requirements.txt +++ b/requirements.txt @@ -4,7 +4,7 @@ openai>=1.0.0 # openai req. fastapi # server dep pydantic>=2.5 # openai req. backoff==2.2.1 # server dep -pyyaml==6.0 # server dep +pyyaml>=6.0.1 # server dep uvicorn==0.22.0 # server dep gunicorn==21.2.0 # server dep boto3==1.28.58 # aws bedrock/sagemaker calls From 578256a6a281f0f70a84d56a9f1ac91c54bf5151 Mon Sep 17 00:00:00 2001 From: Duarte OC Date: Thu, 18 Jan 2024 11:38:05 +0100 Subject: [PATCH 002/499] Update s3 cache to support folder --- litellm/integrations/s3.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py index 0187d13d6a..c6d64dc02a 100644 --- a/litellm/integrations/s3.py +++ b/litellm/integrations/s3.py @@ -16,6 +16,7 @@ class S3Logger: def __init__( self, s3_bucket_name=None, + s3_path=None, s3_region_name=None, s3_api_version=None, s3_use_ssl=True, @@ -57,6 +58,7 @@ class S3Logger: # done reading litellm.s3_callback_params self.bucket_name = s3_bucket_name + self.s3_path = s3_path # Create an S3 client with custom endpoint URL self.s3_client = boto3.client( "s3", @@ -122,8 +124,9 @@ class S3Logger: pass s3_object_key = ( + (self.s3_path.rstrip('/') + '/' if self.s3_path else '') + payload["id"] + "-time=" + str(start_time) - ) # we need the s3 key to include the time, so we log cache hits too + ) import json From 6d99a58c85c4aa8da2afb736476965fe5d2ad6f4 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 07:19:47 -0800 Subject: [PATCH 003/499] (chore) update poetry.lock --- poetry.lock | 410 +++++++++++++++++++++++++++------------------------- 1 file changed, 214 insertions(+), 196 deletions(-) diff --git a/poetry.lock b/poetry.lock index 496815f9a8..201031989f 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. 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"orjson", "pyyaml", "rq", "uvicorn"] [metadata] lock-version = "2.0" python-versions = ">=3.8.1,<3.9.7 || >3.9.7" -content-hash = "f4d60cb3f552af0d2a4e4ef5c6f55696fd6e546b75ff7b4ec362c3549a63c92a" +content-hash = "278a2a51c69def54039507f26f0d8f2da156384369a85bac47c82c7b27f04c5a" From e77782b4d339001410e8e866adf1e0b21be63420 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 07:20:42 -0800 Subject: [PATCH 004/499] (feat) Dockerfile bump langfuse --- requirements.txt | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/requirements.txt b/requirements.txt index 09468f6ba9..662dafd06a 100644 --- a/requirements.txt +++ b/requirements.txt @@ -14,7 +14,7 @@ mangum==0.17.0 # for aws lambda functions google-generativeai==0.1.0 # for vertex ai calls async_generator==1.10.0 # for async ollama calls traceloop-sdk==0.5.3 # for open telemetry logging -langfuse>=2.0.0 # for langfuse self-hosted logging +langfuse>=2.6.3 # for langfuse self-hosted logging orjson==3.9.7 # fast /embedding responses ### LITELLM PACKAGE DEPENDENCIES python-dotenv>=0.2.0 # for env From 71034099c983f92359bf0eebcd4d0b32fa4fae21 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 07:48:59 -0800 Subject: [PATCH 005/499] fix(proxy/utils.py): prisma client fix get data to handle list return --- litellm/proxy/utils.py | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 82e9e93355..e7191cafce 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1,7 +1,7 @@ from typing import Optional, List, Any, Literal, Union import os, subprocess, hashlib, importlib, asyncio, copy, json, aiohttp, httpx import litellm, backoff -from litellm.proxy._types import UserAPIKeyAuth, DynamoDBArgs +from litellm.proxy._types import UserAPIKeyAuth, DynamoDBArgs, LiteLLM_VerificationToken from litellm.caching import DualCache from litellm.proxy.hooks.parallel_request_limiter import MaxParallelRequestsHandler from litellm.proxy.hooks.max_budget_limiter import MaxBudgetLimiter @@ -376,10 +376,13 @@ class PrismaClient: ) print_verbose(f"PrismaClient: response={response}") if response is not None: - # for prisma we need to cast the expires time to str - if isinstance(response.expires, datetime): - response.expires = response.expires.isoformat() - return response + if isinstance(response, LiteLLM_VerificationToken): + # for prisma we need to cast the expires time to str + if isinstance(response.expires, datetime): + response.expires = response.expires.isoformat() + return response + else: + return response else: # Token does not exist. raise HTTPException( From 76af479dea581a2f4ee89d3fea88532cd978b238 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 07:49:20 -0800 Subject: [PATCH 006/499] =?UTF-8?q?bump:=20version=201.18.0=20=E2=86=92=20?= =?UTF-8?q?1.18.1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index b5dd6d212a..32810511f7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.0" +version = "1.18.1" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT License" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.0" +version = "1.18.1" version_files = [ "pyproject.toml:^version" ] From dbadd6439591328c1836c22e2031c2388667f33d Mon Sep 17 00:00:00 2001 From: Duarte OC Date: Thu, 18 Jan 2024 17:26:38 +0100 Subject: [PATCH 007/499] revert comment --- litellm/integrations/s3.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py index c6d64dc02a..98614949ea 100644 --- a/litellm/integrations/s3.py +++ b/litellm/integrations/s3.py @@ -124,9 +124,11 @@ class S3Logger: pass s3_object_key = ( - (self.s3_path.rstrip('/') + '/' if self.s3_path else '') + - payload["id"] + "-time=" + str(start_time) - ) + (self.s3_path.rstrip("/") + "/" if self.s3_path else "") + + payload["id"] + + "-time=" + + str(start_time) + ) # we need the s3 key to include the time, so we log cache hits too import json From 5d0654e6f66b75ce79ebeb6bba0bc508aaf48e70 Mon Sep 17 00:00:00 2001 From: Duarte OC Date: Thu, 18 Jan 2024 17:32:42 +0100 Subject: [PATCH 008/499] docs --- docs/my-website/docs/caching/redis_cache.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/my-website/docs/caching/redis_cache.md b/docs/my-website/docs/caching/redis_cache.md index 3d70c5e3db..8a580f087c 100644 --- a/docs/my-website/docs/caching/redis_cache.md +++ b/docs/my-website/docs/caching/redis_cache.md @@ -204,6 +204,7 @@ def __init__( s3_bucket_name: Optional[str] = None, s3_region_name: Optional[str] = None, s3_api_version: Optional[str] = None, + s3_path: Optional[str] = None, # if you wish to save to a spefic path s3_use_ssl: Optional[bool] = True, s3_verify: Optional[Union[bool, str]] = None, s3_endpoint_url: Optional[str] = None, From becff369dc528b26dea5b16a0a03a16790028df3 Mon Sep 17 00:00:00 2001 From: puffo Date: Thu, 18 Jan 2024 10:47:24 -0600 Subject: [PATCH 009/499] fix(ollama_chat.py): use tiktoken as backup for prompt token counting --- litellm/llms/ollama_chat.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/llms/ollama_chat.py b/litellm/llms/ollama_chat.py index 1ff93649f0..31e3f0d16a 100644 --- a/litellm/llms/ollama_chat.py +++ b/litellm/llms/ollama_chat.py @@ -220,7 +220,7 @@ def get_ollama_response( model_response["choices"][0]["message"] = response_json["message"] model_response["created"] = int(time.time()) model_response["model"] = "ollama/" + model - prompt_tokens = response_json["prompt_eval_count"] # type: ignore + prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(prompt))) # type: ignore completion_tokens = response_json["eval_count"] model_response["usage"] = litellm.Usage( prompt_tokens=prompt_tokens, @@ -320,7 +320,7 @@ async def ollama_acompletion(url, data, model_response, encoding, logging_obj): model_response["choices"][0]["message"] = response_json["message"] model_response["created"] = int(time.time()) model_response["model"] = "ollama/" + data["model"] - prompt_tokens = response_json["prompt_eval_count"] # type: ignore + prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(prompt))) # type: ignore completion_tokens = response_json["eval_count"] model_response["usage"] = litellm.Usage( prompt_tokens=prompt_tokens, From 96122a4f8878b1e59410bd92862f74f0021ac472 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 09:32:14 -0800 Subject: [PATCH 010/499] fix(proxy/utils.py): fix isoformat to string logic --- litellm/proxy/proxy_server.py | 7 ++++--- litellm/proxy/utils.py | 16 +++++++++------- 2 files changed, 13 insertions(+), 10 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 27576bf51a..d3667892bb 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -331,9 +331,10 @@ async def user_api_key_auth( f"LLM Model List pre access group check: {llm_model_list}" ) access_groups = [] - for m in llm_model_list: - for group in m.get("model_info", {}).get("access_groups", []): - access_groups.append((m["model_name"], group)) + if llm_model_list is not None: + for m in llm_model_list: + for group in m.get("model_info", {}).get("access_groups", []): + access_groups.append((m["model_name"], group)) allowed_models = valid_token.models if ( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index e7191cafce..ab1fea463e 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -370,19 +370,21 @@ class PrismaClient: response = await self.db.litellm_verificationtoken.find_unique( where={"token": hashed_token} ) + if response is not None: + # for prisma we need to cast the expires time to str + if isinstance(response.expires, datetime): + response.expires = response.expires.isoformat() elif query_type == "find_all" and user_id is not None: response = await self.db.litellm_verificationtoken.find_many( where={"user_id": user_id} ) + if response is not None and len(response) > 0: + for r in response: + if isinstance(r.expires, datetime): + r.expires = r.expires.isoformat() print_verbose(f"PrismaClient: response={response}") if response is not None: - if isinstance(response, LiteLLM_VerificationToken): - # for prisma we need to cast the expires time to str - if isinstance(response.expires, datetime): - response.expires = response.expires.isoformat() - return response - else: - return response + return response else: # Token does not exist. raise HTTPException( From fc1eb36f244352f28d616354f62e6d9d8ff8c996 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 09:32:56 -0800 Subject: [PATCH 011/499] (fix) /key/update overwriting metadata --- litellm/proxy/_types.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 6e85883141..ad90173a44 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -134,6 +134,8 @@ class GenerateKeyRequest(LiteLLMBase): class UpdateKeyRequest(LiteLLMBase): + # Note: the defaults of all Params here MUST BE NONE + # else they will get overwritten key: str duration: Optional[str] = None models: Optional[list] = None @@ -142,7 +144,7 @@ class UpdateKeyRequest(LiteLLMBase): spend: Optional[float] = None user_id: Optional[str] = None max_parallel_requests: Optional[int] = None - metadata: Optional[dict] = {} + metadata: Optional[dict] = None class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api key auth From 08ee65f89490b4b8d6a662082ff325d910ff7fc9 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 09:35:02 -0800 Subject: [PATCH 012/499] (test) /key/update, /key/info --- litellm/tests/test_key_generate_prisma.py | 124 +++++++++++++++++++++- 1 file changed, 123 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index b81e2dbf62..5accd03c65 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -8,6 +8,8 @@ # 7. Make a call with an key that never expires, expect to pass # 8. Make a call with an expired key, expect to fail # 9. Delete a Key +# 10. Generate a key, call key/info. Assert info returned is the same as generated key info +# 11. Generate a Key, cal key/info, call key/update, call key/info # function to call to generate key - async def new_user(data: NewUserRequest): @@ -33,13 +35,20 @@ from litellm.proxy.proxy_server import ( user_api_key_auth, user_update, delete_key_fn, + info_key_fn, + update_key_fn, ) from litellm.proxy.utils import PrismaClient, ProxyLogging from litellm._logging import verbose_proxy_logger verbose_proxy_logger.setLevel(level=logging.DEBUG) -from litellm.proxy._types import NewUserRequest, DynamoDBArgs, DeleteKeyRequest +from litellm.proxy._types import ( + NewUserRequest, + DynamoDBArgs, + DeleteKeyRequest, + UpdateKeyRequest, +) from litellm.proxy.utils import DBClient from starlette.datastructures import URL from litellm.caching import DualCache @@ -477,3 +486,116 @@ def test_delete_key_auth(prisma_client): print(e.detail) assert "Authentication Error" in e.detail pass + + +def test_generate_and_call_key_info(prisma_client): + # 10. Generate a Key, cal key/info + + print("prisma client=", prisma_client) + + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + try: + + async def test(): + await litellm.proxy.proxy_server.prisma_client.connect() + request = NewUserRequest( + metadata={"team": "litellm-team3", "project": "litellm-project3"} + ) + key = await new_user(request) + print(key) + + generated_key = key.key + + # use generated key to auth in + result = await info_key_fn(key=generated_key) + print("result from info_key_fn", result) + assert result["key"] == generated_key + print("\n info for key=", result["info"]) + assert result["info"].max_parallel_requests == None + assert result["info"].metadata == { + "team": "litellm-team3", + "project": "litellm-project3", + } + + # cleanup - delete key + delete_key_request = DeleteKeyRequest(keys=[generated_key]) + + # delete the key + await delete_key_fn(request=request, data=delete_key_request) + + asyncio.run(test()) + except Exception as e: + pytest.fail(f"An exception occurred - {str(e)}") + + +def test_generate_and_update_key(prisma_client): + # 11. Generate a Key, cal key/info, call key/update, call key/info + # Check if data gets updated + # Check if untouched data does not get updated + + print("prisma client=", prisma_client) + + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + try: + + async def test(): + await litellm.proxy.proxy_server.prisma_client.connect() + request = NewUserRequest( + metadata={"team": "litellm-team3", "project": "litellm-project3"} + ) + key = await new_user(request) + print(key) + + generated_key = key.key + + # use generated key to auth in + result = await info_key_fn(key=generated_key) + print("result from info_key_fn", result) + assert result["key"] == generated_key + print("\n info for key=", result["info"]) + assert result["info"].max_parallel_requests == None + assert result["info"].metadata == { + "team": "litellm-team3", + "project": "litellm-project3", + } + + request = Request(scope={"type": "http"}) + request._url = URL(url="/update/key") + + # update the key + await update_key_fn( + request=Request, + data=UpdateKeyRequest( + key=generated_key, + models=["ada", "babbage", "curie", "davinci"], + ), + ) + + # get info on key after update + result = await info_key_fn(key=generated_key) + print("result from info_key_fn", result) + assert result["key"] == generated_key + print("\n info for key=", result["info"]) + assert result["info"].max_parallel_requests == None + assert result["info"].metadata == { + "team": "litellm-team3", + "project": "litellm-project3", + } + assert result["info"].models == ["ada", "babbage", "curie", "davinci"] + + # cleanup - delete key + delete_key_request = DeleteKeyRequest(keys=[generated_key]) + + request = Request(scope={"type": "http"}, receive=None) + request._url = URL(url="/chat/completions") + + # delete the key + await delete_key_fn(request=request, data=delete_key_request) + + asyncio.run(test()) + except Exception as e: + print("Got Exception", e) + print(e.detail) + pytest.fail(f"An exception occurred - {str(e)}") From 4821fa9201af5ee3da1cf337e3ba34c642ae6eee Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 10:04:34 -0800 Subject: [PATCH 013/499] (v0) add schema.prisma --- litellm/proxy/_types.py | 16 ++++++++++++++++ litellm/proxy/schema.prisma | 15 +++++++++++++++ schema.prisma | 15 +++++++++++++++ 3 files changed, 46 insertions(+) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 6e85883141..220bf2f919 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -194,6 +194,7 @@ class DynamoDBArgs(LiteLLMBase): user_table_name: str = "LiteLLM_UserTable" key_table_name: str = "LiteLLM_VerificationToken" config_table_name: str = "LiteLLM_Config" + spend_table_name: str = "LiteLLM_SpendLogs" class ConfigGeneralSettings(LiteLLMBase): @@ -312,3 +313,18 @@ class LiteLLM_UserTable(LiteLLMBase): if values.get("models") is None: values.update({"models", []}) return values + + +class LiteLLM_SpendLogs(LiteLLMBase): + id: str + call_type: str + startTime: Union[str, None] + endTime: Union[str, None] + model: str = "" + user: str = "" + modelParameters: Dict = {} + messages: List[str] = [] + call_cost: float = 0.0 + response: Dict = {} + usage: Dict = {} + metadata: Dict = {} diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index aa45a88186..d2e338bd4c 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -31,4 +31,19 @@ model LiteLLM_VerificationToken { model LiteLLM_Config { param_name String @id param_value Json? +} + +model LiteLLM_SpendLogs { + request_id String @unique + call_type String + startTime DateTime // Assuming start_time is a DateTime field + endTime DateTime // Assuming end_time is a DateTime field + model String @default("") + user String @default("") + modelParameters Json @default("{}")// Assuming optional_params is a JSON field + messages Json @default("[]") + spend Float @default(0.0) + response Json @default("{}") + usage Json @default("{}") + metadata Json @default("{}") } \ No newline at end of file diff --git a/schema.prisma b/schema.prisma index 704ada42c9..df2c1d0b4b 100644 --- a/schema.prisma +++ b/schema.prisma @@ -31,4 +31,19 @@ model LiteLLM_VerificationToken { model LiteLLM_Config { param_name String @id param_value Json? +} + +model LiteLLM_SpendLogs { + id String @unique + call_type String + startTime DateTime // Assuming start_time is a DateTime field + endTime DateTime // Assuming end_time is a DateTime field + model String @default("") + user String @default("") + modelParameters Json @default("{}")// Assuming optional_params is a JSON field + messages Json @default("[]") + call_cost Float @default(0.0) + response Json @default("{}") + usage Json @default("{}") + metadata Json @default("{}") } \ No newline at end of file From 4a5f987512e94e46b542c1929c799dea99380aeb Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 10:09:02 -0800 Subject: [PATCH 014/499] (feat) insert_data to spend table --- litellm/proxy/_types.py | 2 +- litellm/proxy/utils.py | 27 +++++++++++++++++++++++---- schema.prisma | 4 ++-- 3 files changed, 26 insertions(+), 7 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 220bf2f919..cf8350022b 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -316,7 +316,7 @@ class LiteLLM_UserTable(LiteLLMBase): class LiteLLM_SpendLogs(LiteLLMBase): - id: str + request_id: str call_type: str startTime: Union[str, None] endTime: Union[str, None] diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index ab1fea463e..f24412a84c 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1,7 +1,12 @@ from typing import Optional, List, Any, Literal, Union import os, subprocess, hashlib, importlib, asyncio, copy, json, aiohttp, httpx import litellm, backoff -from litellm.proxy._types import UserAPIKeyAuth, DynamoDBArgs, LiteLLM_VerificationToken +from litellm.proxy._types import ( + UserAPIKeyAuth, + DynamoDBArgs, + LiteLLM_VerificationToken, + LiteLLM_SpendLogs, +) from litellm.caching import DualCache from litellm.proxy.hooks.parallel_request_limiter import MaxParallelRequestsHandler from litellm.proxy.hooks.max_budget_limiter import MaxBudgetLimiter @@ -316,7 +321,7 @@ class PrismaClient: self, key: str, value: Any, - table_name: Literal["users", "keys", "config"], + table_name: Literal["users", "keys", "config", "spend"], ): """ Generic implementation of get data @@ -334,6 +339,10 @@ class PrismaClient: response = await self.db.litellm_config.find_first( # type: ignore where={key: value} # type: ignore ) + elif table_name == "spend": + response = await self.db.l.find_first( # type: ignore + where={key: value} # type: ignore + ) return response except Exception as e: asyncio.create_task( @@ -417,7 +426,7 @@ class PrismaClient: on_backoff=on_backoff, # specifying the function to call on backoff ) async def insert_data( - self, data: dict, table_name: Literal["user", "key", "config"] + self, data: dict, table_name: Literal["user", "key", "config", "spend"] ): """ Add a key to the database. If it already exists, do nothing. @@ -473,8 +482,18 @@ class PrismaClient: ) tasks.append(updated_table_row) - await asyncio.gather(*tasks) + elif table_name == "spend": + db_data = self.jsonify_object(data=data) + new_spend_row = await self.db.litellm_spendlogs.upsert( + where={"request_id": data["request_id"]}, + data={ + "create": {**db_data}, # type: ignore + "update": {}, # don't do anything if it already exists + }, + ) + return new_spend_row + except Exception as e: print_verbose(f"LiteLLM Prisma Client Exception: {e}") asyncio.create_task( diff --git a/schema.prisma b/schema.prisma index df2c1d0b4b..ed69f67a76 100644 --- a/schema.prisma +++ b/schema.prisma @@ -34,7 +34,7 @@ model LiteLLM_Config { } model LiteLLM_SpendLogs { - id String @unique + request_id String @unique call_type String startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field @@ -42,7 +42,7 @@ model LiteLLM_SpendLogs { user String @default("") modelParameters Json @default("{}")// Assuming optional_params is a JSON field messages Json @default("[]") - call_cost Float @default(0.0) + spend Float @default(0.0) response Json @default("{}") usage Json @default("{}") metadata Json @default("{}") From c8dd36db9ec359fa174dcecdd6ed3c4ccf1d40de Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 10:56:24 -0800 Subject: [PATCH 015/499] fix(proxy_server.py): show all models user has access to in /models --- litellm/proxy/proxy_server.py | 34 +++++++++++++++++++++++++--------- 1 file changed, 25 insertions(+), 9 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d3667892bb..cde397d387 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -337,12 +337,14 @@ async def user_api_key_auth( access_groups.append((m["model_name"], group)) allowed_models = valid_token.models + access_group_idx = set() if ( len(access_groups) > 0 ): # check if token contains any model access groups - for m in valid_token.models: + for idx, m in enumerate(valid_token.models): for model_name, group in access_groups: if m == group: + access_group_idx.add(idx) allowed_models.append(model_name) verbose_proxy_logger.debug( f"model: {model}; allowed_models: {allowed_models}" @@ -351,6 +353,12 @@ async def user_api_key_auth( raise ValueError( f"API Key not allowed to access model. This token can only access models={valid_token.models}. Tried to access {model}" ) + for val in access_group_idx: + allowed_models.pop(val) + valid_token.models = allowed_models + verbose_proxy_logger.debug( + f"filtered allowed_models: {allowed_models}; valid_token.models: {valid_token.models}" + ) # Check 2. If user_id for this token is in budget if valid_token.user_id is not None: @@ -1397,15 +1405,23 @@ async def startup_event(): @router.get( "/models", dependencies=[Depends(user_api_key_auth)], tags=["model management"] ) # if project requires model list -def model_list(): +def model_list( + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), +): global llm_model_list, general_settings all_models = [] - if general_settings.get("infer_model_from_keys", False): - all_models = litellm.utils.get_valid_models() - if llm_model_list: - all_models = list(set(all_models + [m["model_name"] for m in llm_model_list])) - if user_model is not None: - all_models += [user_model] + if len(user_api_key_dict.models) > 0: + all_models = user_api_key_dict.models + else: + ## if no specific model access + if general_settings.get("infer_model_from_keys", False): + all_models = litellm.utils.get_valid_models() + if llm_model_list: + all_models = list( + set(all_models + [m["model_name"] for m in llm_model_list]) + ) + if user_model is not None: + all_models += [user_model] verbose_proxy_logger.debug(f"all_models: {all_models}") ### CHECK OLLAMA MODELS ### try: @@ -2112,7 +2128,7 @@ async def delete_key_fn(request: Request, data: DeleteKeyRequest): "/key/info", tags=["key management"], dependencies=[Depends(user_api_key_auth)] ) async def info_key_fn( - key: str = fastapi.Query(..., description="Key in the request parameters") + key: str = fastapi.Query(..., description="Key in the request parameters"), ): global prisma_client try: From 354a0b24972aaa148a5e08de30a6874c40795f04 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 11:21:55 -0800 Subject: [PATCH 016/499] docs(sidebar.js): add link to all endpoints in sidebar --- docs/my-website/sidebars.js | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 0735870e96..53491e8e96 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -104,6 +104,11 @@ const sidebars = { items: [ "proxy/quick_start", "proxy/configs", + { + type: 'link', + label: 'All Endpoints', + href: 'https://litellm-api.up.railway.app/', + }, "proxy/user_keys", "proxy/load_balancing", "proxy/virtual_keys", From 37e6c6a59fda7f74176af63092f7494fa7c17943 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 11:38:02 -0800 Subject: [PATCH 017/499] docs(sidebars.js): simplify docs nav --- docs/my-website/sidebars.js | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 53491e8e96..995d7bcb8f 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -117,12 +117,18 @@ const sidebars = { "proxy/model_management", "proxy/reliability", "proxy/caching", - "proxy/logging", + { + "type": "category", + "label": "Logging, Alerting", + "items": [ + "proxy/logging", + "proxy/alerting", + "proxy/streaming_logging", + ] + }, "proxy/health", "proxy/call_hooks", "proxy/rules", - "proxy/alerting", - "proxy/streaming_logging", "proxy/deploy", "proxy/cli", ] From d14d36af9add19434f96a6ef49482c18acc610b3 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 11:54:15 -0800 Subject: [PATCH 018/499] (v0 ) working - writing /chat/completion spend tracking --- litellm/proxy/_types.py | 27 +++++++------- litellm/proxy/proxy_config.yaml | 4 +-- litellm/proxy/proxy_server.py | 35 ++++++++++++++++-- litellm/proxy/schema.prisma | 1 + litellm/utils.py | 63 +++++++++++++++++++++++++++++++++ schema.prisma | 1 + 6 files changed, 114 insertions(+), 17 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index cf8350022b..9bc6b09b12 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -1,8 +1,8 @@ -from pydantic import BaseModel, Extra, Field, root_validator +from pydantic import BaseModel, Extra, Field, root_validator, Json import enum -from typing import Optional, List, Union, Dict, Literal +from typing import Optional, List, Union, Dict, Literal, Any from datetime import datetime -import uuid, json +import uuid, json, sys, os class LiteLLMBase(BaseModel): @@ -318,13 +318,14 @@ class LiteLLM_UserTable(LiteLLMBase): class LiteLLM_SpendLogs(LiteLLMBase): request_id: str call_type: str - startTime: Union[str, None] - endTime: Union[str, None] - model: str = "" - user: str = "" - modelParameters: Dict = {} - messages: List[str] = [] - call_cost: float = 0.0 - response: Dict = {} - usage: Dict = {} - metadata: Dict = {} + startTime: Union[str, datetime, None] + endTime: Union[str, datetime, None] + model: Optional[str] = "" + user: Optional[str] = "" + modelParameters: Optional[Json] = {} + messages: Optional[Json] = [] + spend: Optional[float] = 0.0 + response: Optional[Json] = {} + usage: Optional[Json] = {} + metadata: Optional[Json] = {} + cache_hit: Optional[str] = "False" diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 5b87ab775b..8cd2fcec85 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -61,8 +61,8 @@ litellm_settings: # setting callback class # callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance] -# general_settings: - # master_key: sk-1234 +general_settings: + master_key: sk-1234 # database_type: "dynamo_db" # database_args: { # 👈 all args - https://github.com/BerriAI/litellm/blob/befbcbb7ac8f59835ce47415c128decf37aac328/litellm/proxy/_types.py#L190 # "billing_mode": "PAY_PER_REQUEST", diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d3667892bb..fdc81f88e0 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -510,6 +510,7 @@ async def track_cost_callback( global prisma_client, custom_db_client try: # check if it has collected an entire stream response + verbose_proxy_logger.debug(f"Proxy: In track_cost_callback for {kwargs}") verbose_proxy_logger.debug( f"kwargs stream: {kwargs.get('stream', None)} + complete streaming response: {kwargs.get('complete_streaming_response', None)}" ) @@ -546,13 +547,27 @@ async def track_cost_callback( prisma_client is not None or custom_db_client is not None ): await update_database( - token=user_api_key, response_cost=response_cost, user_id=user_id + token=user_api_key, + response_cost=response_cost, + user_id=user_id, + kwargs=kwargs, + completion_response=completion_response, + start_time=start_time, + end_time=end_time, ) except Exception as e: verbose_proxy_logger.debug(f"error in tracking cost callback - {str(e)}") -async def update_database(token, response_cost, user_id=None): +async def update_database( + token, + response_cost, + user_id=None, + kwargs=None, + completion_response=None, + start_time=None, + end_time=None, +): try: verbose_proxy_logger.debug( f"Enters prisma db call, token: {token}; user_id: {user_id}" @@ -622,9 +637,25 @@ async def update_database(token, response_cost, user_id=None): key=token, value={"spend": new_spend}, table_name="key" ) + async def _insert_spend_log_to_db(): + # Helper to generate payload to log + verbose_proxy_logger.debug("inserting spend log to db") + payload = litellm.utils.get_logging_payload( + kwargs=kwargs, + response_obj=completion_response, + start_time=start_time, + end_time=end_time, + ) + + payload["spend"] = response_cost + + if prisma_client is not None: + await prisma_client.insert_data(data=payload, table_name="spend") + tasks = [] tasks.append(_update_user_db()) tasks.append(_update_key_db()) + tasks.append(_insert_spend_log_to_db()) await asyncio.gather(*tasks) except Exception as e: verbose_proxy_logger.debug( diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index d2e338bd4c..9049f953d7 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -46,4 +46,5 @@ model LiteLLM_SpendLogs { response Json @default("{}") usage Json @default("{}") metadata Json @default("{}") + cache_hit String @default("") } \ No newline at end of file diff --git a/litellm/utils.py b/litellm/utils.py index f7cc5d2a54..b22a053ff5 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8423,3 +8423,66 @@ def print_args_passed_to_litellm(original_function, args, kwargs): except: # This should always be non blocking pass + + +def get_logging_payload(kwargs, response_obj, start_time, end_time): + from litellm.proxy._types import LiteLLM_SpendLogs + from pydantic import Json + + # standardize this function to be used across, s3, dynamoDB, langfuse logging + litellm_params = kwargs.get("litellm_params", {}) + metadata = ( + litellm_params.get("metadata", {}) or {} + ) # if litellm_params['metadata'] == None + messages = kwargs.get("messages") + optional_params = kwargs.get("optional_params", {}) + call_type = kwargs.get("call_type", "litellm.completion") + cache_hit = kwargs.get("cache_hit", False) + usage = response_obj["usage"] + id = response_obj.get("id", str(uuid.uuid4())) + + payload = { + "request_id": id, + "call_type": call_type, + "cache_hit": cache_hit, + "startTime": start_time, + "endTime": end_time, + "model": kwargs.get("model", ""), + "user": kwargs.get("user", ""), + "modelParameters": optional_params, + "messages": messages, + "response": response_obj, + "usage": usage, + "metadata": metadata, + } + + json_fields = [ + field + for field, field_type in LiteLLM_SpendLogs.__annotations__.items() + if field_type == Json or field_type == Optional[Json] + ] + str_fields = [ + field + for field, field_type in LiteLLM_SpendLogs.__annotations__.items() + if field_type == str or field_type == Optional[str] + ] + datetime_fields = [ + field + for field, field_type in LiteLLM_SpendLogs.__annotations__.items() + if field_type == datetime + ] + + for param in json_fields: + if param in payload and type(payload[param]) != Json: + if type(payload[param]) == ModelResponse: + payload[param] = payload[param].model_dump_json() + elif type(payload[param]) == Usage: + payload[param] = payload[param].model_dump_json() + else: + payload[param] = json.dumps(payload[param]) + + for param in str_fields: + if param in payload and type(payload[param]) != str: + payload[param] = str(payload[param]) + + return payload diff --git a/schema.prisma b/schema.prisma index ed69f67a76..a07dcad08e 100644 --- a/schema.prisma +++ b/schema.prisma @@ -46,4 +46,5 @@ model LiteLLM_SpendLogs { response Json @default("{}") usage Json @default("{}") metadata Json @default("{}") + cache_hit String @default("") } \ No newline at end of file From b0e18e92b6cc5eaf9a511b71246459a508e8bb09 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 12:05:08 -0800 Subject: [PATCH 019/499] (fix) when kwargs==None --- litellm/utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/utils.py b/litellm/utils.py index b22a053ff5..1ff9dbe1c8 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8429,6 +8429,8 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): from litellm.proxy._types import LiteLLM_SpendLogs from pydantic import Json + if kwargs == None: + kwargs = {} # standardize this function to be used across, s3, dynamoDB, langfuse logging litellm_params = kwargs.get("litellm_params", {}) metadata = ( From 88cdfedf8429d3b705bd48301e4b0e783884854b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 12:21:56 -0800 Subject: [PATCH 020/499] (feat) track cost streaming --- litellm/proxy/proxy_server.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index fdc81f88e0..10efd495b3 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -531,7 +531,13 @@ async def track_cost_callback( prisma_client is not None or custom_db_client is not None ): await update_database( - token=user_api_key, response_cost=response_cost, user_id=user_id + token=user_api_key, + response_cost=response_cost, + user_id=user_id, + kwargs=kwargs, + completion_response=completion_response, + start_time=start_time, + end_time=end_time, ) elif kwargs["stream"] == False: # for non streaming responses response_cost = litellm.completion_cost( From 4eb9221121d357dafafeed0381fc58747d51ed46 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 12:29:21 -0800 Subject: [PATCH 021/499] (fix) track EmbeddingResponse cost --- litellm/utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/utils.py b/litellm/utils.py index 1ff9dbe1c8..77f0c331e9 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8478,6 +8478,8 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): if param in payload and type(payload[param]) != Json: if type(payload[param]) == ModelResponse: payload[param] = payload[param].model_dump_json() + if type(payload[param]) == EmbeddingResponse: + payload[param] = payload[param].model_dump_json() elif type(payload[param]) == Usage: payload[param] = payload[param].model_dump_json() else: From 5b54bcc712c2d92f9709dc6961d8029ceedd3498 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 12:39:11 -0800 Subject: [PATCH 022/499] (feat) spendLogs table DynamoDB --- litellm/proxy/db/dynamo_db.py | 21 ++++++++++++++++++++- litellm/proxy/proxy_server.py | 3 +++ 2 files changed, 23 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/db/dynamo_db.py b/litellm/proxy/db/dynamo_db.py index eb1c085286..83cf6b1572 100644 --- a/litellm/proxy/db/dynamo_db.py +++ b/litellm/proxy/db/dynamo_db.py @@ -131,10 +131,27 @@ class DynamoDBWrapper(CustomDB): raise Exception( f"Failed to create table - {self.database_arguments.config_table_name}.\nPlease create a new table called {self.database_arguments.config_table_name}\nAND set `hash_key` as 'param_name'" ) + + ## Spend + try: + verbose_proxy_logger.debug("DynamoDB Wrapper - Creating Spend Table") + error_occurred = False + table = client.table(self.database_arguments.spend_table_name) + if not await table.exists(): + await table.create( + self.throughput_type, + KeySchema(hash_key=KeySpec("request_id", KeyType.string)), + ) + except Exception as e: + error_occurred = True + if error_occurred == True: + raise Exception( + f"Failed to create table - {self.database_arguments.key_table_name}.\nPlease create a new table called {self.database_arguments.key_table_name}\nAND set `hash_key` as 'token'" + ) verbose_proxy_logger.debug("DynamoDB Wrapper - Done connecting()") async def insert_data( - self, value: Any, table_name: Literal["user", "key", "config"] + self, value: Any, table_name: Literal["user", "key", "config", "spend"] ): from aiodynamo.client import Client from aiodynamo.credentials import Credentials, StaticCredentials @@ -166,6 +183,8 @@ class DynamoDBWrapper(CustomDB): table = client.table(self.database_arguments.key_table_name) elif table_name == "config": table = client.table(self.database_arguments.config_table_name) + elif table_name == "spend": + table = client.table(self.database_arguments.spend_table_name) for k, v in value.items(): if isinstance(v, datetime): diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 10efd495b3..32e985113e 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -658,6 +658,9 @@ async def update_database( if prisma_client is not None: await prisma_client.insert_data(data=payload, table_name="spend") + elif custom_db_client is not None: + await custom_db_client.insert_data(payload, table_name="spend") + tasks = [] tasks.append(_update_user_db()) tasks.append(_update_key_db()) From 1ea3833ef7dad9d8fb6be32d724a5d81e496d358 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 12:42:14 -0800 Subject: [PATCH 023/499] fix(parallel_request_limiter.py): decrement count for failed llm calls https://github.com/BerriAI/litellm/issues/1477 --- .../proxy/hooks/parallel_request_limiter.py | 41 +-- litellm/proxy/proxy_server.py | 4 +- .../tests/test_parallel_request_limiter.py | 332 ++++++++++++++++++ 3 files changed, 350 insertions(+), 27 deletions(-) create mode 100644 litellm/tests/test_parallel_request_limiter.py diff --git a/litellm/proxy/hooks/parallel_request_limiter.py b/litellm/proxy/hooks/parallel_request_limiter.py index 38247cbe07..007004ca39 100644 --- a/litellm/proxy/hooks/parallel_request_limiter.py +++ b/litellm/proxy/hooks/parallel_request_limiter.py @@ -1,9 +1,10 @@ from typing import Optional -import litellm +import litellm, traceback from litellm.caching import DualCache from litellm.proxy._types import UserAPIKeyAuth from litellm.integrations.custom_logger import CustomLogger from fastapi import HTTPException +from litellm._logging import verbose_proxy_logger class MaxParallelRequestsHandler(CustomLogger): @@ -14,8 +15,7 @@ class MaxParallelRequestsHandler(CustomLogger): pass def print_verbose(self, print_statement): - if litellm.set_verbose is True: - print(print_statement) # noqa + verbose_proxy_logger.debug(print_statement) async def async_pre_call_hook( self, @@ -52,7 +52,7 @@ class MaxParallelRequestsHandler(CustomLogger): async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): try: - self.print_verbose(f"INSIDE ASYNC SUCCESS LOGGING") + self.print_verbose(f"INSIDE parallel request limiter ASYNC SUCCESS LOGGING") user_api_key = kwargs["litellm_params"]["metadata"]["user_api_key"] if user_api_key is None: return @@ -61,28 +61,19 @@ class MaxParallelRequestsHandler(CustomLogger): return request_count_api_key = f"{user_api_key}_request_count" - # check if it has collected an entire stream response - self.print_verbose( - f"'complete_streaming_response' is in kwargs: {'complete_streaming_response' in kwargs}" - ) - if "complete_streaming_response" in kwargs or kwargs["stream"] != True: - # Decrease count for this token - current = ( - self.user_api_key_cache.get_cache(key=request_count_api_key) or 1 - ) - new_val = current - 1 - self.print_verbose(f"updated_value in success call: {new_val}") - self.user_api_key_cache.set_cache(request_count_api_key, new_val) + # Decrease count for this token + current = self.user_api_key_cache.get_cache(key=request_count_api_key) or 1 + new_val = current - 1 + self.print_verbose(f"updated_value in success call: {new_val}") + self.user_api_key_cache.set_cache(request_count_api_key, new_val) except Exception as e: self.print_verbose(e) # noqa - async def async_log_failure_call( - self, user_api_key_dict: UserAPIKeyAuth, original_exception: Exception - ): + async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time): try: self.print_verbose(f"Inside Max Parallel Request Failure Hook") - api_key = user_api_key_dict.api_key - if api_key is None: + user_api_key = kwargs["litellm_params"]["metadata"]["user_api_key"] + if user_api_key is None: return if self.user_api_key_cache is None: @@ -90,13 +81,13 @@ class MaxParallelRequestsHandler(CustomLogger): ## decrement call count if call failed if ( - hasattr(original_exception, "status_code") - and original_exception.status_code == 429 - and "Max parallel request limit reached" in str(original_exception) + hasattr(kwargs["exception"], "status_code") + and kwargs["exception"].status_code == 429 + and "Max parallel request limit reached" in str(kwargs["exception"]) ): pass # ignore failed calls due to max limit being reached else: - request_count_api_key = f"{api_key}_request_count" + request_count_api_key = f"{user_api_key}_request_count" # Decrease count for this token current = ( self.user_api_key_cache.get_cache(key=request_count_api_key) or 1 diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index cde397d387..10c968b1c5 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1102,7 +1102,7 @@ async def generate_key_helper_fn( } if prisma_client is not None: ## CREATE USER (If necessary) - verbose_proxy_logger.debug(f"CustomDBClient: Creating User={user_data}") + verbose_proxy_logger.debug(f"prisma_client: Creating User={user_data}") user_row = await prisma_client.insert_data( data=user_data, table_name="user" ) @@ -1111,7 +1111,7 @@ async def generate_key_helper_fn( if len(user_row.models) > 0 and len(key_data["models"]) == 0: # type: ignore key_data["models"] = user_row.models ## CREATE KEY - verbose_proxy_logger.debug(f"CustomDBClient: Creating Key={key_data}") + verbose_proxy_logger.debug(f"prisma_client: Creating Key={key_data}") await prisma_client.insert_data(data=key_data, table_name="key") elif custom_db_client is not None: ## CREATE USER (If necessary) diff --git a/litellm/tests/test_parallel_request_limiter.py b/litellm/tests/test_parallel_request_limiter.py new file mode 100644 index 0000000000..41c9d3c828 --- /dev/null +++ b/litellm/tests/test_parallel_request_limiter.py @@ -0,0 +1,332 @@ +# What this tests? +## Unit Tests for the max parallel request limiter for the proxy + +import sys, os, asyncio, time, random +from datetime import datetime +import traceback +from dotenv import load_dotenv + +load_dotenv() +import os + +sys.path.insert( + 0, os.path.abspath("../..") +) # Adds the parent directory to the system path +import pytest +import litellm +from litellm import Router +from litellm.proxy.utils import ProxyLogging +from litellm.proxy._types import UserAPIKeyAuth +from litellm.caching import DualCache +from litellm.proxy.hooks.parallel_request_limiter import MaxParallelRequestsHandler + +## On Request received +## On Request success +## On Request failure + + +@pytest.mark.asyncio +async def test_pre_call_hook(): + """ + Test if cache updated on call being received + """ + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth(api_key=_api_key, max_parallel_requests=1) + local_cache = DualCache() + parallel_request_handler = MaxParallelRequestsHandler() + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + print( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + ) + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 1 + ) + + +@pytest.mark.asyncio +async def test_success_call_hook(): + """ + Test if on success, cache correctly decremented + """ + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth(api_key=_api_key, max_parallel_requests=1) + local_cache = DualCache() + parallel_request_handler = MaxParallelRequestsHandler() + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 1 + ) + + kwargs = {"litellm_params": {"metadata": {"user_api_key": _api_key}}} + + await parallel_request_handler.async_log_success_event( + kwargs=kwargs, response_obj="", start_time="", end_time="" + ) + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 0 + ) + + +@pytest.mark.asyncio +async def test_failure_call_hook(): + """ + Test if on failure, cache correctly decremented + """ + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth(api_key=_api_key, max_parallel_requests=1) + local_cache = DualCache() + parallel_request_handler = MaxParallelRequestsHandler() + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 1 + ) + + kwargs = { + "litellm_params": {"metadata": {"user_api_key": _api_key}}, + "exception": Exception(), + } + + await parallel_request_handler.async_log_failure_event( + kwargs=kwargs, response_obj="", start_time="", end_time="" + ) + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 0 + ) + + +""" +Test with Router +- normal call +- streaming call +- bad call +""" + + +@pytest.mark.asyncio +async def test_normal_router_call(): + model_list = [ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-turbo", + "api_key": "os.environ/AZURE_FRANCE_API_KEY", + "api_base": "https://openai-france-1234.openai.azure.com", + "rpm": 1440, + }, + "model_info": {"id": 1}, + }, + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-35-turbo", + "api_key": "os.environ/AZURE_EUROPE_API_KEY", + "api_base": "https://my-endpoint-europe-berri-992.openai.azure.com", + "rpm": 6, + }, + "model_info": {"id": 2}, + }, + ] + router = Router( + model_list=model_list, + set_verbose=False, + num_retries=3, + ) # type: ignore + + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth(api_key=_api_key, max_parallel_requests=1) + local_cache = DualCache() + pl = ProxyLogging(user_api_key_cache=local_cache) + pl._init_litellm_callbacks() + print(f"litellm callbacks: {litellm.callbacks}") + parallel_request_handler = pl.max_parallel_request_limiter + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 1 + ) + + # normal call + response = await router.acompletion( + model="azure-model", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + metadata={"user_api_key": _api_key}, + ) + await asyncio.sleep(1) # success is done in a separate thread + print(f"response: {response}") + value = parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + print(f"cache value: {value}") + + assert value == 0 + + +@pytest.mark.asyncio +async def test_streaming_router_call(): + model_list = [ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-turbo", + "api_key": "os.environ/AZURE_FRANCE_API_KEY", + "api_base": "https://openai-france-1234.openai.azure.com", + "rpm": 1440, + }, + "model_info": {"id": 1}, + }, + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-35-turbo", + "api_key": "os.environ/AZURE_EUROPE_API_KEY", + "api_base": "https://my-endpoint-europe-berri-992.openai.azure.com", + "rpm": 6, + }, + "model_info": {"id": 2}, + }, + ] + router = Router( + model_list=model_list, + set_verbose=False, + num_retries=3, + ) # type: ignore + + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth(api_key=_api_key, max_parallel_requests=1) + local_cache = DualCache() + pl = ProxyLogging(user_api_key_cache=local_cache) + pl._init_litellm_callbacks() + print(f"litellm callbacks: {litellm.callbacks}") + parallel_request_handler = pl.max_parallel_request_limiter + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 1 + ) + + # streaming call + response = await router.acompletion( + model="azure-model", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + stream=True, + metadata={"user_api_key": _api_key}, + ) + async for chunk in response: + continue + await asyncio.sleep(1) # success is done in a separate thread + value = parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + print(f"cache value: {value}") + + assert value == 0 + + +@pytest.mark.asyncio +async def test_bad_router_call(): + model_list = [ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-turbo", + "api_key": "os.environ/AZURE_FRANCE_API_KEY", + "api_base": "https://openai-france-1234.openai.azure.com", + "rpm": 1440, + }, + "model_info": {"id": 1}, + }, + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-35-turbo", + "api_key": "os.environ/AZURE_EUROPE_API_KEY", + "api_base": "https://my-endpoint-europe-berri-992.openai.azure.com", + "rpm": 6, + }, + "model_info": {"id": 2}, + }, + ] + router = Router( + model_list=model_list, + set_verbose=False, + num_retries=3, + ) # type: ignore + + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth(api_key=_api_key, max_parallel_requests=1) + local_cache = DualCache() + pl = ProxyLogging(user_api_key_cache=local_cache) + pl._init_litellm_callbacks() + print(f"litellm callbacks: {litellm.callbacks}") + parallel_request_handler = pl.max_parallel_request_limiter + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + == 1 + ) + + # bad streaming call + try: + response = await router.acompletion( + model="azure-model", + messages=[{"role": "user2", "content": "Hey, how's it going?"}], + stream=True, + metadata={"user_api_key": _api_key}, + ) + except: + pass + value = parallel_request_handler.user_api_key_cache.get_cache( + key=f"{_api_key}_request_count" + ) + print(f"cache value: {value}") + + assert value == 0 From 2e06e004133f32cecfd0902b34616d9b673636dd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 12:42:33 -0800 Subject: [PATCH 024/499] =?UTF-8?q?bump:=20version=201.18.1=20=E2=86=92=20?= =?UTF-8?q?1.18.2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 32810511f7..cfef03eea8 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.1" +version = "1.18.2" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT License" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.1" +version = "1.18.2" version_files = [ "pyproject.toml:^version" ] From daa399bc60c9dbc19404f7f6c7a31dfa0960c3cd Mon Sep 17 00:00:00 2001 From: Duarte OC Date: Thu, 18 Jan 2024 21:57:47 +0100 Subject: [PATCH 025/499] adds s3 folder prefix to cache --- litellm/caching.py | 6 ++++++ 1 file changed, 6 insertions(+) diff --git a/litellm/caching.py b/litellm/caching.py index e1678a109f..8ad19e1026 100644 --- a/litellm/caching.py +++ b/litellm/caching.py @@ -129,11 +129,13 @@ class S3Cache(BaseCache): s3_aws_secret_access_key=None, s3_aws_session_token=None, s3_config=None, + s3_path=None, **kwargs, ): import boto3 self.bucket_name = s3_bucket_name + self.key_prefix = s3_path.rstrip("/") + "/" if s3_path else "" # Create an S3 client with custom endpoint URL self.s3_client = boto3.client( "s3", @@ -155,6 +157,8 @@ class S3Cache(BaseCache): ttl = kwargs.get("ttl", None) # Convert value to JSON before storing in S3 serialized_value = json.dumps(value) + key = self.key_prefix + key + if ttl is not None: cache_control = f"immutable, max-age={ttl}, s-maxage={ttl}" import datetime @@ -193,6 +197,8 @@ class S3Cache(BaseCache): import boto3, botocore try: + key = self.key_prefix + key + print_verbose(f"Get S3 Cache: key: {key}") # Download the data from S3 cached_response = self.s3_client.get_object( From 73938080f26eaa1f8b71c1c596cb3aace2eb920d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:16:25 -0800 Subject: [PATCH 026/499] (feat) track - api_key in spendLogs --- litellm/proxy/_types.py | 5 ++- litellm/proxy/schema.prisma | 3 +- litellm/proxy/utils.py | 82 +++++++++++++++++++++++++++++++++++++ litellm/utils.py | 2 + schema.prisma | 5 ++- 5 files changed, 92 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 9bc6b09b12..21629cb816 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -317,14 +317,15 @@ class LiteLLM_UserTable(LiteLLMBase): class LiteLLM_SpendLogs(LiteLLMBase): request_id: str + api_key: str + model: Optional[str] = "" call_type: str + spend: Optional[float] = 0.0 startTime: Union[str, datetime, None] endTime: Union[str, datetime, None] - model: Optional[str] = "" user: Optional[str] = "" modelParameters: Optional[Json] = {} messages: Optional[Json] = [] - spend: Optional[float] = 0.0 response: Optional[Json] = {} usage: Optional[Json] = {} metadata: Optional[Json] = {} diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 9049f953d7..2e40a32045 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -36,13 +36,14 @@ model LiteLLM_Config { model LiteLLM_SpendLogs { request_id String @unique call_type String + api_key String @default ("") + spend Float @default(0.0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") user String @default("") modelParameters Json @default("{}")// Assuming optional_params is a JSON field messages Json @default("[]") - spend Float @default(0.0) response Json @default("{}") usage Json @default("{}") metadata Json @default("{}") diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index f24412a84c..23b66f22d7 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -779,3 +779,85 @@ async def send_email(sender_name, sender_email, receiver_email, subject, html): except Exception as e: print_verbose("An error occurred while sending the email:", str(e)) + + +def hash_token(token: str): + import hashlib + + # Hash the string using SHA-256 + hashed_token = hashlib.sha256(token.encode()).hexdigest() + + return hashed_token + + +def get_logging_payload(kwargs, response_obj, start_time, end_time): + from litellm.proxy._types import LiteLLM_SpendLogs + from pydantic import Json + import uuid + + if kwargs == None: + kwargs = {} + # standardize this function to be used across, s3, dynamoDB, langfuse logging + litellm_params = kwargs.get("litellm_params", {}) + metadata = ( + litellm_params.get("metadata", {}) or {} + ) # if litellm_params['metadata'] == None + messages = kwargs.get("messages") + optional_params = kwargs.get("optional_params", {}) + call_type = kwargs.get("call_type", "litellm.completion") + cache_hit = kwargs.get("cache_hit", False) + usage = response_obj["usage"] + id = response_obj.get("id", str(uuid.uuid4())) + api_key = metadata.get("user_api_key", "") + if api_key is not None and type(api_key) == str: + # hash the api_key + api_key = hash_token(api_key) + + payload = { + "request_id": id, + "call_type": call_type, + "api_key": api_key, + "cache_hit": cache_hit, + "startTime": start_time, + "endTime": end_time, + "model": kwargs.get("model", ""), + "user": kwargs.get("user", ""), + "modelParameters": optional_params, + "messages": messages, + "response": response_obj, + "usage": usage, + "metadata": metadata, + } + + json_fields = [ + field + for field, field_type in LiteLLM_SpendLogs.__annotations__.items() + if field_type == Json or field_type == Optional[Json] + ] + str_fields = [ + field + for field, field_type in LiteLLM_SpendLogs.__annotations__.items() + if field_type == str or field_type == Optional[str] + ] + datetime_fields = [ + field + for field, field_type in LiteLLM_SpendLogs.__annotations__.items() + if field_type == datetime + ] + + for param in json_fields: + if param in payload and type(payload[param]) != Json: + if type(payload[param]) == litellm.ModelResponse: + payload[param] = payload[param].model_dump_json() + if type(payload[param]) == litellm.EmbeddingResponse: + payload[param] = payload[param].model_dump_json() + elif type(payload[param]) == litellm.Usage: + payload[param] = payload[param].model_dump_json() + else: + payload[param] = json.dumps(payload[param]) + + for param in str_fields: + if param in payload and type(payload[param]) != str: + payload[param] = str(payload[param]) + + return payload diff --git a/litellm/utils.py b/litellm/utils.py index 77f0c331e9..e8740e8aae 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8442,10 +8442,12 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): cache_hit = kwargs.get("cache_hit", False) usage = response_obj["usage"] id = response_obj.get("id", str(uuid.uuid4())) + api_key = metadata.get("user_api_key", "") payload = { "request_id": id, "call_type": call_type, + "api_key": api_key, "cache_hit": cache_hit, "startTime": start_time, "endTime": end_time, diff --git a/schema.prisma b/schema.prisma index a07dcad08e..31eae05c2e 100644 --- a/schema.prisma +++ b/schema.prisma @@ -35,16 +35,17 @@ model LiteLLM_Config { model LiteLLM_SpendLogs { request_id String @unique + api_key String @default ("") call_type String + spend Float @default(0.0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") user String @default("") modelParameters Json @default("{}")// Assuming optional_params is a JSON field messages Json @default("[]") - spend Float @default(0.0) response Json @default("{}") usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") -} \ No newline at end of file +} From 7bdf0a0a63f2733a38cab7e296cec762af82bfcf Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:21:51 -0800 Subject: [PATCH 027/499] (chore) cleanup utils.py --- litellm/utils.py | 69 ------------------------------------------------ 1 file changed, 69 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index e8740e8aae..f7cc5d2a54 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -8423,72 +8423,3 @@ def print_args_passed_to_litellm(original_function, args, kwargs): except: # This should always be non blocking pass - - -def get_logging_payload(kwargs, response_obj, start_time, end_time): - from litellm.proxy._types import LiteLLM_SpendLogs - from pydantic import Json - - if kwargs == None: - kwargs = {} - # standardize this function to be used across, s3, dynamoDB, langfuse logging - litellm_params = kwargs.get("litellm_params", {}) - metadata = ( - litellm_params.get("metadata", {}) or {} - ) # if litellm_params['metadata'] == None - messages = kwargs.get("messages") - optional_params = kwargs.get("optional_params", {}) - call_type = kwargs.get("call_type", "litellm.completion") - cache_hit = kwargs.get("cache_hit", False) - usage = response_obj["usage"] - id = response_obj.get("id", str(uuid.uuid4())) - api_key = metadata.get("user_api_key", "") - - payload = { - "request_id": id, - "call_type": call_type, - "api_key": api_key, - "cache_hit": cache_hit, - "startTime": start_time, - "endTime": end_time, - "model": kwargs.get("model", ""), - "user": kwargs.get("user", ""), - "modelParameters": optional_params, - "messages": messages, - "response": response_obj, - "usage": usage, - "metadata": metadata, - } - - json_fields = [ - field - for field, field_type in LiteLLM_SpendLogs.__annotations__.items() - if field_type == Json or field_type == Optional[Json] - ] - str_fields = [ - field - for field, field_type in LiteLLM_SpendLogs.__annotations__.items() - if field_type == str or field_type == Optional[str] - ] - datetime_fields = [ - field - for field, field_type in LiteLLM_SpendLogs.__annotations__.items() - if field_type == datetime - ] - - for param in json_fields: - if param in payload and type(payload[param]) != Json: - if type(payload[param]) == ModelResponse: - payload[param] = payload[param].model_dump_json() - if type(payload[param]) == EmbeddingResponse: - payload[param] = payload[param].model_dump_json() - elif type(payload[param]) == Usage: - payload[param] = payload[param].model_dump_json() - else: - payload[param] = json.dumps(payload[param]) - - for param in str_fields: - if param in payload and type(payload[param]) != str: - payload[param] = str(payload[param]) - - return payload From 1c987a436eff64147672c071854cd2d7aefd228e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:34:33 -0800 Subject: [PATCH 028/499] (docs) virtual_keys --- docs/my-website/docs/proxy/virtual_keys.md | 35 +++++++++++++++++----- 1 file changed, 28 insertions(+), 7 deletions(-) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index ee8a990429..3adbb07ff2 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -1,4 +1,4 @@ -# Key Management +# Virtual Keys Track Spend, Set budgets and create virtual keys for the proxy Grant other's temporary access to your proxy, with keys that expire after a set duration. @@ -12,7 +12,7 @@ Grant other's temporary access to your proxy, with keys that expire after a set ::: -## Quick Start +## Setup Requirements: @@ -58,16 +58,37 @@ litellm --config /path/to/config.yaml curl 'http://0.0.0.0:8000/key/generate' \ --header 'Authorization: Bearer ' \ --header 'Content-Type: application/json' \ ---data-raw '{"models": ["gpt-3.5-turbo", "gpt-4", "claude-2"], "duration": "20m","metadata": {"user": "ishaan@berri.ai", "team": "core-infra"}}' +--data-raw '{"models": ["gpt-3.5-turbo", "gpt-4", "claude-2"], "duration": "20m","metadata": {"user": "ishaan@berri.ai"}}' ``` + +## /key/generate + +### Request +```shell +curl 'http://0.0.0.0:8000/key/generate' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data-raw '{ + "models": ["gpt-3.5-turbo", "gpt-4", "claude-2"], + "duration": "20m", + "metadata": {"user": "ishaan@berri.ai"}, + "team_id": "core-infra" +}' +``` + + +Request Params: + - `models`: *list or null (optional)* - Specify the models a token has access too. If null, then token has access to all models on server. - `duration`: *str or null (optional)* Specify the length of time the token is valid for. If null, default is set to 1 hour. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). - `metadata`: *dict or null (optional)* Pass metadata for the created token. If null defaults to {} -Expected response: +- `team_id`: *str or null (optional)* Specify team_id for the associated key + +### Response ```python { @@ -76,7 +97,7 @@ Expected response: } ``` -## Keys that don't expire +### Keys that don't expire Just set duration to None. @@ -87,7 +108,7 @@ curl --location 'http://0.0.0.0:8000/key/generate' \ --data '{"models": ["azure-models"], "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": null}' ``` -## Upgrade/Downgrade Models +### Upgrade/Downgrade Models If a user is expected to use a given model (i.e. gpt3-5), and you want to: @@ -137,7 +158,7 @@ curl -X POST "https://0.0.0.0:8000/key/generate" \ - **How are routing between diff keys/api bases done?** litellm handles this by shuffling between different models in the model list with the same model_name. [**See Code**](https://github.com/BerriAI/litellm/blob/main/litellm/router.py) -## Grant Access to new model +### Grant Access to new model Use model access groups to give users access to select models, and add new ones to it over time (e.g. mistral, llama-2, etc.) From ea32a8757bd4f984ca0e3cd58c1d9d84f426cad0 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:34:51 -0800 Subject: [PATCH 029/499] (feat) set team_id on virtual_keys --- litellm/proxy/_types.py | 1 + litellm/proxy/schema.prisma | 1 + schema.prisma | 1 + 3 files changed, 3 insertions(+) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index ad90173a44..e258582efb 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -129,6 +129,7 @@ class GenerateKeyRequest(LiteLLMBase): config: Optional[dict] = {} spend: Optional[float] = 0 user_id: Optional[str] = None + team_id: Optional[str] = None max_parallel_requests: Optional[int] = None metadata: Optional[dict] = {} diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index aa45a88186..1ed76140ed 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -24,6 +24,7 @@ model LiteLLM_VerificationToken { aliases Json @default("{}") config Json @default("{}") user_id String? + team_id String? max_parallel_requests Int? metadata Json @default("{}") } diff --git a/schema.prisma b/schema.prisma index 704ada42c9..3c2bf22cb5 100644 --- a/schema.prisma +++ b/schema.prisma @@ -24,6 +24,7 @@ model LiteLLM_VerificationToken { aliases Json @default("{}") config Json @default("{}") user_id String? + team_id String? max_parallel_requests Int? metadata Json @default("{}") } From 4294657b99ad5939425adf2bfa339c75ffb2b2fa Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:40:48 -0800 Subject: [PATCH 030/499] (fix) use get_logging_payload --- litellm/proxy/proxy_server.py | 3 ++- litellm/tests/test_key_generate_dynamodb.py | 4 ++++ 2 files changed, 6 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 32e985113e..8145d19aa3 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -72,6 +72,7 @@ from litellm.proxy.utils import ( ProxyLogging, _cache_user_row, send_email, + get_logging_payload, ) from litellm.proxy.secret_managers.google_kms import load_google_kms import pydantic @@ -646,7 +647,7 @@ async def update_database( async def _insert_spend_log_to_db(): # Helper to generate payload to log verbose_proxy_logger.debug("inserting spend log to db") - payload = litellm.utils.get_logging_payload( + payload = get_logging_payload( kwargs=kwargs, response_obj=completion_response, start_time=start_time, diff --git a/litellm/tests/test_key_generate_dynamodb.py b/litellm/tests/test_key_generate_dynamodb.py index 09f699af7d..2cfa9c9531 100644 --- a/litellm/tests/test_key_generate_dynamodb.py +++ b/litellm/tests/test_key_generate_dynamodb.py @@ -179,6 +179,10 @@ def test_call_with_key_over_budget(custom_db_client): # 5. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "custom_db_client", custom_db_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + from litellm._logging import verbose_proxy_logger + import logging + + verbose_proxy_logger.setLevel(logging.DEBUG) try: async def test(): From 42ad12b2bd6f0cb0cb19870ef1c2b0ab71eeb696 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:48:52 -0800 Subject: [PATCH 031/499] (fix) support team_id for /key/generate --- litellm/proxy/proxy_server.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 10c968b1c5..e77223861e 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1037,6 +1037,7 @@ async def generate_key_helper_fn( max_budget: Optional[float] = None, token: Optional[str] = None, user_id: Optional[str] = None, + team_id: Optional[str] = None, user_email: Optional[str] = None, max_parallel_requests: Optional[int] = None, metadata: Optional[dict] = {}, From aef59c554f8d3b809341f9de50b105bb3dcaef0c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 13:52:15 -0800 Subject: [PATCH 032/499] feat(parallel_request_limiter.py): add support for tpm/rpm limits --- .../proxy/hooks/parallel_request_limiter.py | 112 +++++++++++++++--- .../tests/test_parallel_request_limiter.py | 104 ++++++++++------ 2 files changed, 166 insertions(+), 50 deletions(-) diff --git a/litellm/proxy/hooks/parallel_request_limiter.py b/litellm/proxy/hooks/parallel_request_limiter.py index 007004ca39..7bec1d5d66 100644 --- a/litellm/proxy/hooks/parallel_request_limiter.py +++ b/litellm/proxy/hooks/parallel_request_limiter.py @@ -5,6 +5,8 @@ from litellm.proxy._types import UserAPIKeyAuth from litellm.integrations.custom_logger import CustomLogger from fastapi import HTTPException from litellm._logging import verbose_proxy_logger +from litellm import ModelResponse +from datetime import datetime class MaxParallelRequestsHandler(CustomLogger): @@ -35,16 +37,37 @@ class MaxParallelRequestsHandler(CustomLogger): return self.user_api_key_cache = cache # save the api key cache for updating the value + # ------------ + # Setup values + # ------------ + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + + request_count_api_key = f"{api_key}::{precise_minute}::request_count" # CHECK IF REQUEST ALLOWED - request_count_api_key = f"{api_key}_request_count" - current = cache.get_cache(key=request_count_api_key) + current = cache.get_cache( + key=request_count_api_key + ) # {"current_requests": 1, "current_tpm": 1, "current_rpm": 10} self.print_verbose(f"current: {current}") if current is None: - cache.set_cache(request_count_api_key, 1) - elif int(current) < max_parallel_requests: + new_val = { + "current_requests": 1, + "current_tpm": 0, + "current_rpm": 0, + } + cache.set_cache(request_count_api_key, new_val) + elif int(current["current_requests"]) < max_parallel_requests: # Increase count for this token - cache.set_cache(request_count_api_key, int(current) + 1) + new_val = { + "current_requests": current["current_requests"] + 1, + "current_tpm": current["current_tpm"], + "current_rpm": current["current_rpm"], + } + cache.set_cache(request_count_api_key, new_val) else: raise HTTPException( status_code=429, detail="Max parallel request limit reached." @@ -60,12 +83,42 @@ class MaxParallelRequestsHandler(CustomLogger): if self.user_api_key_cache is None: return - request_count_api_key = f"{user_api_key}_request_count" - # Decrease count for this token - current = self.user_api_key_cache.get_cache(key=request_count_api_key) or 1 - new_val = current - 1 + # ------------ + # Setup values + # ------------ + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + + total_tokens = 0 + + if isinstance(response_obj, ModelResponse): + total_tokens = response_obj.usage.total_tokens + + request_count_api_key = f"{user_api_key}::{precise_minute}::request_count" + + current = self.user_api_key_cache.get_cache(key=request_count_api_key) or { + "current_requests": 1, + "current_tpm": total_tokens, + "current_rpm": 1, + } + + # ------------ + # Update usage + # ------------ + + new_val = { + "current_requests": current["current_requests"] - 1, + "current_tpm": current["current_tpm"] + total_tokens, + "current_rpm": current["current_rpm"] + 1, + } + self.print_verbose(f"updated_value in success call: {new_val}") - self.user_api_key_cache.set_cache(request_count_api_key, new_val) + self.user_api_key_cache.set_cache( + request_count_api_key, new_val, ttl=60 + ) # store in cache for 1 min. except Exception as e: self.print_verbose(e) # noqa @@ -87,13 +140,40 @@ class MaxParallelRequestsHandler(CustomLogger): ): pass # ignore failed calls due to max limit being reached else: - request_count_api_key = f"{user_api_key}_request_count" - # Decrease count for this token - current = ( - self.user_api_key_cache.get_cache(key=request_count_api_key) or 1 + # ------------ + # Setup values + # ------------ + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + + request_count_api_key = ( + f"{user_api_key}::{precise_minute}::request_count" ) - new_val = current - 1 + + # ------------ + # Update usage + # ------------ + + current = self.user_api_key_cache.get_cache( + key=request_count_api_key + ) or { + "current_requests": 1, + "current_tpm": 0, + "current_rpm": 0, + } + + new_val = { + "current_requests": current["current_requests"] - 1, + "current_tpm": current["current_tpm"], + "current_rpm": current["current_rpm"], + } + self.print_verbose(f"updated_value in failure call: {new_val}") - self.user_api_key_cache.set_cache(request_count_api_key, new_val) + self.user_api_key_cache.set_cache( + request_count_api_key, new_val, ttl=60 + ) # save in cache for up to 1 min. except Exception as e: self.print_verbose(f"An exception occurred - {str(e)}") # noqa diff --git a/litellm/tests/test_parallel_request_limiter.py b/litellm/tests/test_parallel_request_limiter.py index 41c9d3c828..ff03e251da 100644 --- a/litellm/tests/test_parallel_request_limiter.py +++ b/litellm/tests/test_parallel_request_limiter.py @@ -19,6 +19,7 @@ from litellm.proxy.utils import ProxyLogging from litellm.proxy._types import UserAPIKeyAuth from litellm.caching import DualCache from litellm.proxy.hooks.parallel_request_limiter import MaxParallelRequestsHandler +from datetime import datetime ## On Request received ## On Request success @@ -39,15 +40,19 @@ async def test_pre_call_hook(): user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" ) + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + print( - parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + parallel_request_handler.user_api_key_cache.get_cache(key=request_count_api_key) ) assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 1 ) @@ -66,10 +71,16 @@ async def test_success_call_hook(): user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" ) + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 1 ) @@ -81,8 +92,8 @@ async def test_success_call_hook(): assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 0 ) @@ -101,10 +112,16 @@ async def test_failure_call_hook(): user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" ) + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 1 ) @@ -119,8 +136,8 @@ async def test_failure_call_hook(): assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 0 ) @@ -175,10 +192,16 @@ async def test_normal_router_call(): user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" ) + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 1 ) @@ -190,12 +213,13 @@ async def test_normal_router_call(): ) await asyncio.sleep(1) # success is done in a separate thread print(f"response: {response}") - value = parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) - print(f"cache value: {value}") - assert value == 0 + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=request_count_api_key + )["current_requests"] + == 0 + ) @pytest.mark.asyncio @@ -240,10 +264,16 @@ async def test_streaming_router_call(): user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" ) + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 1 ) @@ -257,12 +287,12 @@ async def test_streaming_router_call(): async for chunk in response: continue await asyncio.sleep(1) # success is done in a separate thread - value = parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=request_count_api_key + )["current_requests"] + == 0 ) - print(f"cache value: {value}") - - assert value == 0 @pytest.mark.asyncio @@ -307,10 +337,16 @@ async def test_bad_router_call(): user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" ) + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + assert ( parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" - ) + key=request_count_api_key + )["current_requests"] == 1 ) @@ -324,9 +360,9 @@ async def test_bad_router_call(): ) except: pass - value = parallel_request_handler.user_api_key_cache.get_cache( - key=f"{_api_key}_request_count" + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=request_count_api_key + )["current_requests"] + == 0 ) - print(f"cache value: {value}") - - assert value == 0 From 90509a159a4518b92ac0f1c0beec0feb7688066b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:54:08 -0800 Subject: [PATCH 033/499] (fix) write team_id to key table --- litellm/proxy/proxy_server.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index e77223861e..f951376306 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1098,6 +1098,7 @@ async def generate_key_helper_fn( "config": config_json, "spend": spend, "user_id": user_id, + "team_id": team_id, "max_parallel_requests": max_parallel_requests, "metadata": metadata_json, } From f405a827e37c5fce5c23094a9b83138d2b6c635d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 13:55:32 -0800 Subject: [PATCH 034/499] (docs) virtual_keys --- docs/my-website/docs/proxy/virtual_keys.md | 32 ++++++++++++++++++++++ 1 file changed, 32 insertions(+) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index 3adbb07ff2..49f4ed23c8 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -186,6 +186,38 @@ curl --location 'http://localhost:8000/key/generate' \ "max_budget": 0,}' ``` + + + + ## Tracking Spend You can get spend for a key by using the `/key/info` endpoint. From 5beef6dbcd32271b92d8c12a4e200c90cfc73cde Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 14:33:13 -0800 Subject: [PATCH 035/499] (test) setting team_id --- litellm/tests/test_key_generate_prisma.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 5accd03c65..ae51e4e964 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -543,7 +543,8 @@ def test_generate_and_update_key(prisma_client): async def test(): await litellm.proxy.proxy_server.prisma_client.connect() request = NewUserRequest( - metadata={"team": "litellm-team3", "project": "litellm-project3"} + metadata={"team": "litellm-team3", "project": "litellm-project3"}, + team_id="litellm-core-infra@gmail.com", ) key = await new_user(request) print(key) @@ -560,6 +561,7 @@ def test_generate_and_update_key(prisma_client): "team": "litellm-team3", "project": "litellm-project3", } + assert result["info"].team_id == "litellm-core-infra@gmail.com" request = Request(scope={"type": "http"}) request._url = URL(url="/update/key") From 2b6972111e8b3256453b0acdec24c22232e16774 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 14:42:46 -0800 Subject: [PATCH 036/499] (feat) write team_id to User Table --- litellm/proxy/proxy_server.py | 3 +++ litellm/proxy/schema.prisma | 1 + schema.prisma | 1 + 3 files changed, 5 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index f951376306..80e89709d7 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1081,12 +1081,15 @@ async def generate_key_helper_fn( config_json = json.dumps(config) metadata_json = json.dumps(metadata) user_id = user_id or str(uuid.uuid4()) + if type(team_id) is not str: + team_id = str(team_id) try: # Create a new verification token (you may want to enhance this logic based on your needs) user_data = { "max_budget": max_budget, "user_email": user_email, "user_id": user_id, + "team_id": team_id, "spend": spend, "models": models, } diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 1ed76140ed..24f7f4f3d7 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -9,6 +9,7 @@ generator client { model LiteLLM_UserTable { user_id String @unique + team_id String? max_budget Float? spend Float @default(0.0) user_email String? diff --git a/schema.prisma b/schema.prisma index 3c2bf22cb5..ae5c53a4df 100644 --- a/schema.prisma +++ b/schema.prisma @@ -9,6 +9,7 @@ generator client { model LiteLLM_UserTable { user_id String @unique + team_id String? max_budget Float? spend Float @default(0.0) user_email String? From d5e720e16109a1db7708b92ac49f654397ae7fc6 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 14:45:49 -0800 Subject: [PATCH 037/499] (docs) /key/update --- docs/my-website/docs/proxy/virtual_keys.md | 15 ++++++++++----- 1 file changed, 10 insertions(+), 5 deletions(-) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index 49f4ed23c8..391f1b60d2 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -186,9 +186,9 @@ curl --location 'http://localhost:8000/key/generate' \ "max_budget": 0,}' ``` - +## /key/update - +``` ## Tracking Spend From 0e3e8050d7160f3c39565982a91d77d3bcfa2e75 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 14:54:11 -0800 Subject: [PATCH 038/499] (docs) /key/info --- docs/my-website/docs/proxy/virtual_keys.md | 36 +++++++++++++++++++++- 1 file changed, 35 insertions(+), 1 deletion(-) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index 391f1b60d2..e9ce490786 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -186,6 +186,40 @@ curl --location 'http://localhost:8000/key/generate' \ "max_budget": 0,}' ``` + +## /key/info + +### Request +```shell +curl -X GET "http://0.0.0.0:8000/key/info?key=sk-02Wr4IAlN3NvPXvL5JVvDA" \ +-H "Authorization: Bearer sk-1234" +``` + +Request Params: +- key: str - The key you want the info for + +### Response + +```json +{ + "key": "sk-02Wr4IAlN3NvPXvL5JVvDA", + "info": { + "token": "80321a12d03412c527f2bd9db5fabd746abead2e1d50b435a534432fbaca9ef5", + "spend": 0.0, + "expires": "2024-01-18T23:52:09.125000+00:00", + "models": ["azure-gpt-3.5", "azure-embedding-model"], + "aliases": {}, + "config": {}, + "user_id": "ishaan2@berri.ai", + "team_id": "None", + "max_parallel_requests": null, + "metadata": {} + } +} + + +``` + ## /key/update ### Request @@ -212,7 +246,7 @@ Request Params: ### Response -```python +```json { "key": "sk-kdEXbIqZRwEeEiHwdg7sFA", "models": ["gpt-3.5-turbo", "gpt-4", "claude-2"], From cdede8836fc11245103f384afa64fa1053c58d33 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 15:16:40 -0800 Subject: [PATCH 039/499] (docs)virtual keys --- docs/my-website/docs/proxy/virtual_keys.md | 25 ++++++++++++++++++++++ 1 file changed, 25 insertions(+) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index e9ce490786..1cb28a2e3d 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -200,6 +200,7 @@ Request Params: ### Response +`token` is the hashed key (The DB stores the hashed key for security) ```json { "key": "sk-02Wr4IAlN3NvPXvL5JVvDA", @@ -257,6 +258,30 @@ Request Params: ``` + +## /key/delete + +### Request +```shell +curl 'http://0.0.0.0:8000/key/delete' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data-raw '{ + "keys": ["sk-kdEXbIqZRwEeEiHwdg7sFA"] +}' +``` + +Request Params: +- keys: List[str] - List of keys to delete + +### Response + +```json +{ + "deleted_keys": ["sk-kdEXbIqZRwEeEiHwdg7sFA"] +} +``` + ## Tracking Spend You can get spend for a key by using the `/key/info` endpoint. From 340706565fc4a02c3a48a0bc1d06d30c07417d6b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 15:23:05 -0800 Subject: [PATCH 040/499] (fix) add team_id to doc string --- litellm/proxy/proxy_server.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 80e89709d7..6a6a59ee11 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2048,6 +2048,7 @@ async def generate_key_fn( Parameters: - duration: Optional[str] - Specify the length of time the token is valid for. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). **(Default is set to 1 hour.)** + - team_id: Optional[str] - The team id of the user - models: Optional[list] - Model_name's a user is allowed to call. (if empty, key is allowed to call all models) - aliases: Optional[dict] - Any alias mappings, on top of anything in the config.yaml model list. - https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---upgradedowngrade-models - config: Optional[dict] - any key-specific configs, overrides config in config.yaml From 22c33212081d024abfce58e025dd0f5cd308e4f3 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 15:25:29 -0800 Subject: [PATCH 041/499] test(test_parallel_request_limiter.py): unit testing for tpm/rpm rate limits --- .../tests/test_parallel_request_limiter.py | 317 ++++++++++++++++++ 1 file changed, 317 insertions(+) diff --git a/litellm/tests/test_parallel_request_limiter.py b/litellm/tests/test_parallel_request_limiter.py index ff03e251da..384044c9c6 100644 --- a/litellm/tests/test_parallel_request_limiter.py +++ b/litellm/tests/test_parallel_request_limiter.py @@ -57,6 +57,86 @@ async def test_pre_call_hook(): ) +@pytest.mark.asyncio +async def test_pre_call_hook_rpm_limits(): + """ + Test if error raised on hitting rpm limits + """ + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth( + api_key=_api_key, max_parallel_requests=1, tpm_limit=9, rpm_limit=1 + ) + local_cache = DualCache() + parallel_request_handler = MaxParallelRequestsHandler() + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + kwargs = {"litellm_params": {"metadata": {"user_api_key": _api_key}}} + + await parallel_request_handler.async_log_success_event( + kwargs=kwargs, + response_obj="", + start_time="", + end_time="", + ) + + ## Expected cache val: {"current_requests": 0, "current_tpm": 0, "current_rpm": 1} + + try: + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=local_cache, + data={}, + call_type="", + ) + + pytest.fail(f"Expected call to fail") + except Exception as e: + assert e.status_code == 429 + + +@pytest.mark.asyncio +async def test_pre_call_hook_tpm_limits(): + """ + Test if error raised on hitting tpm limits + """ + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth( + api_key=_api_key, max_parallel_requests=1, tpm_limit=9, rpm_limit=10 + ) + local_cache = DualCache() + parallel_request_handler = MaxParallelRequestsHandler() + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + kwargs = {"litellm_params": {"metadata": {"user_api_key": _api_key}}} + + await parallel_request_handler.async_log_success_event( + kwargs=kwargs, + response_obj=litellm.ModelResponse(usage=litellm.Usage(total_tokens=10)), + start_time="", + end_time="", + ) + + ## Expected cache val: {"current_requests": 0, "current_tpm": 0, "current_rpm": 1} + + try: + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=local_cache, + data={}, + call_type="", + ) + + pytest.fail(f"Expected call to fail") + except Exception as e: + assert e.status_code == 429 + + @pytest.mark.asyncio async def test_success_call_hook(): """ @@ -222,6 +302,85 @@ async def test_normal_router_call(): ) +@pytest.mark.asyncio +async def test_normal_router_tpm_limit(): + model_list = [ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-turbo", + "api_key": "os.environ/AZURE_FRANCE_API_KEY", + "api_base": "https://openai-france-1234.openai.azure.com", + "rpm": 1440, + }, + "model_info": {"id": 1}, + }, + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-35-turbo", + "api_key": "os.environ/AZURE_EUROPE_API_KEY", + "api_base": "https://my-endpoint-europe-berri-992.openai.azure.com", + "rpm": 6, + }, + "model_info": {"id": 2}, + }, + ] + router = Router( + model_list=model_list, + set_verbose=False, + num_retries=3, + ) # type: ignore + + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth( + api_key=_api_key, max_parallel_requests=10, tpm_limit=10 + ) + local_cache = DualCache() + pl = ProxyLogging(user_api_key_cache=local_cache) + pl._init_litellm_callbacks() + print(f"litellm callbacks: {litellm.callbacks}") + parallel_request_handler = pl.max_parallel_request_limiter + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=request_count_api_key + )["current_requests"] + == 1 + ) + + # normal call + response = await router.acompletion( + model="azure-model", + messages=[{"role": "user", "content": "Write me a paragraph on the moon"}], + metadata={"user_api_key": _api_key}, + ) + await asyncio.sleep(1) # success is done in a separate thread + print(f"response: {response}") + + try: + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=local_cache, + data={}, + call_type="", + ) + + pytest.fail(f"Expected call to fail") + except Exception as e: + assert e.status_code == 429 + + @pytest.mark.asyncio async def test_streaming_router_call(): model_list = [ @@ -295,6 +454,87 @@ async def test_streaming_router_call(): ) +@pytest.mark.asyncio +async def test_streaming_router_tpm_limit(): + model_list = [ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-turbo", + "api_key": "os.environ/AZURE_FRANCE_API_KEY", + "api_base": "https://openai-france-1234.openai.azure.com", + "rpm": 1440, + }, + "model_info": {"id": 1}, + }, + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-35-turbo", + "api_key": "os.environ/AZURE_EUROPE_API_KEY", + "api_base": "https://my-endpoint-europe-berri-992.openai.azure.com", + "rpm": 6, + }, + "model_info": {"id": 2}, + }, + ] + router = Router( + model_list=model_list, + set_verbose=False, + num_retries=3, + ) # type: ignore + + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth( + api_key=_api_key, max_parallel_requests=10, tpm_limit=10 + ) + local_cache = DualCache() + pl = ProxyLogging(user_api_key_cache=local_cache) + pl._init_litellm_callbacks() + print(f"litellm callbacks: {litellm.callbacks}") + parallel_request_handler = pl.max_parallel_request_limiter + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=request_count_api_key + )["current_requests"] + == 1 + ) + + # normal call + response = await router.acompletion( + model="azure-model", + messages=[{"role": "user", "content": "Write me a paragraph on the moon"}], + stream=True, + metadata={"user_api_key": _api_key}, + ) + async for chunk in response: + continue + await asyncio.sleep(1) # success is done in a separate thread + + try: + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, + cache=local_cache, + data={}, + call_type="", + ) + + pytest.fail(f"Expected call to fail") + except Exception as e: + assert e.status_code == 429 + + @pytest.mark.asyncio async def test_bad_router_call(): model_list = [ @@ -366,3 +606,80 @@ async def test_bad_router_call(): )["current_requests"] == 0 ) + + +@pytest.mark.asyncio +async def test_bad_router_tpm_limit(): + model_list = [ + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-turbo", + "api_key": "os.environ/AZURE_FRANCE_API_KEY", + "api_base": "https://openai-france-1234.openai.azure.com", + "rpm": 1440, + }, + "model_info": {"id": 1}, + }, + { + "model_name": "azure-model", + "litellm_params": { + "model": "azure/gpt-35-turbo", + "api_key": "os.environ/AZURE_EUROPE_API_KEY", + "api_base": "https://my-endpoint-europe-berri-992.openai.azure.com", + "rpm": 6, + }, + "model_info": {"id": 2}, + }, + ] + router = Router( + model_list=model_list, + set_verbose=False, + num_retries=3, + ) # type: ignore + + _api_key = "sk-12345" + user_api_key_dict = UserAPIKeyAuth( + api_key=_api_key, max_parallel_requests=10, tpm_limit=10 + ) + local_cache = DualCache() + pl = ProxyLogging(user_api_key_cache=local_cache) + pl._init_litellm_callbacks() + print(f"litellm callbacks: {litellm.callbacks}") + parallel_request_handler = pl.max_parallel_request_limiter + + await parallel_request_handler.async_pre_call_hook( + user_api_key_dict=user_api_key_dict, cache=local_cache, data={}, call_type="" + ) + + current_date = datetime.now().strftime("%Y-%m-%d") + current_hour = datetime.now().strftime("%H") + current_minute = datetime.now().strftime("%M") + precise_minute = f"{current_date}-{current_hour}-{current_minute}" + request_count_api_key = f"{_api_key}::{precise_minute}::request_count" + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=request_count_api_key + )["current_requests"] + == 1 + ) + + # bad call + try: + response = await router.acompletion( + model="azure-model", + messages=[{"role": "user2", "content": "Write me a paragraph on the moon"}], + stream=True, + metadata={"user_api_key": _api_key}, + ) + except: + pass + await asyncio.sleep(1) # success is done in a separate thread + + assert ( + parallel_request_handler.user_api_key_cache.get_cache( + key=request_count_api_key + )["current_tpm"] + == 0 + ) From 5dac2402ef7d7c597640d785ce3885cb0850d631 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 15:28:28 -0800 Subject: [PATCH 042/499] test(test_parallel_request_limiter.py): unit testing for tpm/rpm rate limits --- litellm/proxy/_types.py | 4 +++- .../proxy/hooks/parallel_request_limiter.py | 18 ++++++++++++++---- 2 files changed, 17 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index ad90173a44..771e8526c6 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -1,5 +1,5 @@ from pydantic import BaseModel, Extra, Field, root_validator -import enum +import enum, sys from typing import Optional, List, Union, Dict, Literal from datetime import datetime import uuid, json @@ -161,6 +161,8 @@ class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api max_parallel_requests: Optional[int] = None duration: str = "1h" metadata: dict = {} + tpm_limit: int = sys.maxsize + rpm_limit: int = sys.maxsize class GenerateKeyResponse(LiteLLMBase): diff --git a/litellm/proxy/hooks/parallel_request_limiter.py b/litellm/proxy/hooks/parallel_request_limiter.py index 7bec1d5d66..2ef19a1498 100644 --- a/litellm/proxy/hooks/parallel_request_limiter.py +++ b/litellm/proxy/hooks/parallel_request_limiter.py @@ -1,5 +1,5 @@ from typing import Optional -import litellm, traceback +import litellm, traceback, sys from litellm.caching import DualCache from litellm.proxy._types import UserAPIKeyAuth from litellm.integrations.custom_logger import CustomLogger @@ -28,12 +28,18 @@ class MaxParallelRequestsHandler(CustomLogger): ): self.print_verbose(f"Inside Max Parallel Request Pre-Call Hook") api_key = user_api_key_dict.api_key - max_parallel_requests = user_api_key_dict.max_parallel_requests + max_parallel_requests = user_api_key_dict.max_parallel_requests or sys.maxsize + tpm_limit = user_api_key_dict.tpm_limit + rpm_limit = user_api_key_dict.rpm_limit if api_key is None: return - if max_parallel_requests is None: + if ( + max_parallel_requests == sys.maxsize + and tpm_limit == sys.maxsize + and rpm_limit == sys.maxsize + ): return self.user_api_key_cache = cache # save the api key cache for updating the value @@ -60,7 +66,11 @@ class MaxParallelRequestsHandler(CustomLogger): "current_rpm": 0, } cache.set_cache(request_count_api_key, new_val) - elif int(current["current_requests"]) < max_parallel_requests: + elif ( + int(current["current_requests"]) < max_parallel_requests + and current["current_tpm"] < tpm_limit + and current["current_rpm"] < rpm_limit + ): # Increase count for this token new_val = { "current_requests": current["current_requests"] + 1, From 657d1d85cb0399eb007fef83179ca4470d635930 Mon Sep 17 00:00:00 2001 From: Shaun Maher Date: Fri, 19 Jan 2024 10:37:27 +1100 Subject: [PATCH 043/499] Draft: Expand GitHub workflows to also build an OCI image for the Admin UI. --- .github/workflows/ghcr_deploy.yml | 30 ++++++++++++++++++++++++++++++ 1 file changed, 30 insertions(+) diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index 7b4122c69a..104bd96c87 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -104,6 +104,36 @@ jobs: push: true tags: ${{ steps.meta-alpine.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta-alpine.outputs.tags }}-latest labels: ${{ steps.meta-alpine.outputs.labels }} + build-and-push-image-ui: + runs-on: ubuntu-latest + permissions: + contents: read + packages: write + steps: + - name: Checkout repository + uses: actions/checkout@v4 + + - name: Log in to the Container registry + uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1 + with: + registry: ${{ env.REGISTRY }} + username: ${{ github.actor }} + password: ${{ secrets.GITHUB_TOKEN }} + + - name: Extract metadata (tags, labels) for UI Dockerfile + id: meta-ui + uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7 + with: + images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}-ui + + - name: Build and push UI Docker image + uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4 + with: + context: ui/ + file: Dockerfile + push: true + tags: ${{ steps.meta-ui.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta-ui.outputs.tags }}-latest + labels: ${{ steps.meta-ui.outputs.labels }} build-and-push-image-database: runs-on: ubuntu-latest permissions: From 963df31cd629820db383b4116d085507cd441dbf Mon Sep 17 00:00:00 2001 From: Shaun Maher Date: Fri, 19 Jan 2024 10:41:24 +1100 Subject: [PATCH 044/499] is "file" not relative to "context"? --- .github/workflows/ghcr_deploy.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index 104bd96c87..decaa5c631 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -130,7 +130,7 @@ jobs: uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4 with: context: ui/ - file: Dockerfile + file: ui/Dockerfile push: true tags: ${{ steps.meta-ui.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta-ui.outputs.tags }}-latest labels: ${{ steps.meta-ui.outputs.labels }} From 94b7515a2e21a67cfdc2e018604f252cefd62dd1 Mon Sep 17 00:00:00 2001 From: Shaun Maher Date: Fri, 19 Jan 2024 11:10:29 +1100 Subject: [PATCH 045/499] Add push to Docker Hub --- .github/workflows/ghcr_deploy.yml | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index decaa5c631..ab3d71a6bf 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -34,6 +34,13 @@ jobs: with: push: true tags: litellm/litellm:${{ github.event.inputs.tag || 'latest' }} + - + name: Build and push litellm-ui image + uses: docker/build-push-action@v5 + with: + push: true + file: ui/Dockerfile + tags: litellm/litellm-ui:${{ github.event.inputs.tag || 'latest' }} - name: Build and push litellm-database image uses: docker/build-push-action@v5 @@ -41,6 +48,7 @@ jobs: push: true file: Dockerfile.database tags: litellm/litellm-database:${{ github.event.inputs.tag || 'latest' }} + build-and-push-image: runs-on: ubuntu-latest # Sets the permissions granted to the `GITHUB_TOKEN` for the actions in this job. From 7ba7272a9a9ee1dd889fe855c3892d2ec9d21630 Mon Sep 17 00:00:00 2001 From: Jakob Date: Thu, 18 Jan 2024 16:10:45 -0800 Subject: [PATCH 046/499] add headers to budget manager --- litellm/budget_manager.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/litellm/budget_manager.py b/litellm/budget_manager.py index 4a3bb2cae2..0364741979 100644 --- a/litellm/budget_manager.py +++ b/litellm/budget_manager.py @@ -11,10 +11,12 @@ class BudgetManager: project_name: str, client_type: str = "local", api_base: Optional[str] = None, + headers: Optional[dict] = None, ): self.client_type = client_type self.project_name = project_name self.api_base = api_base or "https://api.litellm.ai" + self.headers = headers or {'Content-Type': 'application/json'} ## load the data or init the initial dictionaries self.load_data() @@ -43,7 +45,7 @@ class BudgetManager: url = self.api_base + "/get_budget" headers = {"Content-Type": "application/json"} data = {"project_name": self.project_name} - response = requests.post(url, headers=headers, json=data) + response = requests.post(url, headers=self.headers, json=data) response = response.json() if response["status"] == "error": self.user_dict = ( @@ -201,6 +203,6 @@ class BudgetManager: url = self.api_base + "/set_budget" headers = {"Content-Type": "application/json"} data = {"project_name": self.project_name, "user_dict": self.user_dict} - response = requests.post(url, headers=headers, json=data) + response = requests.post(url, headers=self.headers, json=data) response = response.json() return response From 1e5efdfa372852b7fa930b7186696669dec1a4af Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 17:03:18 -0800 Subject: [PATCH 047/499] fix(proxy_server.py): support setting tpm/rpm limits per user / per key --- litellm/proxy/_types.py | 4 ++++ litellm/proxy/proxy_cli.py | 1 + litellm/proxy/proxy_server.py | 10 +++++++++- litellm/proxy/schema.prisma | 9 +++++++-- schema.prisma | 5 +++++ 5 files changed, 26 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 771e8526c6..25c9d170a1 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -131,6 +131,8 @@ class GenerateKeyRequest(LiteLLMBase): user_id: Optional[str] = None max_parallel_requests: Optional[int] = None metadata: Optional[dict] = {} + tpm_limit: int = sys.maxsize + rpm_limit: int = sys.maxsize class UpdateKeyRequest(LiteLLMBase): @@ -145,6 +147,8 @@ class UpdateKeyRequest(LiteLLMBase): user_id: Optional[str] = None max_parallel_requests: Optional[int] = None metadata: Optional[dict] = None + tpm_limit: int = sys.maxsize + rpm_limit: int = sys.maxsize class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api key auth diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py index 19c8e1b7e1..584ad98c18 100644 --- a/litellm/proxy/proxy_cli.py +++ b/litellm/proxy/proxy_cli.py @@ -418,6 +418,7 @@ def run_server( break # Exit the loop if the subprocess succeeds except subprocess.CalledProcessError as e: print(f"Error: {e}") + time.sleep(random.randrange(start=1, stop=5)) finally: os.chdir(original_dir) else: diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 10c968b1c5..b873b85a42 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1040,6 +1040,8 @@ async def generate_key_helper_fn( user_email: Optional[str] = None, max_parallel_requests: Optional[int] = None, metadata: Optional[dict] = {}, + tpm_limit: Optional[int] = None, + rpm_limit: Optional[int] = None, ): global prisma_client, custom_db_client @@ -1080,6 +1082,8 @@ async def generate_key_helper_fn( config_json = json.dumps(config) metadata_json = json.dumps(metadata) user_id = user_id or str(uuid.uuid4()) + tpm_limit = tpm_limit or sys.maxsize + rpm_limit = rpm_limit or sys.maxsize try: # Create a new verification token (you may want to enhance this logic based on your needs) user_data = { @@ -1088,6 +1092,9 @@ async def generate_key_helper_fn( "user_id": user_id, "spend": spend, "models": models, + "max_parallel_requests": max_parallel_requests, + "tpm_limit": tpm_limit, + "rpm_limit": rpm_limit, } key_data = { "token": token, @@ -1099,6 +1106,8 @@ async def generate_key_helper_fn( "user_id": user_id, "max_parallel_requests": max_parallel_requests, "metadata": metadata_json, + "tpm_limit": tpm_limit, + "rpm_limit": rpm_limit, } if prisma_client is not None: ## CREATE USER (If necessary) @@ -2032,7 +2041,6 @@ async def image_generation( response_model=GenerateKeyResponse, ) async def generate_key_fn( - request: Request, data: GenerateKeyRequest, Authorization: Optional[str] = Header(None), ): diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index aa45a88186..19e22dec3c 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -12,7 +12,10 @@ model LiteLLM_UserTable { max_budget Float? spend Float @default(0.0) user_email String? - models String[] @default([]) + models String[] + max_parallel_requests Int? + tpm_limit BigInt? + rpm_limit BigInt? } // required for token gen @@ -20,12 +23,14 @@ model LiteLLM_VerificationToken { token String @unique spend Float @default(0.0) expires DateTime? - models String[] @default([]) + models String[] aliases Json @default("{}") config Json @default("{}") user_id String? max_parallel_requests Int? metadata Json @default("{}") + tpm_limit BigInt? + rpm_limit BigInt? } model LiteLLM_Config { diff --git a/schema.prisma b/schema.prisma index 704ada42c9..19e22dec3c 100644 --- a/schema.prisma +++ b/schema.prisma @@ -13,6 +13,9 @@ model LiteLLM_UserTable { spend Float @default(0.0) user_email String? models String[] + max_parallel_requests Int? + tpm_limit BigInt? + rpm_limit BigInt? } // required for token gen @@ -26,6 +29,8 @@ model LiteLLM_VerificationToken { user_id String? max_parallel_requests Int? metadata Json @default("{}") + tpm_limit BigInt? + rpm_limit BigInt? } model LiteLLM_Config { From e0aaa94f28304e362dabd39b164940834ac0fa50 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 17:13:54 -0800 Subject: [PATCH 048/499] fix(main.py): read azure ad token from optional params extra body --- litellm/main.py | 6 +++--- litellm/tests/test_completion.py | 6 +++--- 2 files changed, 6 insertions(+), 6 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index 6320858167..e8022f464f 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -692,9 +692,9 @@ def completion( or get_secret("AZURE_API_KEY") ) - azure_ad_token = optional_params.pop("azure_ad_token", None) or get_secret( - "AZURE_AD_TOKEN" - ) + azure_ad_token = optional_params.get("extra_body", {}).pop( + "azure_ad_token", None + ) or get_secret("AZURE_AD_TOKEN") headers = headers or litellm.headers diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 71884bde73..ab8673bca1 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -268,7 +268,7 @@ def test_completion_azure_gpt4_vision(): pytest.fail(f"Error occurred: {e}") -test_completion_azure_gpt4_vision() +# test_completion_azure_gpt4_vision() @pytest.mark.skip(reason="this test is flaky") @@ -990,9 +990,9 @@ def test_azure_openai_ad_token(): print("azure ad token respoonse\n") print(response) litellm.input_callback = [] - except: + except Exception as e: litellm.input_callback = [] - pass + pytest.fail(f"An exception occurs - {str(e)}") # test_azure_openai_ad_token() From b21a357cedb9b5928f42a733ab7e9e2097e5926a Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 17:14:22 -0800 Subject: [PATCH 049/499] =?UTF-8?q?bump:=20version=201.18.2=20=E2=86=92=20?= =?UTF-8?q?1.18.3?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index cfef03eea8..5941234180 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.2" +version = "1.18.3" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT License" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.2" +version = "1.18.3" version_files = [ "pyproject.toml:^version" ] From ddd9ca86a79e5cd95a846386a08e2af81c3cd0d1 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 17:44:39 -0800 Subject: [PATCH 050/499] (feat) proxy - track cost for user_ids that do not exist --- litellm/proxy/utils.py | 23 ++++++++++++++++++++++- 1 file changed, 22 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 23b66f22d7..9f183644da 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -530,7 +530,11 @@ class PrismaClient: where={"token": token}, # type: ignore data={**db_data}, # type: ignore ) - print_verbose("\033[91m" + f"DB write succeeded {response}" + "\033[0m") + print_verbose( + "\033[91m" + + f"DB Token Table update succeeded {response}" + + "\033[0m" + ) return {"token": token, "data": db_data} elif user_id is not None: """ @@ -540,6 +544,23 @@ class PrismaClient: where={"user_id": user_id}, # type: ignore data={**db_data}, # type: ignore ) + if update_user_row is None: + # if the provided user does not exist, STILL Track this! + # make a new user with {"user_id": user_id, "spend": data['spend']} + + db_data["user_id"] = user_id + update_user_row = await self.db.litellm_usertable.upsert( + where={"user_id": user_id}, # type: ignore + data={ + "create": {**db_data}, # type: ignore + "update": {}, # don't do anything if it already exists + }, + ) + print_verbose( + "\033[91m" + + f"DB User Table - update succeeded {update_user_row}" + + "\033[0m" + ) return {"user_id": user_id, "data": db_data} except Exception as e: asyncio.create_task( From 697c511e768f855ea47fd5aa3afc46098e394f7b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 17:45:59 -0800 Subject: [PATCH 051/499] (feat) support user param for all providers --- litellm/utils.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/utils.py b/litellm/utils.py index f7cc5d2a54..2e0650be6e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -3305,6 +3305,8 @@ def get_optional_params( unsupported_params = {} for k in non_default_params.keys(): if k not in supported_params: + if k == "user": + continue if k == "n" and n == 1: # langchain sends n=1 as a default value continue # skip this param if ( From 16f3d7e0edd9e243bfd2c716cc58970731bcf670 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 17:51:48 -0800 Subject: [PATCH 052/499] (feat) use user_id passed to request - cost track --- litellm/proxy/proxy_server.py | 17 ++++++++++++++--- 1 file changed, 14 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 5d55a7161b..9e6589c482 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -523,19 +523,27 @@ async def track_cost_callback( verbose_proxy_logger.debug( f"kwargs stream: {kwargs.get('stream', None)} + complete streaming response: {kwargs.get('complete_streaming_response', None)}" ) + litellm_params = kwargs.get("litellm_params", {}) + proxy_server_request = litellm_params.get("proxy_server_request") + user_id = proxy_server_request.get("body", {}).get("user", None) if "complete_streaming_response" in kwargs: # for tracking streaming cost we pass the "messages" and the output_text to litellm.completion_cost completion_response = kwargs["complete_streaming_response"] response_cost = litellm.completion_cost( completion_response=completion_response ) - verbose_proxy_logger.debug(f"streaming response_cost {response_cost}") + user_api_key = kwargs["litellm_params"]["metadata"].get( "user_api_key", None ) - user_id = kwargs["litellm_params"]["metadata"].get( + + user_id = user_id or kwargs["litellm_params"]["metadata"].get( "user_api_key_user_id", None ) + + verbose_proxy_logger.debug( + f"streaming response_cost {response_cost}, for user_id {user_id}" + ) if user_api_key and ( prisma_client is not None or custom_db_client is not None ): @@ -555,9 +563,12 @@ async def track_cost_callback( user_api_key = kwargs["litellm_params"]["metadata"].get( "user_api_key", None ) - user_id = kwargs["litellm_params"]["metadata"].get( + user_id = user_id or kwargs["litellm_params"]["metadata"].get( "user_api_key_user_id", None ) + verbose_proxy_logger.debug( + f"response_cost {response_cost}, for user_id {user_id}" + ) if user_api_key and ( prisma_client is not None or custom_db_client is not None ): From 94ce524c632f01761b77d253ac3d4ba0d67a6265 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 17:54:16 -0800 Subject: [PATCH 053/499] test(test_completion.py): handle together ai timeout --- litellm/tests/test_completion.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 71884bde73..57388fad73 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1269,6 +1269,8 @@ def test_completion_together_ai(): "Cost for completion call together-computer/llama-2-70b: ", f"${float(cost):.10f}", ) + except litellm.Timeout as e: + pass except Exception as e: pytest.fail(f"Error occurred: {e}") From 5698be0df126321efffdf8849696ec4dad8435da Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 18 Jan 2024 18:05:51 -0800 Subject: [PATCH 054/499] (fix) safe access litellm_params, proxy_server_request --- litellm/proxy/proxy_server.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 9e6589c482..297d0eed18 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -523,8 +523,8 @@ async def track_cost_callback( verbose_proxy_logger.debug( f"kwargs stream: {kwargs.get('stream', None)} + complete streaming response: {kwargs.get('complete_streaming_response', None)}" ) - litellm_params = kwargs.get("litellm_params", {}) - proxy_server_request = litellm_params.get("proxy_server_request") + litellm_params = kwargs.get("litellm_params", {}) or {} + proxy_server_request = litellm_params.get("proxy_server_request") or {} user_id = proxy_server_request.get("body", {}).get("user", None) if "complete_streaming_response" in kwargs: # for tracking streaming cost we pass the "messages" and the output_text to litellm.completion_cost From b6b584fdbad117c17c55292b5752f96e0c9605aa Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 18 Jan 2024 19:37:40 -0800 Subject: [PATCH 055/499] =?UTF-8?q?bump:=20version=201.18.3=20=E2=86=92=20?= =?UTF-8?q?1.18.4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 5941234180..38bdd4ca1d 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.3" +version = "1.18.4" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT License" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.3" +version = "1.18.4" version_files = [ "pyproject.toml:^version" ] From 3b719b2afd4d4b72bdf3eaba3f0da15b944d1f21 Mon Sep 17 00:00:00 2001 From: Keegan McCallum Date: Thu, 18 Jan 2024 20:12:59 -0800 Subject: [PATCH 056/499] Allow overriding headers for anthropic --- litellm/llms/anthropic.py | 3 ++- litellm/main.py | 1 + 2 files changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py index 4df032ba00..f7d056bf9e 100644 --- a/litellm/llms/anthropic.py +++ b/litellm/llms/anthropic.py @@ -105,8 +105,9 @@ def completion( optional_params=None, litellm_params=None, logger_fn=None, + headers={}, ): - headers = validate_environment(api_key) + headers = { **validate_environment(api_key), **headers } if model in custom_prompt_dict: # check if the model has a registered custom prompt model_prompt_details = custom_prompt_dict[model] diff --git a/litellm/main.py b/litellm/main.py index e8022f464f..1915eb7d03 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -967,6 +967,7 @@ def completion( encoding=encoding, # for calculating input/output tokens api_key=api_key, logging_obj=logging, + headers=headers, ) if "stream" in optional_params and optional_params["stream"] == True: # don't try to access stream object, From 3eab194014cce8bdc462df2a37b877019bafec23 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Erik=20Bj=C3=A4reholt?= Date: Fri, 19 Jan 2024 10:47:29 +0100 Subject: [PATCH 057/499] nit: switch to valid SPDX license identifier `MIT` in pyproject.toml See: https://python-poetry.org/docs/pyproject/#license --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 38bdd4ca1d..1de6783c28 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -3,7 +3,7 @@ name = "litellm" version = "1.18.4" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] -license = "MIT License" +license = "MIT" readme = "README.md" [tool.poetry.dependencies] From c5e144af23ec1ae345b9a70cfcce122a4a82c67e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 08:45:23 -0800 Subject: [PATCH 058/499] docs(health.md): add /health/readiness and /health/liveliness to docs --- docs/my-website/docs/proxy/call_hooks.md | 2 +- docs/my-website/docs/proxy/health.md | 59 ++++++++++++++++++-- docs/my-website/docs/proxy/load_balancing.md | 3 +- docs/my-website/sidebars.js | 28 +++++++--- litellm/proxy/proxy_server.py | 2 + 5 files changed, 79 insertions(+), 15 deletions(-) diff --git a/docs/my-website/docs/proxy/call_hooks.md b/docs/my-website/docs/proxy/call_hooks.md index a92b94a865..ee49e395f3 100644 --- a/docs/my-website/docs/proxy/call_hooks.md +++ b/docs/my-website/docs/proxy/call_hooks.md @@ -1,4 +1,4 @@ -# Modify Incoming Data +# Modify / Reject Incoming Requests Modify data just before making litellm completion calls call on proxy diff --git a/docs/my-website/docs/proxy/health.md b/docs/my-website/docs/proxy/health.md index d6b7a51ddf..1d0b992d6c 100644 --- a/docs/my-website/docs/proxy/health.md +++ b/docs/my-website/docs/proxy/health.md @@ -5,8 +5,10 @@ Use this to health check all LLMs defined in your config.yaml The proxy exposes: * a /health endpoint which returns the health of the LLM APIs -* a /test endpoint which makes a ping to the litellm server +* a /health/readiness endpoint for returning if the proxy is ready to accept requests +* a /health/liveliness endpoint for returning if the proxy is alive +## `/health` #### Request Make a GET Request to `/health` on the proxy ```shell @@ -39,7 +41,7 @@ litellm --health } ``` -## Background Health Checks +### Background Health Checks You can enable model health checks being run in the background, to prevent each model from being queried too frequently via `/health`. @@ -61,7 +63,7 @@ $ litellm /path/to/config.yaml curl --location 'http://0.0.0.0:8000/health' ``` -## Embedding Models +### Embedding Models We need some way to know if the model is an embedding model when running checks, if you have this in your config, specifying mode it makes an embedding health check @@ -77,7 +79,7 @@ model_list: mode: embedding # 👈 ADD THIS ``` -## Text Completion Models +### Text Completion Models We need some way to know if the model is a text completion model when running checks, if you have this in your config, specifying mode it makes an embedding health check @@ -92,3 +94,52 @@ model_list: model_info: mode: completion # 👈 ADD THIS ``` + +## `/health/readiness` + +Unprotected endpoint for checking if proxy is ready to accept requests + +Example Request: + +```bash +curl --location 'http://0.0.0.0:8000/health/readiness' +``` + +Example Response: + +*If proxy connected to a database* + +```json +{ + "status": "healthy", + "db": "connected" +} +``` + +*If proxy not connected to a database* + +```json +{ + "status": "healthy", + "db": "Not connected" +} +``` + +`/health/liveliness` + +Unprotected endpoint for checking if proxy is alive + + +Example Request: + +``` +curl -X 'GET' \ + 'http://0.0.0.0:8000/health/liveliness' \ + -H 'accept: application/json' +``` + +Example Response: + +```json +"I'm alive!" +``` \ No newline at end of file diff --git a/docs/my-website/docs/proxy/load_balancing.md b/docs/my-website/docs/proxy/load_balancing.md index e223c2d5a3..bc40ff2c77 100644 --- a/docs/my-website/docs/proxy/load_balancing.md +++ b/docs/my-website/docs/proxy/load_balancing.md @@ -1,5 +1,4 @@ - -# Load Balancing - Multiple Instances of 1 model +# Multiple Instances of 1 model Load balance multiple instances of the same model The proxy will handle routing requests (using LiteLLM's Router). **Set `rpm` in the config if you want maximize throughput** diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 995d7bcb8f..900e7bc5f1 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -106,29 +106,41 @@ const sidebars = { "proxy/configs", { type: 'link', - label: 'All Endpoints', + label: '📖 All Endpoints', href: 'https://litellm-api.up.railway.app/', }, "proxy/user_keys", - "proxy/load_balancing", "proxy/virtual_keys", "proxy/users", "proxy/ui", "proxy/model_management", - "proxy/reliability", - "proxy/caching", + "proxy/health", { "type": "category", - "label": "Logging, Alerting", + "label": "🔥 Load Balancing", + "items": [ + "proxy/load_balancing", + "proxy/reliability", + ] + }, + { + "type": "category", + "label": "Logging, Alerting, Caching", "items": [ "proxy/logging", "proxy/alerting", "proxy/streaming_logging", + "proxy/caching", + ] + }, + { + "type": "category", + "label": "Admin Controls", + "items": [ + "proxy/call_hooks", + "proxy/rules", ] }, - "proxy/health", - "proxy/call_hooks", - "proxy/rules", "proxy/deploy", "proxy/cli", ] diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index fdc3263052..acc48af603 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2734,6 +2734,8 @@ async def config_yaml_endpoint(config_info: ConfigYAML): @router.get("/test", tags=["health"]) async def test_endpoint(request: Request): """ + [DEPRECATED] use `/health/liveliness` instead. + A test endpoint that pings the proxy server to check if it's healthy. Parameters: From a9c5b02303a1eb6f63ca3285af28631214ca9a9f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 08:51:14 -0800 Subject: [PATCH 059/499] (v0) fix --- litellm/utils.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index 2e0650be6e..c4144267bf 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2357,12 +2357,16 @@ def client(original_function): print_verbose( f"Async Wrapper: Completed Call, calling async_success_handler: {logging_obj.async_success_handler}" ) - asyncio.create_task( - logging_obj.async_success_handler(result, start_time, end_time) - ) + # asyncio.to_thread( + # logging_obj.async_success_handler(result, start_time, end_time) + # ) threading.Thread( target=logging_obj.success_handler, args=(result, start_time, end_time) ).start() + threading.Thread( + target=logging_obj.async_success_handler, + args=(result, start_time, end_time), + ).start() # RETURN RESULT if hasattr(result, "_hidden_params"): result._hidden_params["model_id"] = kwargs.get("model_info", {}).get( From cd08a0276449b617c1f2b81ac3997a51e34099ac Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 08:51:52 -0800 Subject: [PATCH 060/499] (test) add blocking callback test --- litellm/tests/test_async_callbacks.py | 49 +++++++++++++++++++++++++++ 1 file changed, 49 insertions(+) create mode 100644 litellm/tests/test_async_callbacks.py diff --git a/litellm/tests/test_async_callbacks.py b/litellm/tests/test_async_callbacks.py new file mode 100644 index 0000000000..1d586070d8 --- /dev/null +++ b/litellm/tests/test_async_callbacks.py @@ -0,0 +1,49 @@ +import json +import sys +import os +import io, asyncio + +import logging + +logging.basicConfig(level=logging.DEBUG) +sys.path.insert(0, os.path.abspath("../..")) + +from litellm import completion +import litellm + +litellm.num_retries = 3 +import time +import pytest + + +async def custom_callback( + kwargs, # kwargs to completion + completion_response, # response from completion + start_time, + end_time, # start/end time +): + # Your custom code here + print("LITELLM: in custom callback function") + print("kwargs", kwargs) + print("completion_response", completion_response) + print("start_time", start_time) + print("end_time", end_time) + time.sleep(1) + + return + + +def test_time_to_run_10_completions(): + litellm.callbacks = [custom_callback] + start = time.time() + + asyncio.run( + litellm.acompletion( + model="gpt-3.5-turbo", messages=[{"role": "user", "content": "hello"}] + ) + ) + end = time.time() + print(f"Time to run 10 completions: {end - start}") + + +test_time_to_run_10_completions() From e6b5152e639281eaa4b2ed9b146bb7e6a5f7ffe9 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 08:52:17 -0800 Subject: [PATCH 061/499] (chore) update load test --- litellm/proxy/proxy_config.yaml | 5 +++-- litellm/proxy/tests/load_test_completion.py | 10 ++++------ 2 files changed, 7 insertions(+), 8 deletions(-) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 8cd2fcec85..417b4c6f10 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -57,12 +57,13 @@ model_list: mode: embedding litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] + success_callback: ['langfuse'] # cache: True # setting callback class # callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance] -general_settings: - master_key: sk-1234 +# general_settings: +# master_key: sk-1234 # database_type: "dynamo_db" # database_args: { # 👈 all args - https://github.com/BerriAI/litellm/blob/befbcbb7ac8f59835ce47415c128decf37aac328/litellm/proxy/_types.py#L190 # "billing_mode": "PAY_PER_REQUEST", diff --git a/litellm/proxy/tests/load_test_completion.py b/litellm/proxy/tests/load_test_completion.py index f2f480c889..b5d711d813 100644 --- a/litellm/proxy/tests/load_test_completion.py +++ b/litellm/proxy/tests/load_test_completion.py @@ -11,12 +11,10 @@ async def litellm_completion(): # Your existing code for litellm_completion goes here try: response = await litellm_client.chat.completions.create( - model="Azure OpenAI GPT-4 Canada-East (External)", - stream=True, + model="azure-gpt-3.5", messages=[{"role": "user", "content": f"This is a test: {uuid.uuid4()}"}], ) - async for chunk in response: - print(chunk) + print(response) return response except Exception as e: @@ -27,9 +25,9 @@ async def litellm_completion(): async def main(): - for i in range(1000000): + for i in range(150): start = time.time() - n = 1000 # Number of concurrent tasks + n = 150 # Number of concurrent tasks tasks = [litellm_completion() for _ in range(n)] chat_completions = await asyncio.gather(*tasks) From 62e35f6a146af9f2449f5301f87c353f7126d791 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 08:56:47 -0800 Subject: [PATCH 062/499] docs(users.md): add tpm rpm rate limits to docs --- docs/my-website/docs/proxy/health.md | 2 +- docs/my-website/docs/proxy/users.md | 56 ++++++++++++++++++++++++++-- 2 files changed, 54 insertions(+), 4 deletions(-) diff --git a/docs/my-website/docs/proxy/health.md b/docs/my-website/docs/proxy/health.md index 1d0b992d6c..12138ce0af 100644 --- a/docs/my-website/docs/proxy/health.md +++ b/docs/my-website/docs/proxy/health.md @@ -125,7 +125,7 @@ Example Response: } ``` -`/health/liveliness` +## `/health/liveliness` Unprotected endpoint for checking if proxy is alive diff --git a/docs/my-website/docs/proxy/users.md b/docs/my-website/docs/proxy/users.md index b0c64662ab..04961be1e9 100644 --- a/docs/my-website/docs/proxy/users.md +++ b/docs/my-website/docs/proxy/users.md @@ -1,3 +1,6 @@ +import Tabs from '@theme/Tabs'; +import TabItem from '@theme/TabItem'; + # 💰 Budgets, Rate Limits per user Requirements: @@ -8,7 +11,6 @@ Requirements: ## Set Budgets LiteLLM exposes a `/user/new` endpoint to create budgets for users, that persist across multiple keys. -This is documented in the swagger (live on your server root endpoint - e.g. `http://0.0.0.0:8000/`). Here's an example request. ```shell curl --location 'http://localhost:8000/user/new' \ @@ -18,6 +20,8 @@ curl --location 'http://localhost:8000/user/new' \ ``` The request is a normal `/key/generate` request body + a `max_budget` field. +[**See Swagger**](https://litellm-api.up.railway.app/#/user%20management/new_user_user_new_post) + **Sample Response** ```shell @@ -32,15 +36,61 @@ The request is a normal `/key/generate` request body + a `max_budget` field. ## Set Rate Limits -Set max parallel requests a user can make, when you create user keys - `/key/generate`. +You can set: +- max parallel requests +- tpm limits +- rpm limits + + + + +Use `/user/new`, to persist rate limits across multiple keys. + + +```shell +curl --location 'http://0.0.0.0:8000/user/new' \ +--header 'Authorization: Bearer sk-1234' \ +--header 'Content-Type: application/json' \ +--data '{"user_id": "krrish@berri.ai", "max_parallel_requests": 10, "tpm_limit": 20, "rpm_limit": 4}' +``` + +[**See Swagger**](https://litellm-api.up.railway.app/#/user%20management/new_user_user_new_post) + +**Expected Response** + +```json +{ + "key": "sk-sA7VDkyhlQ7m8Gt77Mbt3Q", + "expires": "2024-01-19T01:21:12.816168", + "user_id": "krrish@berri.ai", +} +``` + + + + +Use `/key/generate`, if you want them for just that key. ```shell curl --location 'http://0.0.0.0:8000/key/generate' \ --header 'Authorization: Bearer sk-1234' \ --header 'Content-Type: application/json' \ ---data '{"duration": "20m", "max_parallel_requests": 1}' # 👈 max parallel requests = 1 +--data '{"max_parallel_requests": 10, "tpm_limit": 20, "rpm_limit": 4}' ``` +**Expected Response** + +```json +{ + "key": "sk-ulGNRXWtv7M0lFnnsQk0wQ", + "expires": "2024-01-18T20:48:44.297973", + "user_id": "78c2c8fc-c233-43b9-b0c3-eb931da27b84" // 👈 auto-generated +} +``` + + + + ## Grant Access to new model Use model access groups to give users access to select models, and add new ones to it over time (e.g. mistral, llama-2, etc.). From f2cfb76920e8fa73299c6949bff84e89c53aff8b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 09:52:51 -0800 Subject: [PATCH 063/499] (fix) use asyncio run_in_executor --- litellm/utils.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index c4144267bf..c9d9d32093 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2363,10 +2363,12 @@ def client(original_function): threading.Thread( target=logging_obj.success_handler, args=(result, start_time, end_time) ).start() - threading.Thread( - target=logging_obj.async_success_handler, - args=(result, start_time, end_time), - ).start() + + loop = asyncio.get_event_loop() + loop.run_in_executor( + executor=None, + func=logging_obj.async_success_handler(result, start_time, end_time), + ) # RETURN RESULT if hasattr(result, "_hidden_params"): result._hidden_params["model_id"] = kwargs.get("model_info", {}).get( From 1a29272b47a135154fcf330fb5346bb98a73bc91 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 10:22:27 -0800 Subject: [PATCH 064/499] fix(parallel_request_limiter.py): handle tpm/rpm limits being null --- litellm/proxy/_types.py | 12 ++-- .../proxy/hooks/parallel_request_limiter.py | 4 +- tests/README.MD | 1 + tests/test_chat_completion.py | 58 +++++++++++++++++++ tests/test_parallel_key_gen.py | 33 +++++++++++ 5 files changed, 100 insertions(+), 8 deletions(-) create mode 100644 tests/README.MD create mode 100644 tests/test_chat_completion.py create mode 100644 tests/test_parallel_key_gen.py diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index e033994d9e..3315fe607c 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -132,8 +132,8 @@ class GenerateKeyRequest(LiteLLMBase): team_id: Optional[str] = None max_parallel_requests: Optional[int] = None metadata: Optional[dict] = {} - tpm_limit: int = sys.maxsize - rpm_limit: int = sys.maxsize + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None class UpdateKeyRequest(LiteLLMBase): @@ -148,8 +148,8 @@ class UpdateKeyRequest(LiteLLMBase): user_id: Optional[str] = None max_parallel_requests: Optional[int] = None metadata: Optional[dict] = None - tpm_limit: int = sys.maxsize - rpm_limit: int = sys.maxsize + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api key auth @@ -166,8 +166,8 @@ class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api max_parallel_requests: Optional[int] = None duration: str = "1h" metadata: dict = {} - tpm_limit: int = sys.maxsize - rpm_limit: int = sys.maxsize + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None class GenerateKeyResponse(LiteLLMBase): diff --git a/litellm/proxy/hooks/parallel_request_limiter.py b/litellm/proxy/hooks/parallel_request_limiter.py index 2ef19a1498..0a38e5eded 100644 --- a/litellm/proxy/hooks/parallel_request_limiter.py +++ b/litellm/proxy/hooks/parallel_request_limiter.py @@ -29,8 +29,8 @@ class MaxParallelRequestsHandler(CustomLogger): self.print_verbose(f"Inside Max Parallel Request Pre-Call Hook") api_key = user_api_key_dict.api_key max_parallel_requests = user_api_key_dict.max_parallel_requests or sys.maxsize - tpm_limit = user_api_key_dict.tpm_limit - rpm_limit = user_api_key_dict.rpm_limit + tpm_limit = user_api_key_dict.tpm_limit or sys.maxsize + rpm_limit = user_api_key_dict.rpm_limit or sys.maxsize if api_key is None: return diff --git a/tests/README.MD b/tests/README.MD new file mode 100644 index 0000000000..6555b37286 --- /dev/null +++ b/tests/README.MD @@ -0,0 +1 @@ +Most tests are in `/litellm/tests`. These are just the tests for the proxy docker image, used for circle ci. diff --git a/tests/test_chat_completion.py b/tests/test_chat_completion.py new file mode 100644 index 0000000000..b8da941559 --- /dev/null +++ b/tests/test_chat_completion.py @@ -0,0 +1,58 @@ +# What this tests ? +## Tests /chat/completions by generating a key and then making a chat completions request +import pytest +import asyncio +import aiohttp + + +async def generate_key(session): + url = "http://0.0.0.0:4000/key/generate" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": ["gpt-4"], + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def chat_completion(session, key): + url = "http://0.0.0.0:4000/chat/completions" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = { + "model": "gpt-4", + "messages": [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ], + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_key_gen(): + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await chat_completion(session=session, key=key) diff --git a/tests/test_parallel_key_gen.py b/tests/test_parallel_key_gen.py new file mode 100644 index 0000000000..36595b4c32 --- /dev/null +++ b/tests/test_parallel_key_gen.py @@ -0,0 +1,33 @@ +# What this tests ? +## Tests /key/generate by making 10 parallel requests, and asserting all are successful +import pytest +import asyncio +import aiohttp + + +async def generate_key(session, i): + url = "http://0.0.0.0:4000/key/generate" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": ["azure-models"], + "aliases": {"mistral-7b": "gpt-3.5-turbo"}, + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(f"Response {i} (Status code: {status}):") + print(response_text) + print() + + if status != 200: + raise Exception(f"Request {i} did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_key_gen(): + async with aiohttp.ClientSession() as session: + tasks = [generate_key(session, i) for i in range(1, 11)] + await asyncio.gather(*tasks) From 326d7856e2cfebf3bc7cd46c78b182a5c1f84383 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 10:23:18 -0800 Subject: [PATCH 065/499] =?UTF-8?q?bump:=20version=201.18.4=20=E2=86=92=20?= =?UTF-8?q?1.18.5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 1de6783c28..77c8e3bfbe 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.4" +version = "1.18.5" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.4" +version = "1.18.5" version_files = [ "pyproject.toml:^version" ] From 165bdd2fdf946302863c5b1207989c475953e70b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 10:39:25 -0800 Subject: [PATCH 066/499] build(config.yml): modify config.yml to use python test script against docker image --- .circleci/config.yml | 59 +++++++++++--------------------------------- 1 file changed, 14 insertions(+), 45 deletions(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index 307110a2d2..8fd8db94ae 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -135,53 +135,22 @@ jobs: name: Wait for app to be ready command: dockerize -wait http://localhost:4000 -timeout 1m - run: - name: Test the application + name: Install Dependencies command: | - mkdir -p /tmp/responses - for i in {1..10}; do - status_file="/tmp/responses/status_${i}.txt" - response_file="/tmp/responses/response_${i}.json" + pip install "pytest==7.3.1" + pip install "pytest-asyncio==0.21.1" + # Run pytest and generate JUnit XML report + - run: + name: Run tests + command: | + pwd + ls + python -m pytest -vv tests/ -x --junitxml=test-results/junit.xml --durations=5 + no_output_timeout: 120m - (curl --location --request POST 'http://0.0.0.0:4000/key/generate' \ - --header 'Authorization: Bearer sk-1234' \ - --header 'Content-Type: application/json' \ - --data '{"models": ["azure-models"], "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": null}' \ - --silent --output "${response_file}" --write-out '%{http_code}' > "${status_file}") & - - # Capture PIDs of background processes - pids[${i}]=$! - done - - # Wait for all background processes to finish - for pid in ${pids[*]}; do - wait $pid - done - - # Check all responses and status codes - fail=false - for i in {1..10}; do - status=$(cat "/tmp/responses/status_${i}.txt") - - # Here, we need to set the correct response file path for each iteration - response_file="/tmp/responses/response_${i}.json" # This was missing in the provided script - - response=$(cat "${response_file}") - echo "Response ${i} (Status code: ${status}):" - echo "${response}" # Use echo here to print the contents - echo # Additional newline for readability - - if [ "$status" -ne 200 ]; then - echo "A request did not return a 200 status code: $status" - fail=true - fi - done - - # If any request did not return status code 200, fail the job - if [ "$fail" = true ]; then - exit 1 - fi - - echo "All requests returned a 200 status code." + # Store test results + - store_test_results: + path: test-results publish_to_pypi: docker: From a0ac815859b729a4acf4c52612f4e27b3b22a89b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 10:44:39 -0800 Subject: [PATCH 067/499] build(config.yml): upgrade python version in docker build test --- .circleci/config.yml | 23 +++++++++++++++++------ 1 file changed, 17 insertions(+), 6 deletions(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index 8fd8db94ae..d9a6051dc7 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -92,6 +92,23 @@ jobs: working_directory: ~/project steps: - checkout + - run: + name: Install Python 3.9 + command: | + curl https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh --output miniconda.sh + bash miniconda.sh -b -p $HOME/miniconda + export PATH="$HOME/miniconda/bin:$PATH" + conda init bash + source ~/.bashrc + conda create -n myenv python=3.9 -y + conda activate myenv + python --version + - run: + name: Install Dependencies + command: | + pip install "pytest==7.3.1" + pip install "pytest-asyncio==0.21.1" + # Run pytest and generate JUnit XML report - run: name: Install Docker CLI (In case it's not already installed) command: | @@ -134,12 +151,6 @@ jobs: - run: name: Wait for app to be ready command: dockerize -wait http://localhost:4000 -timeout 1m - - run: - name: Install Dependencies - command: | - pip install "pytest==7.3.1" - pip install "pytest-asyncio==0.21.1" - # Run pytest and generate JUnit XML report - run: name: Run tests command: | From 6a695477ba0e9db68ee5467b57cf8d94b2d99a95 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 10:44:51 -0800 Subject: [PATCH 068/499] (fix) async langfuse logger --- litellm/utils.py | 17 +++-------------- 1 file changed, 3 insertions(+), 14 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index c9d9d32093..dbfbf46ecb 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1864,12 +1864,6 @@ def client(original_function): # we only support async s3 logging for acompletion/aembedding since that's used on proxy litellm._async_success_callback.append(callback) removed_async_items.append(index) - elif callback == "langfuse" and inspect.iscoroutinefunction( - original_function - ): - # use async success callback for langfuse if this is litellm.acompletion(). Streaming logging does not work otherwise - litellm._async_success_callback.append(callback) - removed_async_items.append(index) # Pop the async items from success_callback in reverse order to avoid index issues for index in reversed(removed_async_items): @@ -2357,18 +2351,13 @@ def client(original_function): print_verbose( f"Async Wrapper: Completed Call, calling async_success_handler: {logging_obj.async_success_handler}" ) - # asyncio.to_thread( - # logging_obj.async_success_handler(result, start_time, end_time) - # ) + asyncio.create_task( + logging_obj.async_success_handler(result, start_time, end_time) + ) threading.Thread( target=logging_obj.success_handler, args=(result, start_time, end_time) ).start() - loop = asyncio.get_event_loop() - loop.run_in_executor( - executor=None, - func=logging_obj.async_success_handler(result, start_time, end_time), - ) # RETURN RESULT if hasattr(result, "_hidden_params"): result._hidden_params["model_id"] = kwargs.get("model_info", {}).get( From 77f8db705047a9ecea5af0d97b497b402d046bd6 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 10:46:24 -0800 Subject: [PATCH 069/499] build(config.yml): fix config.yml --- .circleci/config.yml | 32 ++++++++++++++++---------------- 1 file changed, 16 insertions(+), 16 deletions(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index d9a6051dc7..dbac4081fb 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -93,27 +93,27 @@ jobs: steps: - checkout - run: - name: Install Python 3.9 - command: | - curl https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh --output miniconda.sh - bash miniconda.sh -b -p $HOME/miniconda - export PATH="$HOME/miniconda/bin:$PATH" - conda init bash - source ~/.bashrc - conda create -n myenv python=3.9 -y - conda activate myenv - python --version + name: Install Docker CLI (In case it's not already installed) + command: | + sudo apt-get update + sudo apt-get install -y docker-ce docker-ce-cli containerd.io + - run: + name: Install Python 3.9 + command: | + curl https://repo.anaconda.com/miniconda/Miniconda3-latest-Linux-x86_64.sh --output miniconda.sh + bash miniconda.sh -b -p $HOME/miniconda + export PATH="$HOME/miniconda/bin:$PATH" + conda init bash + source ~/.bashrc + conda create -n myenv python=3.9 -y + conda activate myenv + python --version - run: name: Install Dependencies command: | pip install "pytest==7.3.1" pip install "pytest-asyncio==0.21.1" # Run pytest and generate JUnit XML report - - run: - name: Install Docker CLI (In case it's not already installed) - command: | - sudo apt-get update - sudo apt-get install -y docker-ce docker-ce-cli containerd.io - run: name: Build Docker image command: docker build -t my-app:latest -f Dockerfile.database . @@ -156,7 +156,7 @@ jobs: command: | pwd ls - python -m pytest -vv tests/ -x --junitxml=test-results/junit.xml --durations=5 + python -m pytest -vv /tests/ -x --junitxml=test-results/junit.xml --durations=5 no_output_timeout: 120m # Store test results From 7a6b2888c295453e9ee457e4b00cf1bb8b21d121 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 10:49:31 -0800 Subject: [PATCH 070/499] build(config.yml): fix path for test folder --- .circleci/config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index dbac4081fb..19ad807829 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -156,7 +156,7 @@ jobs: command: | pwd ls - python -m pytest -vv /tests/ -x --junitxml=test-results/junit.xml --durations=5 + python -m pytest -vv tests/ -x --junitxml=test-results/junit.xml --durations=5 no_output_timeout: 120m # Store test results From b03552790fa62bc7fb9a5828f7d39ba539733c3d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 10:52:53 -0800 Subject: [PATCH 071/499] build(config.yml): add aiohttp to circle ci --- .circleci/config.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.circleci/config.yml b/.circleci/config.yml index 19ad807829..fc73e456ba 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -113,6 +113,7 @@ jobs: command: | pip install "pytest==7.3.1" pip install "pytest-asyncio==0.21.1" + pip install aiohttp # Run pytest and generate JUnit XML report - run: name: Build Docker image From cb40f58cd3e92587d01e96aa36498bfb962ee9e7 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 11:25:47 -0800 Subject: [PATCH 072/499] (fix) return usage in mock_completion --- litellm/main.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index e8022f464f..6ff0a02192 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -343,6 +343,11 @@ def mock_completion( model_response["choices"][0]["message"]["content"] = mock_response model_response["created"] = int(time.time()) model_response["model"] = model + + model_response.usage = Usage( + prompt_tokens=10, completion_tokens=20, total_tokens=30 + ) + return model_response except: @@ -534,10 +539,6 @@ def completion( non_default_params = { k: v for k, v in kwargs.items() if k not in default_params } # model-specific params - pass them straight to the model/provider - if mock_response: - return mock_completion( - model, messages, stream=stream, mock_response=mock_response - ) if timeout is None: timeout = ( kwargs.get("request_timeout", None) or 600 @@ -674,6 +675,10 @@ def completion( optional_params=optional_params, litellm_params=litellm_params, ) + if mock_response: + return mock_completion( + model, messages, stream=stream, mock_response=mock_response + ) if custom_llm_provider == "azure": # azure configs api_type = get_secret("AZURE_API_TYPE") or "azure" From 2f429f37b7f8795b22c9869511a98d2203cefece Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 11:28:10 -0800 Subject: [PATCH 073/499] (test) test latency added with langfuse call --- litellm/tests/test_alangfuse.py | 64 ++++++++++++++++++++------- litellm/tests/test_async_callbacks.py | 49 -------------------- 2 files changed, 48 insertions(+), 65 deletions(-) delete mode 100644 litellm/tests/test_async_callbacks.py diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py index 6a10528dfc..e87420433c 100644 --- a/litellm/tests/test_alangfuse.py +++ b/litellm/tests/test_alangfuse.py @@ -99,36 +99,68 @@ def pre_langfuse_setup(): return -@pytest.mark.skip(reason="beta test - checking langfuse output") def test_langfuse_logging_async(): + # this tests time added to make langfuse logging calls, vs just acompletion calls try: pre_langfuse_setup() litellm.set_verbose = True + + # Make 5 calls with an empty success_callback + litellm.success_callback = [] + start_time_empty_callback = asyncio.run(make_async_calls()) + print("done with no callback test") + + print("starting langfuse test") + # Make 5 calls with success_callback set to "langfuse" litellm.success_callback = ["langfuse"] + start_time_langfuse = asyncio.run(make_async_calls()) + print("done with langfuse test") - async def _test_langfuse(): - response = await litellm.acompletion( - model="azure/chatgpt-v-2", - messages=[{"role": "user", "content": "This is a test"}], - max_tokens=100, - temperature=0.7, - timeout=5, - user="test_user", - ) - await asyncio.sleep(1) - return response + # Compare the time for both scenarios + print(f"Time taken with success_callback='langfuse': {start_time_langfuse}") + print(f"Time taken with empty success_callback: {start_time_empty_callback}") - response = asyncio.run(_test_langfuse()) - print(f"response: {response}") + # assert the diff is not more than 1 second - this was 5 seconds before the fix + assert abs(start_time_langfuse - start_time_empty_callback) < 1 - # # check langfuse.log to see if there was a failed response - search_logs("langfuse.log") except litellm.Timeout as e: pass except Exception as e: pytest.fail(f"An exception occurred - {e}") +async def make_async_calls(): + tasks = [] + for _ in range(5): + task = asyncio.create_task( + litellm.acompletion( + model="azure/chatgpt-v-2", + messages=[{"role": "user", "content": "This is a test"}], + max_tokens=5, + temperature=0.7, + timeout=5, + user="test_user", + mock_response="It's simple to use and easy to get started", + ) + ) + tasks.append(task) + + # Measure the start time before running the tasks + start_time = asyncio.get_event_loop().time() + + # Wait for all tasks to complete + responses = await asyncio.gather(*tasks) + + # Print the responses when tasks return + for idx, response in enumerate(responses): + print(f"Response from Task {idx + 1}: {response}") + + # Calculate the total time taken + total_time = asyncio.get_event_loop().time() - start_time + + return total_time + + # def test_langfuse_logging_async_text_completion(): # try: # pre_langfuse_setup() diff --git a/litellm/tests/test_async_callbacks.py b/litellm/tests/test_async_callbacks.py deleted file mode 100644 index 1d586070d8..0000000000 --- a/litellm/tests/test_async_callbacks.py +++ /dev/null @@ -1,49 +0,0 @@ -import json -import sys -import os -import io, asyncio - -import logging - -logging.basicConfig(level=logging.DEBUG) -sys.path.insert(0, os.path.abspath("../..")) - -from litellm import completion -import litellm - -litellm.num_retries = 3 -import time -import pytest - - -async def custom_callback( - kwargs, # kwargs to completion - completion_response, # response from completion - start_time, - end_time, # start/end time -): - # Your custom code here - print("LITELLM: in custom callback function") - print("kwargs", kwargs) - print("completion_response", completion_response) - print("start_time", start_time) - print("end_time", end_time) - time.sleep(1) - - return - - -def test_time_to_run_10_completions(): - litellm.callbacks = [custom_callback] - start = time.time() - - asyncio.run( - litellm.acompletion( - model="gpt-3.5-turbo", messages=[{"role": "user", "content": "hello"}] - ) - ) - end = time.time() - print(f"Time to run 10 completions: {end - start}") - - -test_time_to_run_10_completions() From 141d2219e2ef6a820f0397b421b073d695b198f6 Mon Sep 17 00:00:00 2001 From: Tim Asp <707699+timothyasp@users.noreply.github.com> Date: Fri, 19 Jan 2024 11:37:15 -0800 Subject: [PATCH 074/499] Add env for project wide langsmith default project settings --- litellm/integrations/langsmith.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/litellm/integrations/langsmith.py b/litellm/integrations/langsmith.py index d951d69244..6f796b58c2 100644 --- a/litellm/integrations/langsmith.py +++ b/litellm/integrations/langsmith.py @@ -13,6 +13,10 @@ class LangsmithLogger: # Class variables or attributes def __init__(self): self.langsmith_api_key = os.getenv("LANGSMITH_API_KEY") + self.langsmith_project = os.getenv("LANGSMITH_PROJECT", "litellm-completion") + self.langsmith_default_run_name = os.getenv( + "LANGSMITH_DEFAULT_RUN_NAME", "LLMRun" + ) def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose): # Method definition @@ -23,9 +27,9 @@ class LangsmithLogger: # set project name and run_name for langsmith logging # users can pass project_name and run name to litellm.completion() # Example: litellm.completion(model, messages, metadata={"project_name": "my-litellm-project", "run_name": "my-langsmith-run"}) - # if not set litellm will use default project_name = litellm-completion, run_name = LLMRun - project_name = metadata.get("project_name", "litellm-completion") - run_name = metadata.get("run_name", "LLMRun") + # if not set litellm will fallback to the environment variable LANGSMITH_PROJECT, then to the default project_name = litellm-completion, run_name = LLMRun + project_name = metadata.get("project_name", self.langsmith_project) + run_name = metadata.get("run_name", self.langsmith_default_run_name) print_verbose( f"Langsmith Logging - project_name: {project_name}, run_name {run_name}" ) From 27087e5662b3266dfefbfeb076c75864d634f322 Mon Sep 17 00:00:00 2001 From: Tim Asp <707699+timothyasp@users.noreply.github.com> Date: Fri, 19 Jan 2024 11:37:45 -0800 Subject: [PATCH 075/499] fix error when metadata is none, prevents logging silently --- litellm/integrations/langsmith.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/litellm/integrations/langsmith.py b/litellm/integrations/langsmith.py index 6f796b58c2..82fe4be0aa 100644 --- a/litellm/integrations/langsmith.py +++ b/litellm/integrations/langsmith.py @@ -21,9 +21,10 @@ class LangsmithLogger: def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose): # Method definition # inspired by Langsmith http api here: https://github.com/langchain-ai/langsmith-cookbook/blob/main/tracing-examples/rest/rest.ipynb - metadata = {} - if "litellm_params" in kwargs: - metadata = kwargs["litellm_params"].get("metadata", {}) + metadata = kwargs.get('litellm_params', {}).get("metadata", {}) + if metadata is None: + metadata = {} + # set project name and run_name for langsmith logging # users can pass project_name and run name to litellm.completion() # Example: litellm.completion(model, messages, metadata={"project_name": "my-litellm-project", "run_name": "my-langsmith-run"}) From cb99cd18e74d6d9202ef53aab2cc3c72783d182a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 11:38:18 -0800 Subject: [PATCH 076/499] (feat) log cache_hit as langfuse tags --- litellm/integrations/langfuse.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py index 4bf60adc94..bc48a78f72 100644 --- a/litellm/integrations/langfuse.py +++ b/litellm/integrations/langfuse.py @@ -181,6 +181,8 @@ class LangFuseLogger: if supports_tags: for key, value in metadata.items(): tags.append(f"{key}:{value}") + if "cache_hit" in kwargs: + tags.append(f"cache_hit:{kwargs['cache_hit']}") trace_params.update({"tags": tags}) trace = self.Langfuse.trace(**trace_params) From 8cf8da1378fcce3c6ec2f7278709a32ce67aad2f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 11:38:44 -0800 Subject: [PATCH 077/499] (test) langfuse_latency_test_user --- litellm/tests/langfuse.log | 57 --------------------------------- litellm/tests/test_alangfuse.py | 2 +- 2 files changed, 1 insertion(+), 58 deletions(-) diff --git a/litellm/tests/langfuse.log b/litellm/tests/langfuse.log index bc09c5ba2a..e69de29bb2 100644 --- a/litellm/tests/langfuse.log +++ b/litellm/tests/langfuse.log @@ -1,57 +0,0 @@ -Starting new HTTPS connection (1): api.anthropic.com:443 -Starting new HTTPS connection (1): litellm-logging.onrender.com:443 -https://litellm-logging.onrender.com:443 "POST /logging HTTP/1.1" 200 38 -https://api.anthropic.com:443 "POST /v1/complete HTTP/1.1" 200 None -Starting new HTTPS connection (1): litellm-logging.onrender.com:443 -Request options: {'method': 'post', 'url': '/chat/completions', 'files': None, 'json_data': 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b'gzip'), (b'alt-svc', b'h3=":443"; ma=86400')]) -receive_response_body.started request= -receive_response_body.complete -response_closed.started -response_closed.complete -HTTP Request: POST https://api.openai.com/v1/chat/completions "200 OK" diff --git a/litellm/tests/test_alangfuse.py b/litellm/tests/test_alangfuse.py index e87420433c..d1cac36ef4 100644 --- a/litellm/tests/test_alangfuse.py +++ b/litellm/tests/test_alangfuse.py @@ -139,7 +139,7 @@ async def make_async_calls(): max_tokens=5, temperature=0.7, timeout=5, - user="test_user", + user="langfuse_latency_test_user", mock_response="It's simple to use and easy to get started", ) ) From 315fbcd09f0a4bb05244d970e90f8e6c3365cef6 Mon Sep 17 00:00:00 2001 From: Tim Asp <707699+timothyasp@users.noreply.github.com> Date: Fri, 19 Jan 2024 11:39:39 -0800 Subject: [PATCH 078/499] update docs --- docs/my-website/docs/observability/langsmith_integration.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/my-website/docs/observability/langsmith_integration.md b/docs/my-website/docs/observability/langsmith_integration.md index 247cb8015a..ca0421b158 100644 --- a/docs/my-website/docs/observability/langsmith_integration.md +++ b/docs/my-website/docs/observability/langsmith_integration.md @@ -28,6 +28,8 @@ import litellm import os os.environ["LANGSMITH_API_KEY"] = "" +os.environ["LANGSMITH_PROJECT"] = "" # defaults to litellm-completion +os.environ["LANGSMITH_DEFAULT_RUN_NAME"] = "" # defaults to LLMRun # LLM API Keys os.environ['OPENAI_API_KEY']="" From 9d6a8b5de318f458cf2f816d5e7d8440335ed6a9 Mon Sep 17 00:00:00 2001 From: Tim Asp <707699+timothyasp@users.noreply.github.com> Date: Fri, 19 Jan 2024 11:56:45 -0800 Subject: [PATCH 079/499] Cleaner fallback --- litellm/integrations/langsmith.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/litellm/integrations/langsmith.py b/litellm/integrations/langsmith.py index 82fe4be0aa..4c76ba80b3 100644 --- a/litellm/integrations/langsmith.py +++ b/litellm/integrations/langsmith.py @@ -21,9 +21,7 @@ class LangsmithLogger: def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose): # Method definition # inspired by Langsmith http api here: https://github.com/langchain-ai/langsmith-cookbook/blob/main/tracing-examples/rest/rest.ipynb - metadata = kwargs.get('litellm_params', {}).get("metadata", {}) - if metadata is None: - metadata = {} + metadata = kwargs.get('litellm_params', {}).get("metadata", {}) or {} # if metadata is None # set project name and run_name for langsmith logging # users can pass project_name and run name to litellm.completion() From 7b2c15aa514e76ecf3f21225512189bfc1bc34ed Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 12:28:51 -0800 Subject: [PATCH 080/499] (feat) improve litellm.Router logging --- litellm/router.py | 19 +++++++++++++++++-- 1 file changed, 17 insertions(+), 2 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index 47f7c5a2ea..336ae19e23 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -94,6 +94,7 @@ class Router: timeout: Optional[float] = None, default_litellm_params={}, # default params for Router.chat.completion.create set_verbose: bool = False, + debug_level: Literal["DEBUG", "INFO"] = "INFO", fallbacks: List = [], allowed_fails: Optional[int] = None, context_window_fallbacks: List = [], @@ -108,6 +109,11 @@ class Router: routing_strategy_args: dict = {}, # just for latency-based routing ) -> None: self.set_verbose = set_verbose + if self.set_verbose: + if debug_level == "INFO": + verbose_router_logger.setLevel(logging.INFO) + elif debug_level == "DEBUG": + verbose_router_logger.setLevel(logging.DEBUG) self.deployment_names: List = ( [] ) # names of models under litellm_params. ex. azure/chatgpt-v-2 @@ -259,6 +265,7 @@ class Router: raise e def _completion(self, model: str, messages: List[Dict[str, str]], **kwargs): + model_name = None try: # pick the one that is available (lowest TPM/RPM) deployment = self.get_available_deployment( @@ -271,6 +278,7 @@ class Router: ) data = deployment["litellm_params"].copy() kwargs["model_info"] = deployment.get("model_info", {}) + model_name = data["model"] for k, v in self.default_litellm_params.items(): if ( k not in kwargs @@ -292,7 +300,7 @@ class Router: else: model_client = potential_model_client - return litellm.completion( + response = litellm.completion( **{ **data, "messages": messages, @@ -301,7 +309,14 @@ class Router: **kwargs, } ) + verbose_router_logger.info( + f"litellm.completion(model={model_name})\033[32m 200 OK\033[0m" + ) + return response except Exception as e: + verbose_router_logger.info( + f"litellm.completion(model={model_name})\033[31m Exception {str(e)}\033[0m" + ) raise e async def acompletion(self, model: str, messages: List[Dict[str, str]], **kwargs): @@ -1867,7 +1882,7 @@ class Router: if deployment is None: raise ValueError("No models available.") - + verbose_router_logger.info(f"Selected deployment: {deployment}") return deployment def flush_cache(self): From 912e2de3641c8992e8982b0f9572a2e5986288d8 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 12:34:08 -0800 Subject: [PATCH 081/499] (test) usage based router + fallbacks --- litellm/tests/test_router_fallbacks.py | 86 ++++++++++++++++++++++++++ 1 file changed, 86 insertions(+) diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index 6d3cd6e43f..ca4aac3e65 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -698,3 +698,89 @@ async def test_async_fallbacks_max_retries_per_request(): pytest.fail(f"An exception occurred: {e}") finally: router.reset() + + +def test_usage_based_routing_fallbacks(): + import os + import litellm + from litellm import Router + from dotenv import load_dotenv + + load_dotenv() + + # Constants for TPM and RPM allocation + AZURE_FAST_TPM = 3 + AZURE_BASIC_TPM = 2 + OPENAI_TPM = 2000 + ANTHROPIC_TPM = 100000 + + def get_azure_params(deployment_name: str): + params = { + "model": f"azure/{deployment_name}", + "api_key": os.environ["AZURE_API_KEY"], + "api_version": os.environ["AZURE_API_VERSION"], + "api_base": os.environ["AZURE_API_BASE"], + } + return params + + def get_openai_params(model: str): + params = { + "model": model, + "api_key": os.environ["OPENAI_API_KEY"], + } + return params + + def get_anthropic_params(model: str): + params = { + "model": model, + "api_key": os.environ["ANTHROPIC_API_KEY"], + } + return params + + model_list = [ + { + "model_name": "azure/gpt-4-fast", + "litellm_params": get_azure_params("chatgpt-v-2"), + "tpm": AZURE_FAST_TPM, + }, + { + "model_name": "azure/gpt-4-basic", + "litellm_params": get_azure_params("chatgpt-v-2"), + "tpm": AZURE_BASIC_TPM, + }, + { + "model_name": "openai-gpt-4", + "litellm_params": get_openai_params("gpt-3.5-turbo"), + "tpm": OPENAI_TPM, + }, + { + "model_name": "anthropic-claude-instant-1.2", + "litellm_params": get_anthropic_params("claude-instant-1.2"), + "tpm": ANTHROPIC_TPM, + }, + ] + # litellm.set_verbose=True + fallbacks_list = [ + {"azure/gpt-4-fast": ["azure/gpt-4-basic"]}, + {"azure/gpt-4-basic": ["openai-gpt-4"]}, + {"openai-gpt-4": ["anthropic-claude-instant-1.2"]}, + ] + + router = Router( + model_list=model_list, + fallbacks=fallbacks_list, + set_verbose=True, + routing_strategy="usage-based-routing", + redis_host=os.environ["REDIS_HOST"], + redis_port=os.environ["REDIS_PORT"], + ) + + messages = [ + {"content": "Tell me a joke.", "modality": "voice"}, + ] + + response = router.completion( + model="azure/gpt-4-fast", messages=messages, n=10, timeout=5 + ) + + print("response: ", response) From 8c0b7b1015a33ed2a948be9b54e36b1d91e90b0f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 13:57:33 -0800 Subject: [PATCH 082/499] (feat) - improve router logging/debugging messages --- litellm/router.py | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/litellm/router.py b/litellm/router.py index 336ae19e23..dd6303a948 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1843,6 +1843,9 @@ class Router: selected_index = random.choices(range(len(rpms)), weights=weights)[0] verbose_router_logger.debug(f"\n selected index, {selected_index}") deployment = healthy_deployments[selected_index] + verbose_router_logger.info( + f"get_available_deployment for model: {model}, Selected deployment: {deployment or deployment[0]} for model: {model}" + ) return deployment or deployment[0] ############## Check if we can do a RPM/TPM based weighted pick ################# tpm = healthy_deployments[0].get("litellm_params").get("tpm", None) @@ -1857,6 +1860,9 @@ class Router: selected_index = random.choices(range(len(tpms)), weights=weights)[0] verbose_router_logger.debug(f"\n selected index, {selected_index}") deployment = healthy_deployments[selected_index] + verbose_router_logger.info( + f"get_available_deployment for model: {model}, Selected deployment: {deployment or deployment[0]} for model: {model}" + ) return deployment or deployment[0] ############## No RPM/TPM passed, we do a random pick ################# @@ -1881,8 +1887,13 @@ class Router: ) if deployment is None: + verbose_router_logger.info( + f"get_available_deployment for model: {model}, No deployment available" + ) raise ValueError("No models available.") - verbose_router_logger.info(f"Selected deployment: {deployment}") + verbose_router_logger.info( + f"get_available_deployment for model: {model}, Selected deployment: {deployment} for model: {model}" + ) return deployment def flush_cache(self): From 57a20100e49ccb46e9473171951972a72b24ca0d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 13:58:08 -0800 Subject: [PATCH 083/499] (test) usage based routing --- litellm/tests/test_router_fallbacks.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index ca4aac3e65..fa3c175d77 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -710,7 +710,7 @@ def test_usage_based_routing_fallbacks(): # Constants for TPM and RPM allocation AZURE_FAST_TPM = 3 - AZURE_BASIC_TPM = 2 + AZURE_BASIC_TPM = 4 OPENAI_TPM = 2000 ANTHROPIC_TPM = 100000 @@ -776,7 +776,7 @@ def test_usage_based_routing_fallbacks(): ) messages = [ - {"content": "Tell me a joke.", "modality": "voice"}, + {"content": "Tell me a joke.", "role": "user"}, ] response = router.completion( From d0442ae0f23a3b05eb819baa6e1fcaf36de606a1 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 13:59:49 -0800 Subject: [PATCH 084/499] (feat) router - usage based routing - consider input_tokens --- litellm/router_strategy/lowest_tpm_rpm.py | 32 +++++++++++++++++------ 1 file changed, 24 insertions(+), 8 deletions(-) diff --git a/litellm/router_strategy/lowest_tpm_rpm.py b/litellm/router_strategy/lowest_tpm_rpm.py index f53843f1cc..e97d81aa1a 100644 --- a/litellm/router_strategy/lowest_tpm_rpm.py +++ b/litellm/router_strategy/lowest_tpm_rpm.py @@ -10,6 +10,7 @@ import traceback from litellm import token_counter from litellm.caching import DualCache from litellm.integrations.custom_logger import CustomLogger +from litellm._logging import verbose_router_logger class LowestTPMLoggingHandler(CustomLogger): @@ -130,6 +131,9 @@ class LowestTPMLoggingHandler(CustomLogger): Returns a deployment with the lowest TPM/RPM usage. """ # get list of potential deployments + verbose_router_logger.debug( + f"get_available_deployments - Usage Based. model_group: {model_group}, healthy_deployments: {healthy_deployments}" + ) current_minute = datetime.now().strftime("%H-%M") tpm_key = f"{model_group}:tpm:{current_minute}" rpm_key = f"{model_group}:rpm:{current_minute}" @@ -137,14 +141,31 @@ class LowestTPMLoggingHandler(CustomLogger): tpm_dict = self.router_cache.get_cache(key=tpm_key) rpm_dict = self.router_cache.get_cache(key=rpm_key) + verbose_router_logger.debug( + f"tpm_key={tpm_key}, tpm_dict: {tpm_dict}, rpm_dict: {rpm_dict}" + ) + try: + input_tokens = token_counter(messages=messages, text=input) + except: + input_tokens = 0 # ----------------------- # Find lowest used model # ---------------------- lowest_tpm = float("inf") deployment = None - if tpm_dict is None: # base case - item = random.choice(healthy_deployments) - return item + if tpm_dict is None: # base case - none of the deployments have been used + # Return the 1st deployment where deployment["tpm"] >= input_tokens + for deployment in healthy_deployments: + _deployment_tpm = ( + deployment.get("tpm", None) + or deployment.get("litellm_params", {}).get("tpm", None) + or deployment.get("model_info", {}).get("tpm", None) + or float("inf") + ) + + if _deployment_tpm >= input_tokens: + return deployment + return None all_deployments = tpm_dict for d in healthy_deployments: @@ -152,11 +173,6 @@ class LowestTPMLoggingHandler(CustomLogger): if d["model_info"]["id"] not in all_deployments: all_deployments[d["model_info"]["id"]] = 0 - try: - input_tokens = token_counter(messages=messages, text=input) - except: - input_tokens = 0 - for item, item_tpm in all_deployments.items(): ## get the item from model list _deployment = None From 0196ac637626ead1a02b8142136b4c0f5c11e2ec Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 14:12:09 -0800 Subject: [PATCH 085/499] (test) router-fallbacks --- litellm/tests/test_router_fallbacks.py | 158 +++++++++++++------------ 1 file changed, 85 insertions(+), 73 deletions(-) diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index fa3c175d77..65a6d204d0 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -701,86 +701,98 @@ async def test_async_fallbacks_max_retries_per_request(): def test_usage_based_routing_fallbacks(): - import os - import litellm - from litellm import Router - from dotenv import load_dotenv + try: + # [Prod Test] + # IT tests Usage Based Routing with fallbacks + # The Request should fail azure/gpt-4-fast. Then fallback -> "azure/gpt-4-basic" -> "openai-gpt-4" + # It should work with "openai-gpt-4" + import os + import litellm + from litellm import Router + from dotenv import load_dotenv - load_dotenv() + load_dotenv() - # Constants for TPM and RPM allocation - AZURE_FAST_TPM = 3 - AZURE_BASIC_TPM = 4 - OPENAI_TPM = 2000 - ANTHROPIC_TPM = 100000 + # Constants for TPM and RPM allocation + AZURE_FAST_TPM = 3 + AZURE_BASIC_TPM = 4 + OPENAI_TPM = 2000 + ANTHROPIC_TPM = 100000 - def get_azure_params(deployment_name: str): - params = { - "model": f"azure/{deployment_name}", - "api_key": os.environ["AZURE_API_KEY"], - "api_version": os.environ["AZURE_API_VERSION"], - "api_base": os.environ["AZURE_API_BASE"], - } - return params + def get_azure_params(deployment_name: str): + params = { + "model": f"azure/{deployment_name}", + "api_key": os.environ["AZURE_API_KEY"], + "api_version": os.environ["AZURE_API_VERSION"], + "api_base": os.environ["AZURE_API_BASE"], + } + return params - def get_openai_params(model: str): - params = { - "model": model, - "api_key": os.environ["OPENAI_API_KEY"], - } - return params + def get_openai_params(model: str): + params = { + "model": model, + "api_key": os.environ["OPENAI_API_KEY"], + } + return params - def get_anthropic_params(model: str): - params = { - "model": model, - "api_key": os.environ["ANTHROPIC_API_KEY"], - } - return params + def get_anthropic_params(model: str): + params = { + "model": model, + "api_key": os.environ["ANTHROPIC_API_KEY"], + } + return params - model_list = [ - { - "model_name": "azure/gpt-4-fast", - "litellm_params": get_azure_params("chatgpt-v-2"), - "tpm": AZURE_FAST_TPM, - }, - { - "model_name": "azure/gpt-4-basic", - "litellm_params": get_azure_params("chatgpt-v-2"), - "tpm": AZURE_BASIC_TPM, - }, - { - "model_name": "openai-gpt-4", - "litellm_params": get_openai_params("gpt-3.5-turbo"), - "tpm": OPENAI_TPM, - }, - { - "model_name": "anthropic-claude-instant-1.2", - "litellm_params": get_anthropic_params("claude-instant-1.2"), - "tpm": ANTHROPIC_TPM, - }, - ] - # litellm.set_verbose=True - fallbacks_list = [ - {"azure/gpt-4-fast": ["azure/gpt-4-basic"]}, - {"azure/gpt-4-basic": ["openai-gpt-4"]}, - {"openai-gpt-4": ["anthropic-claude-instant-1.2"]}, - ] + model_list = [ + { + "model_name": "azure/gpt-4-fast", + "litellm_params": get_azure_params("chatgpt-v-2"), + "tpm": AZURE_FAST_TPM, + }, + { + "model_name": "azure/gpt-4-basic", + "litellm_params": get_azure_params("chatgpt-v-2"), + "tpm": AZURE_BASIC_TPM, + }, + { + "model_name": "openai-gpt-4", + "litellm_params": get_openai_params("gpt-3.5-turbo"), + "tpm": OPENAI_TPM, + }, + { + "model_name": "anthropic-claude-instant-1.2", + "litellm_params": get_anthropic_params("claude-instant-1.2"), + "tpm": ANTHROPIC_TPM, + }, + ] + # litellm.set_verbose=True + fallbacks_list = [ + {"azure/gpt-4-fast": ["azure/gpt-4-basic"]}, + {"azure/gpt-4-basic": ["openai-gpt-4"]}, + {"openai-gpt-4": ["anthropic-claude-instant-1.2"]}, + ] - router = Router( - model_list=model_list, - fallbacks=fallbacks_list, - set_verbose=True, - routing_strategy="usage-based-routing", - redis_host=os.environ["REDIS_HOST"], - redis_port=os.environ["REDIS_PORT"], - ) + router = Router( + model_list=model_list, + fallbacks=fallbacks_list, + set_verbose=True, + routing_strategy="usage-based-routing", + redis_host=os.environ["REDIS_HOST"], + redis_port=os.environ["REDIS_PORT"], + ) - messages = [ - {"content": "Tell me a joke.", "role": "user"}, - ] + messages = [ + {"content": "Tell me a joke.", "role": "user"}, + ] - response = router.completion( - model="azure/gpt-4-fast", messages=messages, n=10, timeout=5 - ) + response = router.completion( + model="azure/gpt-4-fast", messages=messages, timeout=5 + ) + print("response: ", response) + print("response._hidden_params: ", response._hidden_params) - print("response: ", response) + # in this test, we expect azure/gpt-4 fast to fail, then azure-gpt-4 basic to fail and then openai-gpt-4 to pass + # the token count of this message is > AZURE_FAST_TPM, > AZURE_BASIC_TPM + assert response._hidden_params["custom_llm_provider"] == "openai" + + except Exception as e: + pytest.fail(f"An exception occurred {e}") From f408162449acee5760df0e9ad7ec8be62da900ee Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 14:22:18 -0800 Subject: [PATCH 086/499] (test) debug logs test - router --- litellm/tests/test_router_debug_logs.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_router_debug_logs.py b/litellm/tests/test_router_debug_logs.py index e850dce631..c297f1d99e 100644 --- a/litellm/tests/test_router_debug_logs.py +++ b/litellm/tests/test_router_debug_logs.py @@ -69,7 +69,10 @@ def test_async_fallbacks(caplog): # on circle ci the captured logs get some async task exception logs - filter them out "Task exception was never retrieved" captured_logs = [ - log for log in captured_logs if "Task exception was never retrieved" not in log + log + for log in captured_logs + if "Task exception was never retrieved" not in log + and "get_available_deployment" not in log ] print("\n Captured caplog records - ", captured_logs) From f5ced089d6f0af05600062e25a981fdabebba815 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 14:54:15 -0800 Subject: [PATCH 087/499] test(tests/): add unit testing for proxy server endpoints --- litellm/proxy/_types.py | 4 +- litellm/proxy/proxy_server.py | 69 ++++-- .../tests/test_amazing_vertex_completion.py | 5 +- proxy_server_config.yaml | 21 ++ tests/test_chat_completion.py | 58 ----- tests/test_health.py | 115 ++++++++++ tests/test_keys.py | 183 ++++++++++++++++ tests/test_models.py | 190 +++++++++++++++++ tests/test_openai_endpoints.py | 201 ++++++++++++++++++ tests/test_parallel_key_gen.py | 33 --- tests/test_users.py | 102 +++++++++ 11 files changed, 870 insertions(+), 111 deletions(-) delete mode 100644 tests/test_chat_completion.py create mode 100644 tests/test_health.py create mode 100644 tests/test_keys.py create mode 100644 tests/test_models.py create mode 100644 tests/test_openai_endpoints.py delete mode 100644 tests/test_parallel_key_gen.py create mode 100644 tests/test_users.py diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 3315fe607c..72b7273e51 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -13,7 +13,7 @@ class LiteLLMBase(BaseModel): def json(self, **kwargs): try: return self.model_dump() # noqa - except: + except Exception as e: # if using pydantic v1 return self.dict() @@ -177,7 +177,7 @@ class GenerateKeyResponse(LiteLLMBase): class DeleteKeyRequest(LiteLLMBase): - keys: List[str] + keys: List class NewUserRequest(GenerateKeyRequest): diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index acc48af603..15fda1501d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -264,16 +264,6 @@ async def user_api_key_auth( if route.startswith("/config/") and not is_master_key_valid: raise Exception(f"Only admin can modify config") - if ( - (route.startswith("/key/") or route.startswith("/user/")) - or route.startswith("/model/") - and not is_master_key_valid - and general_settings.get("allow_user_auth", False) != True - ): - raise Exception( - f"If master key is set, only master key can be used to generate, delete, update or get info for new keys/users" - ) - if ( prisma_client is None and custom_db_client is None ): # if both master key + user key submitted, and user key != master key, and no db connected, raise an error @@ -432,6 +422,39 @@ async def user_api_key_auth( db=custom_db_client, ) ) + + if ( + (route.startswith("/key/") or route.startswith("/user/")) + or route.startswith("/model/") + and not is_master_key_valid + and general_settings.get("allow_user_auth", False) != True + ): + if route == "/key/info": + # check if user can access this route + query_params = request.query_params + key = query_params.get("key") + if 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") + if user_id != valid_token.user_id: + raise HTTPException( + status_code=status.HTTP_403_FORBIDDEN, + detail="user not allowed to access this key's info", + ) + elif route == "/model/info": + # /model/info just shows models user has access to + pass + else: + raise Exception( + f"If master key is set, only master key can be used to generate, delete, update or get info for new keys/users" + ) + return UserAPIKeyAuth(api_key=api_key, **valid_token_dict) else: raise Exception(f"Invalid Key Passed to LiteLLM Proxy") @@ -2160,7 +2183,7 @@ async def update_key_fn(request: Request, data: UpdateKeyRequest): @router.post( "/key/delete", tags=["key management"], dependencies=[Depends(user_api_key_auth)] ) -async def delete_key_fn(request: Request, data: DeleteKeyRequest): +async def delete_key_fn(data: DeleteKeyRequest): """ Delete a key from the key management system. @@ -2203,6 +2226,9 @@ async def info_key_fn( f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) key_info = await prisma_client.get_data(token=key) + ## REMOVE HASHED TOKEN INFO BEFORE RETURNING ## + key_info = key_info.model_dump() + key_info.pop("token") return {"key": key, "info": key_info} except Exception as e: raise HTTPException( @@ -2338,6 +2364,10 @@ async def user_info( keys = await prisma_client.get_data( user_id=user_id, table_name="key", query_type="find_all" ) + ## REMOVE HASHED TOKEN INFO before returning ## + for key in keys: + key = key.model_dump() + key.pop("token", None) return {"user_id": user_id, "user_info": user_info, "keys": keys} except Exception as e: raise HTTPException( @@ -2415,13 +2445,19 @@ async def add_new_model(model_params: ModelParams): tags=["model management"], dependencies=[Depends(user_api_key_auth)], ) -async def model_info_v1(request: Request): +async def model_info_v1( + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), +): global llm_model_list, general_settings, user_config_file_path, proxy_config # Load existing config config = await proxy_config.get_config() - all_models = config["model_list"] + if len(user_api_key_dict.models) > 0: + model_names = user_api_key_dict.models + all_models = [m for m in config["model_list"] if m in model_names] + else: + all_models = config["model_list"] for model in all_models: # provided model_info in config.yaml model_info = model.get("model_info", {}) @@ -2750,7 +2786,7 @@ async def test_endpoint(request: Request): @router.get("/health", tags=["health"], dependencies=[Depends(user_api_key_auth)]) async def health_endpoint( - request: Request, + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), model: Optional[str] = fastapi.Query( None, description="Specify the model name (optional)" ), @@ -2785,6 +2821,11 @@ async def health_endpoint( detail={"error": "Model list not initialized"}, ) + ### FILTER MODELS FOR ONLY THOSE USER HAS ACCESS TO ### + if len(user_api_key_dict.models) > 0: + allowed_model_names = user_api_key_dict.models + else: + allowed_model_names = [] # if use_background_health_checks: return health_check_results else: diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py index a56e0343c6..8467e44341 100644 --- a/litellm/tests/test_amazing_vertex_completion.py +++ b/litellm/tests/test_amazing_vertex_completion.py @@ -302,10 +302,7 @@ def test_gemini_pro_vision(): assert prompt_tokens == 263 # the gemini api returns 263 to us except Exception as e: - import traceback - - traceback.print_exc() - raise e + pytest.fail(f"An exception occurred - {str(e)}") # test_gemini_pro_vision() diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml index abe9998586..5a089c7648 100644 --- a/proxy_server_config.yaml +++ b/proxy_server_config.yaml @@ -1,4 +1,10 @@ model_list: + - model_name: gpt-3.5-turbo + litellm_params: + model: azure/chatgpt-v-2 + api_base: https://openai-gpt-4-test-v-1.openai.azure.com/ + api_version: "2023-05-15" + api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault - model_name: gpt-4 litellm_params: model: azure/chatgpt-v-2 @@ -17,6 +23,21 @@ model_list: api_key: os.environ/AZURE_EUROPE_API_KEY api_base: https://my-endpoint-europe-berri-992.openai.azure.com rpm: 10 + - model_name: text-embedding-ada-002 + litellm_params: + model: azure/azure-embedding-model + api_key: os.environ/AZURE_API_KEY + api_base: https://openai-gpt-4-test-v-1.openai.azure.com/ + api_version: "2023-05-15" + model_info: + mode: embedding + base_model: text-embedding-ada-002 + - model_name: dall-e-2 + litellm_params: + model: azure/ + api_version: 2023-06-01-preview + api_base: https://openai-gpt-4-test-v-1.openai.azure.com/ + api_key: os.environ/AZURE_API_KEY litellm_settings: drop_params: True diff --git a/tests/test_chat_completion.py b/tests/test_chat_completion.py deleted file mode 100644 index b8da941559..0000000000 --- a/tests/test_chat_completion.py +++ /dev/null @@ -1,58 +0,0 @@ -# What this tests ? -## Tests /chat/completions by generating a key and then making a chat completions request -import pytest -import asyncio -import aiohttp - - -async def generate_key(session): - url = "http://0.0.0.0:4000/key/generate" - headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} - data = { - "models": ["gpt-4"], - "duration": None, - } - - async with session.post(url, headers=headers, json=data) as response: - status = response.status - response_text = await response.text() - - print(response_text) - print() - - if status != 200: - raise Exception(f"Request did not return a 200 status code: {status}") - return await response.json() - - -async def chat_completion(session, key): - url = "http://0.0.0.0:4000/chat/completions" - headers = { - "Authorization": f"Bearer {key}", - "Content-Type": "application/json", - } - data = { - "model": "gpt-4", - "messages": [ - {"role": "system", "content": "You are a helpful assistant."}, - {"role": "user", "content": "Hello!"}, - ], - } - - async with session.post(url, headers=headers, json=data) as response: - status = response.status - response_text = await response.text() - - print(response_text) - print() - - if status != 200: - raise Exception(f"Request did not return a 200 status code: {status}") - - -@pytest.mark.asyncio -async def test_key_gen(): - async with aiohttp.ClientSession() as session: - key_gen = await generate_key(session=session) - key = key_gen["key"] - await chat_completion(session=session, key=key) diff --git a/tests/test_health.py b/tests/test_health.py new file mode 100644 index 0000000000..f0a89f529f --- /dev/null +++ b/tests/test_health.py @@ -0,0 +1,115 @@ +# What this tests? +## Tests /health + /routes endpoints. + +import pytest +import asyncio +import aiohttp + + +async def health(session, call_key): + url = "http://0.0.0.0:4000/health" + headers = { + "Authorization": f"Bearer {call_key}", + "Content-Type": "application/json", + } + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + + print(f"Response (Status code: {status}):") + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + return await response.json() + + +async def generate_key(session): + url = "http://0.0.0.0:4000/key/generate" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": ["gpt-4", "text-embedding-ada-002", "dall-e-2"], + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +@pytest.mark.asyncio +async def test_health(): + """ + - Call /health + """ + async with aiohttp.ClientSession() as session: + # as admin # + all_healthy_models = await health(session=session, call_key="sk-1234") + total_model_count = ( + all_healthy_models["healthy_count"] + all_healthy_models["unhealthy_count"] + ) + assert total_model_count > 0 + + +@pytest.mark.asyncio +async def test_health_readiness(): + """ + Check if 200 + """ + async with aiohttp.ClientSession() as session: + url = "http://0.0.0.0:4000/health/readiness" + async with session.get(url) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_health_liveliness(): + """ + Check if 200 + """ + async with aiohttp.ClientSession() as session: + url = "http://0.0.0.0:4000/health/liveliness" + async with session.get(url) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_routes(): + """ + Check if 200 + """ + async with aiohttp.ClientSession() as session: + url = "http://0.0.0.0:4000/routes" + async with session.get(url) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") diff --git a/tests/test_keys.py b/tests/test_keys.py new file mode 100644 index 0000000000..f209f4c5a4 --- /dev/null +++ b/tests/test_keys.py @@ -0,0 +1,183 @@ +# What this tests ? +## Tests /key endpoints. + +import pytest +import asyncio +import aiohttp + + +async def generate_key(session, i): + url = "http://0.0.0.0:4000/key/generate" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": ["azure-models"], + "aliases": {"mistral-7b": "gpt-3.5-turbo"}, + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(f"Response {i} (Status code: {status}):") + print(response_text) + print() + + if status != 200: + raise Exception(f"Request {i} did not return a 200 status code: {status}") + + return await response.json() + + +@pytest.mark.asyncio +async def test_key_gen(): + async with aiohttp.ClientSession() as session: + tasks = [generate_key(session, i) for i in range(1, 11)] + await asyncio.gather(*tasks) + + +async def update_key(session, get_key): + """ + Make sure only models user has access to are returned + """ + url = "http://0.0.0.0:4000/key/update" + headers = { + "Authorization": f"Bearer sk-1234", + "Content-Type": "application/json", + } + data = {"key": get_key, "models": ["gpt-4"]} + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def chat_completion(session, key, model="gpt-4"): + url = "http://0.0.0.0:4000/chat/completions" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = { + "model": model, + "messages": [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ], + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_key_update(): + """ + Create key + Update key with new model + Test key w/ model + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session, i=0) + key = key_gen["key"] + await update_key( + session=session, + get_key=key, + ) + await chat_completion(session=session, key=key) + + +async def delete_key(session, get_key): + """ + Delete key + """ + url = "http://0.0.0.0:4000/key/delete" + headers = { + "Authorization": f"Bearer sk-1234", + "Content-Type": "application/json", + } + data = {"keys": [get_key]} + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +@pytest.mark.asyncio +async def test_key_delete(): + """ + Delete key + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session, i=0) + key = key_gen["key"] + await delete_key( + session=session, + get_key=key, + ) + + +async def get_key_info(session, get_key, call_key): + """ + Make sure only models user has access to are returned + """ + url = f"http://0.0.0.0:4000/key/info?key={get_key}" + headers = { + "Authorization": f"Bearer {call_key}", + "Content-Type": "application/json", + } + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + if call_key != get_key: + return status + else: + print(f"call_key: {call_key}; get_key: {get_key}") + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +@pytest.mark.asyncio +async def test_key_info(): + """ + Get key info + - as admin -> 200 + - as key itself -> 200 + - as random key -> 403 + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session, i=0) + key = key_gen["key"] + # as admin # + await get_key_info(session=session, get_key=key, call_key="sk-1234") + # as key itself # + await get_key_info(session=session, get_key=key, call_key=key) + # as random key # + key_gen = await generate_key(session=session, i=0) + random_key = key_gen["key"] + status = await get_key_info(session=session, get_key=key, call_key=random_key) + assert status == 403 diff --git a/tests/test_models.py b/tests/test_models.py new file mode 100644 index 0000000000..b76dfb1164 --- /dev/null +++ b/tests/test_models.py @@ -0,0 +1,190 @@ +# What this tests ? +## Tests /models and /model/* endpoints + +import pytest +import asyncio +import aiohttp + + +async def generate_key(session, models=[]): + url = "http://0.0.0.0:4000/key/generate" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": models, + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def get_models(session, key): + url = "http://0.0.0.0:4000/models" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_get_models(): + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await get_models(session=session, key=key) + + +async def add_models(session, model_id="123"): + url = "http://0.0.0.0:4000/model/new" + headers = { + "Authorization": f"Bearer sk-1234", + "Content-Type": "application/json", + } + + data = { + "model_name": "azure-gpt-3.5", + "litellm_params": { + "model": "azure/chatgpt-v-2", + "api_key": "os.environ/AZURE_API_KEY", + "api_base": "https://openai-gpt-4-test-v-1.openai.azure.com/", + "api_version": "2023-05-15", + }, + "model_info": {"id": model_id}, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(f"Add models {response_text}") + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +async def get_model_info(session, key): + """ + Make sure only models user has access to are returned + """ + url = "http://0.0.0.0:4000/model/info" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def chat_completion(session, key): + url = "http://0.0.0.0:4000/chat/completions" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = { + "model": "azure-gpt-3.5", + "messages": [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ], + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_add_models(): + """ + Add model + Call new model + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await add_models(session=session) + await chat_completion(session=session, key=key) + + +@pytest.mark.asyncio +async def test_get_models(): + """ + Get models user has access to + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session, models=["gpt-4"]) + key = key_gen["key"] + response = await get_model_info(session=session, key=key) + models = [m["model_name"] for m in response["data"]] + for m in models: + assert m == "gpt-4" + + +async def delete_model(session, model_id="123"): + """ + Make sure only models user has access to are returned + """ + url = "http://0.0.0.0:4000/model/delete" + headers = { + "Authorization": f"Bearer sk-1234", + "Content-Type": "application/json", + } + data = {"id": model_id} + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +@pytest.mark.asyncio +async def test_delete_models(): + """ + Get models user has access to + """ + model_id = "12345" + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await add_models(session=session, model_id=model_id) + await chat_completion(session=session, key=key) + await delete_model(session=session, model_id=model_id) diff --git a/tests/test_openai_endpoints.py b/tests/test_openai_endpoints.py new file mode 100644 index 0000000000..5a91bffa77 --- /dev/null +++ b/tests/test_openai_endpoints.py @@ -0,0 +1,201 @@ +# What this tests ? +## Tests /chat/completions by generating a key and then making a chat completions request +import pytest +import asyncio +import aiohttp + + +async def generate_key(session): + url = "http://0.0.0.0:4000/key/generate" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": ["gpt-4", "text-embedding-ada-002", "dall-e-2"], + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def new_user(session): + url = "http://0.0.0.0:4000/user/new" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": ["gpt-4", "text-embedding-ada-002", "dall-e-2"], + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def chat_completion(session, key): + url = "http://0.0.0.0:4000/chat/completions" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = { + "model": "gpt-4", + "messages": [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ], + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_chat_completion(): + """ + - Create key + Make chat completion call + - Create user + make chat completion call + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await chat_completion(session=session, key=key) + key_gen = await new_user(session=session) + key_2 = key_gen["key"] + await chat_completion(session=session, key=key_2) + + +async def completion(session, key): + url = "http://0.0.0.0:4000/completions" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = {"model": "gpt-4", "prompt": "Hello!"} + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_completion(): + """ + - Create key + Make chat completion call + - Create user + make chat completion call + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await completion(session=session, key=key) + key_gen = await new_user(session=session) + key_2 = key_gen["key"] + await completion(session=session, key=key_2) + + +async def embeddings(session, key): + url = "http://0.0.0.0:4000/embeddings" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = { + "model": "text-embedding-ada-002", + "input": ["hello world"], + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_embeddings(): + """ + - Create key + Make embeddings call + - Create user + make embeddings call + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await embeddings(session=session, key=key) + key_gen = await new_user(session=session) + key_2 = key_gen["key"] + await embeddings(session=session, key=key_2) + + +async def image_generation(session, key): + url = "http://0.0.0.0:4000/images/generations" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = { + "model": "dall-e-2", + "prompt": "A cute baby sea otter", + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + +@pytest.mark.asyncio +async def test_image_generation(): + """ + - Create key + Make embeddings call + - Create user + make embeddings call + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + await image_generation(session=session, key=key) + key_gen = await new_user(session=session) + key_2 = key_gen["key"] + await image_generation(session=session, key=key_2) diff --git a/tests/test_parallel_key_gen.py b/tests/test_parallel_key_gen.py deleted file mode 100644 index 36595b4c32..0000000000 --- a/tests/test_parallel_key_gen.py +++ /dev/null @@ -1,33 +0,0 @@ -# What this tests ? -## Tests /key/generate by making 10 parallel requests, and asserting all are successful -import pytest -import asyncio -import aiohttp - - -async def generate_key(session, i): - url = "http://0.0.0.0:4000/key/generate" - headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} - data = { - "models": ["azure-models"], - "aliases": {"mistral-7b": "gpt-3.5-turbo"}, - "duration": None, - } - - async with session.post(url, headers=headers, json=data) as response: - status = response.status - response_text = await response.text() - - print(f"Response {i} (Status code: {status}):") - print(response_text) - print() - - if status != 200: - raise Exception(f"Request {i} did not return a 200 status code: {status}") - - -@pytest.mark.asyncio -async def test_key_gen(): - async with aiohttp.ClientSession() as session: - tasks = [generate_key(session, i) for i in range(1, 11)] - await asyncio.gather(*tasks) diff --git a/tests/test_users.py b/tests/test_users.py new file mode 100644 index 0000000000..81b6166dc3 --- /dev/null +++ b/tests/test_users.py @@ -0,0 +1,102 @@ +# What this tests ? +## Tests /user endpoints. +import pytest +import asyncio +import aiohttp +import time + + +async def new_user(session, i, user_id=None): + url = "http://0.0.0.0:4000/user/new" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": ["azure-models"], + "aliases": {"mistral-7b": "gpt-3.5-turbo"}, + "duration": None, + } + + if user_id is not None: + data["user_id"] = user_id + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(f"Response {i} (Status code: {status}):") + print(response_text) + print() + + if status != 200: + raise Exception(f"Request {i} did not return a 200 status code: {status}") + + return await response.json() + + +@pytest.mark.asyncio +async def test_user_new(): + """ + Make 20 parallel calls to /user/new. Assert all worked. + """ + async with aiohttp.ClientSession() as session: + tasks = [new_user(session, i) for i in range(1, 11)] + await asyncio.gather(*tasks) + + +async def get_user_info(session, get_user, call_user): + """ + Make sure only models user has access to are returned + """ + url = f"http://0.0.0.0:4000/user/info?key={get_user}" + headers = { + "Authorization": f"Bearer {call_user}", + "Content-Type": "application/json", + } + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + if call_user != get_user: + return status + else: + print(f"call_user: {call_user}; get_user: {get_user}") + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +@pytest.mark.asyncio +async def test_user_info(): + """ + Get user info + - as admin + - as user themself + - as random + """ + get_user = f"krrish_{time.time()}@berri.ai" + async with aiohttp.ClientSession() as session: + key_gen = await new_user(session, 0, user_id=get_user) + key = key_gen["key"] + ## as admin ## + await get_user_info(session=session, get_user=get_user, call_user="sk-1234") + ## as user themself ## + await get_user_info(session=session, get_user=get_user, call_user=key) + # as random user # + key_gen = await new_user(session=session, i=0) + random_key = key_gen["key"] + status = await get_user_info( + session=session, get_user=get_user, call_user=random_key + ) + assert status == 403 + + +@pytest.mark.asyncio +async def test_user_update(): + """ + Create user + Update user access to new model + Make chat completion call + """ + pass From 8a4f2c198b95f26370819857eeb6e6d769fcedc6 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 14:59:56 -0800 Subject: [PATCH 088/499] (test) test_usage_based_routing --- litellm/tests/test_router_get_deployments.py | 73 ++++++++++++++++++++ 1 file changed, 73 insertions(+) diff --git a/litellm/tests/test_router_get_deployments.py b/litellm/tests/test_router_get_deployments.py index 0a0fcee622..62630d7e77 100644 --- a/litellm/tests/test_router_get_deployments.py +++ b/litellm/tests/test_router_get_deployments.py @@ -375,3 +375,76 @@ def test_model_group_aliases(): # test_model_group_aliases() + + +def test_usage_based_routing(): + """ + in this test we, have a model group with two models in it, model-a and model-b. + Then at some point, we exceed the TPM limit (set in the litellm_params) + for model-a only; but for model-b we are still under the limit + """ + try: + + def get_azure_params(deployment_name: str): + params = { + "model": f"azure/{deployment_name}", + "api_key": os.environ["AZURE_API_KEY"], + "api_version": os.environ["AZURE_API_VERSION"], + "api_base": os.environ["AZURE_API_BASE"], + } + return params + + model_list = [ + { + "model_name": "azure/gpt-4", + "litellm_params": get_azure_params("chatgpt-low-tpm"), + "tpm": 100, + }, + { + "model_name": "azure/gpt-4", + "litellm_params": get_azure_params("chatgpt-high-tpm"), + "tpm": 1000, + }, + ] + + router = Router( + model_list=model_list, + set_verbose=True, + debug_level="DEBUG", + routing_strategy="usage-based-routing", + redis_host=os.environ["REDIS_HOST"], + redis_port=os.environ["REDIS_PORT"], + ) + + messages = [ + {"content": "Tell me a joke.", "role": "user"}, + ] + + selection_counts = defaultdict(int) + for _ in range(25): + response = router.completion( + model="azure/gpt-4", + messages=messages, + timeout=5, + mock_response="good morning", + ) + + # print(response) + + selection_counts[response["model"]] += 1 + + print(selection_counts) + + total_requests = sum(selection_counts.values()) + + # Assert that 'chatgpt-low-tpm' has more than 2 requests + assert ( + selection_counts["chatgpt-low-tpm"] > 2 + ), f"Assertion failed: 'chatgpt-low-tpm' does not have more than 2 request in the weighted load balancer. Selection counts {selection_counts}" + + # Assert that 'chatgpt-high-tpm' has about 80% of the total requests + assert ( + selection_counts["chatgpt-high-tpm"] / total_requests > 0.8 + ), f"Assertion failed: 'chatgpt-high-tpm' does not have about 80% of the total requests in the weighted load balancer. Selection counts {selection_counts}" + except Exception as e: + pytest.fail(f"Error occurred: {e}") From 22daf75a3579e41d92536c823621584d3bf3f909 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 15:03:30 -0800 Subject: [PATCH 089/499] =?UTF-8?q?bump:=20version=201.18.5=20=E2=86=92=20?= =?UTF-8?q?1.18.6?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 77c8e3bfbe..57090e23d3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.5" +version = "1.18.6" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.5" +version = "1.18.6" version_files = [ "pyproject.toml:^version" ] From 89391f84eb85af4a8f524c53c9824a28b4a3ea12 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 15:08:24 -0800 Subject: [PATCH 090/499] build(config.yml): add better logs --- .circleci/config.yml | 6 +----- 1 file changed, 1 insertion(+), 5 deletions(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index fc73e456ba..fa1e65e8d3 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -143,11 +143,7 @@ jobs: sudo rm dockerize-linux-amd64-v0.6.1.tar.gz - run: name: Start outputting logs - command: | - while true; do - docker logs my-app - sleep 10 - done + command: docker logs -f my-app background: true - run: name: Wait for app to be ready From 95d1557785bf7d392f6c4d4704e6a98f3a7acb60 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 15:11:18 -0800 Subject: [PATCH 091/499] build(config.yml): fix envrionment variable name --- .circleci/config.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index fa1e65e8d3..c2433c7add 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -124,7 +124,7 @@ jobs: docker run -d \ -p 4000:4000 \ -e DATABASE_URL=$PROXY_DOCKER_DB_URL \ - -e AZURE_API_KEY=$AZURE_FRANCE_API_KEY \ + -e AZURE_API_KEY=$AZURE_API_KEY \ -e AZURE_FRANCE_API_KEY=$AZURE_FRANCE_API_KEY \ -e AZURE_EUROPE_API_KEY=$AZURE_EUROPE_API_KEY \ --name my-app \ From 6bc7cc46b4d7ab18c0e91f196b6e17658b037c5d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 15:17:52 -0800 Subject: [PATCH 092/499] (docs) router debugging --- docs/my-website/docs/routing.md | 49 ++++++++++++++++++++++++++++++-- litellm/tests/test_completion.py | 2 +- 2 files changed, 48 insertions(+), 3 deletions(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 2115e28027..50f373ece5 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -602,7 +602,6 @@ def __init__( num_retries: int = 0, timeout: Optional[float] = None, default_litellm_params={}, # default params for Router.chat.completion.create - set_verbose: bool = False, fallbacks: List = [], allowed_fails: Optional[int] = None, context_window_fallbacks: List = [], @@ -614,5 +613,51 @@ def __init__( "usage-based-routing", "latency-based-routing", ] = "simple-shuffle", + + ## DEBUGGING ## + set_verbose: bool = False, # set this to True for seeing logs + debug_level: Literal["DEBUG", "INFO"] = "INFO", # set this to "DEBUG" for detailed debugging ): -``` \ No newline at end of file +``` + +## Debugging Router +### Basic Debugging +Set `Router(set_verbose=True)` + +```python +from litellm import Router + +router = Router( + model_list=model_list, + set_verbose=True +) +``` + +### Detailed Debugging +Set `Router(set_verbose=True,debug_level="DEBUG")` + +```python +from litellm import Router + +router = Router( + model_list=model_list, + set_verbose=True, + debug_level="DEBUG" # defaults to INFO +) +``` + +### Very Detailed Debugging +Set `litellm.set_verbose=True` and `Router(set_verbose=True,debug_level="DEBUG")` + +```python +from litellm import Router +import litellm + +litellm.set_verbose = True + +router = Router( + model_list=model_list, + set_verbose=True, + debug_level="DEBUG" # defaults to INFO +) +``` diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 8ab60f397c..b7bf4cb55d 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -224,7 +224,7 @@ def test_completion_gpt4_vision(): def test_completion_azure_gpt4_vision(): - # azure gpt-4 vision takes 5s to respond + # azure/gpt-4 vision takes 5s to respond try: litellm.set_verbose = True response = completion( From b730482aaf209a35288669fe57a09ce076059d30 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 15:49:37 -0800 Subject: [PATCH 093/499] v0 --- litellm/router.py | 70 +++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 64 insertions(+), 6 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index dd6303a948..a58f01fc12 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -242,22 +242,80 @@ class Router: ### COMPLETION, EMBEDDING, IMG GENERATION FUNCTIONS def completion( - self, model: str, messages: List[Dict[str, str]], **kwargs + self, + model: str, + # Optional OpenAI params: see https://platform.openai.com/docs/api-reference/chat/create + messages: List = [], + functions: Optional[List] = None, + function_call: Optional[str] = None, + timeout: Optional[Union[float, int]] = None, + temperature: Optional[float] = None, + top_p: Optional[float] = None, + n: Optional[int] = None, + stream: Optional[bool] = None, + stop=None, + max_tokens: Optional[float] = None, + presence_penalty: Optional[float] = None, + frequency_penalty: Optional[float] = None, + logit_bias: Optional[dict] = None, + user: Optional[str] = None, + # openai v1.0+ new params + response_format: Optional[dict] = None, + seed: Optional[int] = None, + tools: Optional[List] = None, + tool_choice: Optional[str] = None, + logprobs: Optional[bool] = None, + top_logprobs: Optional[int] = None, + deployment_id=None, + # set api_base, api_version, api_key + base_url: Optional[str] = None, + api_version: Optional[str] = None, + api_key: Optional[str] = None, + model_list: Optional[list] = None, # pass in a list of api_base,keys, etc. + # Optional liteLLM function params + **kwargs, ) -> Union[ModelResponse, CustomStreamWrapper]: """ Example usage: response = router.completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hey, how's it going?"}] """ try: - kwargs["model"] = model - kwargs["messages"] = messages - kwargs["original_function"] = self._completion - timeout = kwargs.get("request_timeout", self.timeout) + completion_kwargs = { + "model": model, + "messages": messages, + "functions": functions, + "function_call": function_call, + "timeout": timeout, + "temperature": temperature, + "top_p": top_p, + "n": n, + "stream": stream, + "stop": stop, + "max_tokens": max_tokens, + "presence_penalty": presence_penalty, + "frequency_penalty": frequency_penalty, + "logit_bias": logit_bias, + "user": user, + "response_format": response_format, + "seed": seed, + "tools": tools, + "tool_choice": tool_choice, + "logprobs": logprobs, + "top_logprobs": top_logprobs, + "deployment_id": deployment_id, + "base_url": base_url, + "api_version": api_version, + "api_key": api_key, + "model_list": model_list, + "original_function": self._completion, + } kwargs["num_retries"] = kwargs.get("num_retries", self.num_retries) kwargs.setdefault("metadata", {}).update({"model_group": model}) with concurrent.futures.ThreadPoolExecutor(max_workers=1) as executor: # Submit the function to the executor with a timeout - future = executor.submit(self.function_with_fallbacks, **kwargs) + future = executor.submit( + self.function_with_fallbacks, **kwargs, **completion_kwargs + ) response = future.result(timeout=timeout) # type: ignore return response From a9cf6cec80d3f614dc552ccb4b6cb28f8951c2b8 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 16:05:26 -0800 Subject: [PATCH 094/499] (feat) add typehints for litellm.acompletion --- litellm/router.py | 71 +++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 66 insertions(+), 5 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index a58f01fc12..ce497e97bf 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -377,16 +377,77 @@ class Router: ) raise e - async def acompletion(self, model: str, messages: List[Dict[str, str]], **kwargs): + async def acompletion( + self, + model: str, + # Optional OpenAI params: see https://platform.openai.com/docs/api-reference/chat/create + messages: List = [], + functions: Optional[List] = None, + function_call: Optional[str] = None, + timeout: Optional[Union[float, int]] = None, + temperature: Optional[float] = None, + top_p: Optional[float] = None, + n: Optional[int] = None, + stream: Optional[bool] = None, + stop=None, + max_tokens: Optional[float] = None, + presence_penalty: Optional[float] = None, + frequency_penalty: Optional[float] = None, + logit_bias: Optional[dict] = None, + user: Optional[str] = None, + # openai v1.0+ new params + response_format: Optional[dict] = None, + seed: Optional[int] = None, + tools: Optional[List] = None, + tool_choice: Optional[str] = None, + logprobs: Optional[bool] = None, + top_logprobs: Optional[int] = None, + deployment_id=None, + # set api_base, api_version, api_key + base_url: Optional[str] = None, + api_version: Optional[str] = None, + api_key: Optional[str] = None, + model_list: Optional[list] = None, # pass in a list of api_base,keys, etc. + # Optional liteLLM function params + **kwargs, + ): try: - kwargs["model"] = model - kwargs["messages"] = messages - kwargs["original_function"] = self._acompletion + completion_kwargs = { + "model": model, + "messages": messages, + "functions": functions, + "function_call": function_call, + "timeout": timeout, + "temperature": temperature, + "top_p": top_p, + "n": n, + "stream": stream, + "stop": stop, + "max_tokens": max_tokens, + "presence_penalty": presence_penalty, + "frequency_penalty": frequency_penalty, + "logit_bias": logit_bias, + "user": user, + "response_format": response_format, + "seed": seed, + "tools": tools, + "tool_choice": tool_choice, + "logprobs": logprobs, + "top_logprobs": top_logprobs, + "deployment_id": deployment_id, + "base_url": base_url, + "api_version": api_version, + "api_key": api_key, + "model_list": model_list, + "original_function": self._acompletion, + } kwargs["num_retries"] = kwargs.get("num_retries", self.num_retries) timeout = kwargs.get("request_timeout", self.timeout) kwargs.setdefault("metadata", {}).update({"model_group": model}) - response = await self.async_function_with_fallbacks(**kwargs) + response = await self.async_function_with_fallbacks( + **kwargs, **completion_kwargs + ) return response except Exception as e: From 91e57bd039863d6726125681ff82a46aa8efbb29 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 16:32:43 -0800 Subject: [PATCH 095/499] (fix) add router typehints --- litellm/router.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index ce497e97bf..940e3c90df 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -252,7 +252,7 @@ class Router: temperature: Optional[float] = None, top_p: Optional[float] = None, n: Optional[int] = None, - stream: Optional[bool] = None, + stream: Optional[bool] = False, stop=None, max_tokens: Optional[float] = None, presence_penalty: Optional[float] = None, @@ -388,7 +388,7 @@ class Router: temperature: Optional[float] = None, top_p: Optional[float] = None, n: Optional[int] = None, - stream: Optional[bool] = None, + stream: Optional[bool] = False, stop=None, max_tokens: Optional[float] = None, presence_penalty: Optional[float] = None, From 1be4f7d2d16fbf95e7458071cc8c54448430ca7b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 16:53:46 -0800 Subject: [PATCH 096/499] fix(test_key_generate_prisma.py): fix testing n --- litellm/tests/test_key_generate_prisma.py | 42 +++++++++-------------- 1 file changed, 17 insertions(+), 25 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index ae51e4e964..004aef63a1 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -19,6 +19,7 @@ import sys, os import traceback from dotenv import load_dotenv from fastapi import Request +from datetime import datetime load_dotenv() import os, io @@ -255,6 +256,8 @@ def test_call_with_key_over_budget(prisma_client): }, }, completion_response=resp, + start_time=datetime.now(), + end_time=datetime.now(), ) # use generated key to auth in @@ -328,6 +331,8 @@ def test_call_with_key_over_budget_stream(prisma_client): }, }, completion_response=ModelResponse(), + start_time=datetime.now(), + end_time=datetime.now(), ) # use generated key to auth in @@ -424,15 +429,10 @@ def test_delete_key(prisma_client): generated_key = key.key bearer_token = "Bearer " + generated_key - request = Request(scope={"type": "http"}) - request._url = URL(url="/chat/completions") - delete_key_request = DeleteKeyRequest(keys=[generated_key]) # delete the key - result_delete_key = await delete_key_fn( - request=request, data=delete_key_request - ) + result_delete_key = await delete_key_fn(data=delete_key_request) print("result from delete key", result_delete_key) assert result_delete_key == {"deleted_keys": [generated_key]} @@ -459,15 +459,10 @@ def test_delete_key_auth(prisma_client): generated_key = key.key bearer_token = "Bearer " + generated_key - request = Request(scope={"type": "http"}) - request._url = URL(url="/chat/completions") - delete_key_request = DeleteKeyRequest(keys=[generated_key]) # delete the key - result_delete_key = await delete_key_fn( - request=request, data=delete_key_request - ) + result_delete_key = await delete_key_fn(data=delete_key_request) print("result from delete key", result_delete_key) assert result_delete_key == {"deleted_keys": [generated_key]} @@ -512,8 +507,8 @@ def test_generate_and_call_key_info(prisma_client): print("result from info_key_fn", result) assert result["key"] == generated_key print("\n info for key=", result["info"]) - assert result["info"].max_parallel_requests == None - assert result["info"].metadata == { + assert result["info"]["max_parallel_requests"] == None + assert result["info"]["metadata"] == { "team": "litellm-team3", "project": "litellm-project3", } @@ -522,7 +517,7 @@ def test_generate_and_call_key_info(prisma_client): delete_key_request = DeleteKeyRequest(keys=[generated_key]) # delete the key - await delete_key_fn(request=request, data=delete_key_request) + await delete_key_fn(data=delete_key_request) asyncio.run(test()) except Exception as e: @@ -556,12 +551,12 @@ def test_generate_and_update_key(prisma_client): print("result from info_key_fn", result) assert result["key"] == generated_key print("\n info for key=", result["info"]) - assert result["info"].max_parallel_requests == None - assert result["info"].metadata == { + assert result["info"]["max_parallel_requests"] == None + assert result["info"]["metadata"] == { "team": "litellm-team3", "project": "litellm-project3", } - assert result["info"].team_id == "litellm-core-infra@gmail.com" + assert result["info"]["team_id"] == "litellm-core-infra@gmail.com" request = Request(scope={"type": "http"}) request._url = URL(url="/update/key") @@ -580,21 +575,18 @@ def test_generate_and_update_key(prisma_client): print("result from info_key_fn", result) assert result["key"] == generated_key print("\n info for key=", result["info"]) - assert result["info"].max_parallel_requests == None - assert result["info"].metadata == { + assert result["info"]["max_parallel_requests"] == None + assert result["info"]["metadata"] == { "team": "litellm-team3", "project": "litellm-project3", } - assert result["info"].models == ["ada", "babbage", "curie", "davinci"] + assert result["info"]["models"] == ["ada", "babbage", "curie", "davinci"] # cleanup - delete key delete_key_request = DeleteKeyRequest(keys=[generated_key]) - request = Request(scope={"type": "http"}, receive=None) - request._url = URL(url="/chat/completions") - # delete the key - await delete_key_fn(request=request, data=delete_key_request) + await delete_key_fn(data=delete_key_request) asyncio.run(test()) except Exception as e: From 1ec50835425dd81bdc41d950c05a395ed5e8286e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 17:06:24 -0800 Subject: [PATCH 097/499] fix(anthropic.py): fix pr for anthropic headers --- litellm/llms/anthropic.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py index f7d056bf9e..2116aca19e 100644 --- a/litellm/llms/anthropic.py +++ b/litellm/llms/anthropic.py @@ -78,7 +78,7 @@ class AnthropicConfig: # makes headers for API call -def validate_environment(api_key): +def validate_environment(api_key, user_headers): if api_key is None: raise ValueError( "Missing Anthropic API Key - A call is being made to anthropic but no key is set either in the environment variables or via params" @@ -89,6 +89,8 @@ def validate_environment(api_key): "content-type": "application/json", "x-api-key": api_key, } + if user_headers is not None and isinstance(user_headers, dict): + headers = {**headers, **user_headers} return headers @@ -107,7 +109,7 @@ def completion( logger_fn=None, headers={}, ): - headers = { **validate_environment(api_key), **headers } + headers = validate_environment(api_key, headers) if model in custom_prompt_dict: # check if the model has a registered custom prompt model_prompt_details = custom_prompt_dict[model] From f05aba1f8553f0ca6361aed1232fb86b2dde1b3b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 17:29:47 -0800 Subject: [PATCH 098/499] fix(utils.py): add metadata to logging obj on setup, if exists --- .../proxy/hooks/parallel_request_limiter.py | 2 +- litellm/utils.py | 20 +++++++++---------- 2 files changed, 11 insertions(+), 11 deletions(-) diff --git a/litellm/proxy/hooks/parallel_request_limiter.py b/litellm/proxy/hooks/parallel_request_limiter.py index 0a38e5eded..30877daf39 100644 --- a/litellm/proxy/hooks/parallel_request_limiter.py +++ b/litellm/proxy/hooks/parallel_request_limiter.py @@ -186,4 +186,4 @@ class MaxParallelRequestsHandler(CustomLogger): request_count_api_key, new_val, ttl=60 ) # save in cache for up to 1 min. except Exception as e: - self.print_verbose(f"An exception occurred - {str(e)}") # noqa + print(f"An exception occurred - {str(e)}") # noqa diff --git a/litellm/utils.py b/litellm/utils.py index dbfbf46ecb..325139d9d4 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -773,7 +773,7 @@ class Logging: self.model = model self.user = user self.litellm_params = litellm_params - self.logger_fn = litellm_params["logger_fn"] + self.logger_fn = litellm_params.get("logger_fn", None) print_verbose(f"self.optional_params: {self.optional_params}") self.model_call_details = { "model": self.model, @@ -1941,6 +1941,15 @@ def client(original_function): call_type=call_type, start_time=start_time, ) + ## check if metadata is passed in + if "metadata" in kwargs: + litellm_params = {"metadata": kwargs["metadata"]} + logging_obj.update_environment_variables( + model=model, + user="", + optional_params={}, + litellm_params=litellm_params, + ) return logging_obj except Exception as e: import logging @@ -5731,15 +5740,6 @@ def exception_type( model=model, llm_provider="openai", ) - else: - exception_mapping_worked = True - raise APIError( - status_code=original_exception.status_code, - message=f"OpenAIException - {original_exception.message}", - llm_provider="openai", - model=model, - request=original_exception.request, - ) else: # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors raise APIConnectionError( From f2a8ceddc24952eefd520a840d5a1c5f9d625fe5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 17:39:35 -0800 Subject: [PATCH 099/499] fix(utils.py): revert exception mapping change --- litellm/utils.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/litellm/utils.py b/litellm/utils.py index 325139d9d4..a70db73a14 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -5740,6 +5740,15 @@ def exception_type( model=model, llm_provider="openai", ) + else: + exception_mapping_worked = True + raise APIError( + status_code=original_exception.status_code, + message=f"OpenAIException - {original_exception.message}", + llm_provider="openai", + model=model, + request=original_exception.request, + ) else: # if no status code then it is an APIConnectionError: https://github.com/openai/openai-python#handling-errors raise APIConnectionError( From 2c2163e4e573d281a971951c4565c9d11c538027 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 18:52:09 -0800 Subject: [PATCH 100/499] fix(proxy_server.py): fix key info to handle pydantic v1 --- litellm/proxy/proxy_server.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 15fda1501d..cd10af91f3 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2227,7 +2227,11 @@ async def info_key_fn( ) key_info = await prisma_client.get_data(token=key) ## REMOVE HASHED TOKEN INFO BEFORE RETURNING ## - key_info = key_info.model_dump() + try: + key_info = key_info.model_dump() # noqa + except: + # if using pydantic v1 + key_info = key_info.dict() key_info.pop("token") return {"key": key, "info": key_info} except Exception as e: @@ -2366,7 +2370,11 @@ async def user_info( ) ## REMOVE HASHED TOKEN INFO before returning ## for key in keys: - key = key.model_dump() + try: + key = key.model_dump() # noqa + except: + # if using pydantic v1 + key = key.dict() key.pop("token", None) return {"user_id": user_id, "user_info": user_info, "keys": keys} except Exception as e: From 0fa9d8af825a6f687e34f41051445765357627ed Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 19:41:52 -0800 Subject: [PATCH 101/499] (test) custom cooldown times - router --- litellm/tests/test_router_fallbacks.py | 90 ++++++++++++++++++++++++++ 1 file changed, 90 insertions(+) diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index 65a6d204d0..29bc0d7bf1 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -796,3 +796,93 @@ def test_usage_based_routing_fallbacks(): except Exception as e: pytest.fail(f"An exception occurred {e}") + + +def test_custom_cooldown_times(): + try: + # set, custom_cooldown. Failed model in cooldown_models, after custom_cooldown, the failed model is no longer in cooldown_models + + model_list = [ + { # list of model deployments + "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": 24000000, + }, + { # list of model deployments + "model_name": "gpt-3.5-turbo", # openai model name + "litellm_params": { # params for litellm completion/embedding call + "model": "azure/chatgpt-v-2", + "api_key": os.getenv("AZURE_API_KEY"), + "api_version": os.getenv("AZURE_API_VERSION"), + "api_base": os.getenv("AZURE_API_BASE"), + }, + "tpm": 1, + }, + ] + + litellm.set_verbose = False + + router = Router( + model_list=model_list, + set_verbose=True, + debug_level="INFO", + cooldown_time=0.1, + redis_host=os.getenv("REDIS_HOST"), + redis_password=os.getenv("REDIS_PASSWORD"), + redis_port=int(os.getenv("REDIS_PORT")), + ) + + # make a request - expect it to fail + try: + response = router.completion( + model="gpt-3.5-turbo", + messages=[ + { + "content": "Tell me a joke.", + "role": "user", + } + ], + ) + except: + pass + + # expect 1 model to be in cooldown models + cooldown_deployments = router._get_cooldown_deployments() + print("cooldown_deployments after failed call: ", cooldown_deployments) + assert ( + len(cooldown_deployments) == 1 + ), "Expected 1 model to be in cooldown models" + + selected_cooldown_model = cooldown_deployments[0] + + # wait for 1/2 of cooldown time + time.sleep(router.cooldown_time / 2) + + # expect cooldown model to still be in cooldown models + cooldown_deployments = router._get_cooldown_deployments() + print( + "cooldown_deployments after waiting 1/2 of cooldown: ", cooldown_deployments + ) + assert ( + len(cooldown_deployments) == 1 + ), "Expected 1 model to be in cooldown models" + + # wait for 1/2 of cooldown time again, now we've waited for full cooldown + time.sleep(router.cooldown_time / 2) + + # expect cooldown model to be removed from cooldown models + cooldown_deployments = router._get_cooldown_deployments() + print( + "cooldown_deployments after waiting cooldown time: ", cooldown_deployments + ) + assert ( + len(cooldown_deployments) == 0 + ), "Expected 0 models to be in cooldown models" + + except Exception as e: + print(e) From 16b688d1fffef98bc99f5b77f63239a957ddec55 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 19:43:41 -0800 Subject: [PATCH 102/499] (feat) router - set custom cooldown times --- litellm/router.py | 49 +++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 45 insertions(+), 4 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index dd6303a948..587d316e8c 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -96,10 +96,13 @@ class Router: set_verbose: bool = False, debug_level: Literal["DEBUG", "INFO"] = "INFO", fallbacks: List = [], - allowed_fails: Optional[int] = None, context_window_fallbacks: List = [], model_group_alias: Optional[dict] = {}, retry_after: int = 0, # min time to wait before retrying a failed request + allowed_fails: Optional[ + int + ] = None, # Number of times a deployment can failbefore being added to cooldown + cooldown_time: float = 1, # (seconds) time to cooldown a deployment after failure routing_strategy: Literal[ "simple-shuffle", "least-busy", @@ -108,6 +111,36 @@ class Router: ] = "simple-shuffle", routing_strategy_args: dict = {}, # just for latency-based routing ) -> None: + """ + Initialize the Router class with the given parameters for caching, reliability, and routing strategy. + + Args: + model_list (Optional[list]): List of models to be used. Defaults to None. + redis_url (Optional[str]): URL of the Redis server. Defaults to None. + redis_host (Optional[str]): Hostname of the Redis server. Defaults to None. + redis_port (Optional[int]): Port of the Redis server. Defaults to None. + redis_password (Optional[str]): Password of the Redis server. Defaults to None. + cache_responses (Optional[bool]): Flag to enable caching of responses. Defaults to False. + cache_kwargs (dict): Additional kwargs to pass to RedisCache. Defaults to {}. + caching_groups (Optional[List[tuple]]): List of model groups for caching across model groups. Defaults to None. + client_ttl (int): Time-to-live for cached clients in seconds. Defaults to 3600. + num_retries (int): Number of retries for failed requests. Defaults to 0. + timeout (Optional[float]): Timeout for requests. Defaults to None. + default_litellm_params (dict): Default parameters for Router.chat.completion.create. Defaults to {}. + set_verbose (bool): Flag to set verbose mode. Defaults to False. + debug_level (Literal["DEBUG", "INFO"]): Debug level for logging. Defaults to "INFO". + fallbacks (List): List of fallback options. Defaults to []. + context_window_fallbacks (List): List of context window fallback options. Defaults to []. + model_group_alias (Optional[dict]): Alias for model groups. Defaults to {}. + retry_after (int): Minimum time to wait before retrying a failed request. Defaults to 0. + allowed_fails (Optional[int]): Number of allowed fails before adding to cooldown. Defaults to None. + cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1. + routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing"]): Routing strategy. Defaults to "simple-shuffle". + routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}. + + Returns: + Router: An instance of the litellm.Router class. + """ self.set_verbose = set_verbose if self.set_verbose: if debug_level == "INFO": @@ -163,6 +196,7 @@ class Router: self.deployment_latency_map[m["litellm_params"]["model"]] = 0 self.allowed_fails = allowed_fails or litellm.allowed_fails + self.cooldown_time = cooldown_time or 1 self.failed_calls = ( InMemoryCache() ) # cache to track failed call per deployment, if num failed calls within 1 minute > allowed fails, then add it to cooldown @@ -1247,6 +1281,7 @@ class Router: verbose_router_logger.debug( f"Attempting to add {deployment} to cooldown list. updated_fails: {updated_fails}; self.allowed_fails: {self.allowed_fails}" ) + cooldown_time = self.cooldown_time or 1 if updated_fails > self.allowed_fails: # get the current cooldown list for that minute cooldown_key = f"{current_minute}:cooldown_models" # group cooldown models by minute to reduce number of redis calls @@ -1260,13 +1295,19 @@ class Router: else: cached_value = cached_value + [deployment] # save updated value - self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1) + self.cache.set_cache( + value=cached_value, key=cooldown_key, ttl=cooldown_time + ) except: cached_value = [deployment] # save updated value - self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1) + self.cache.set_cache( + value=cached_value, key=cooldown_key, ttl=cooldown_time + ) else: - self.failed_calls.set_cache(key=deployment, value=updated_fails, ttl=1) + self.failed_calls.set_cache( + key=deployment, value=updated_fails, ttl=cooldown_time + ) def _get_cooldown_deployments(self): """ From b07677c6bee87f95108cad8cf8392e5d7297af82 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 19:26:23 -0800 Subject: [PATCH 103/499] fix(gemini.py): support streaming --- litellm/llms/gemini.py | 34 +++++++++++++++++++++------------ litellm/main.py | 12 ++++++++++++ litellm/tests/test_streaming.py | 30 +++++++++++++++++++++++++++++ litellm/utils.py | 4 +++- 4 files changed, 67 insertions(+), 13 deletions(-) diff --git a/litellm/llms/gemini.py b/litellm/llms/gemini.py index 863fb4baff..7e98345b37 100644 --- a/litellm/llms/gemini.py +++ b/litellm/llms/gemini.py @@ -120,9 +120,7 @@ def completion( ## Load Config inference_params = copy.deepcopy(optional_params) - inference_params.pop( - "stream", None - ) # palm does not support streaming, so we handle this by fake streaming in main.py + stream = inference_params.pop("stream", None) config = litellm.GeminiConfig.get_config() for k, v in config.items(): if ( @@ -139,10 +137,18 @@ def completion( ## COMPLETION CALL try: _model = genai.GenerativeModel(f"models/{model}") - response = _model.generate_content( - contents=prompt, - generation_config=genai.types.GenerationConfig(**inference_params), - ) + if stream != True: + response = _model.generate_content( + contents=prompt, + generation_config=genai.types.GenerationConfig(**inference_params), + ) + else: + response = _model.generate_content( + contents=prompt, + generation_config=genai.types.GenerationConfig(**inference_params), + stream=True, + ) + return response except Exception as e: raise GeminiError( message=str(e), @@ -177,16 +183,20 @@ def completion( try: completion_response = model_response["choices"][0]["message"].get("content") - if completion_response is None: + if completion_response is None: raise Exception except: original_response = f"response: {response}" - if hasattr(response, "candidates"): + if hasattr(response, "candidates"): original_response = f"response: {response.candidates}" - if "SAFETY" in original_response: - original_response += "\nThe candidate content was flagged for safety reasons." + if "SAFETY" in original_response: + original_response += ( + "\nThe candidate content was flagged for safety reasons." + ) elif "RECITATION" in original_response: - original_response += "\nThe candidate content was flagged for recitation reasons." + original_response += ( + "\nThe candidate content was flagged for recitation reasons." + ) raise GeminiError( status_code=400, message=f"No response received. Original response - {original_response}", diff --git a/litellm/main.py b/litellm/main.py index 2fef048a69..271c54e514 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -1382,6 +1382,18 @@ def completion( acompletion=acompletion, custom_prompt_dict=custom_prompt_dict, ) + if ( + "stream" in optional_params + and optional_params["stream"] == True + and acompletion == False + ): + response = CustomStreamWrapper( + iter(model_response), + model, + custom_llm_provider="gemini", + logging_obj=logging, + ) + return response response = model_response elif custom_llm_provider == "vertex_ai": vertex_ai_project = litellm.vertex_project or get_secret("VERTEXAI_PROJECT") diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py index 28f2271d77..c3e0b68fad 100644 --- a/litellm/tests/test_streaming.py +++ b/litellm/tests/test_streaming.py @@ -398,6 +398,36 @@ def test_completion_palm_stream(): # test_completion_palm_stream() +def test_completion_gemini_stream(): + try: + litellm.set_verbose = False + print("Streaming gemini response") + messages = [ + {"role": "system", "content": "You are a helpful assistant."}, + { + "role": "user", + "content": "how does a court case get to the Supreme Court?", + }, + ] + print("testing gemini streaming") + response = completion(model="gemini/gemini-pro", messages=messages, stream=True) + print(f"type of response at the top: {response}") + complete_response = "" + # Add any assertions here to check the response + for idx, chunk in enumerate(response): + print(chunk) + # print(chunk.choices[0].delta) + chunk, finished = streaming_format_tests(idx, chunk) + if finished: + break + complete_response += chunk + if complete_response.strip() == "": + raise Exception("Empty response received") + print(f"completion_response: {complete_response}") + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + def test_completion_mistral_api_stream(): try: litellm.set_verbose = True diff --git a/litellm/utils.py b/litellm/utils.py index a70db73a14..36bf5c9d6d 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7622,7 +7622,9 @@ class CustomStreamWrapper: raise Exception("An unknown error occurred with the stream") model_response.choices[0].finish_reason = "stop" self.sent_last_chunk = True - elif self.custom_llm_provider and self.custom_llm_provider == "vertex_ai": + elif self.custom_llm_provider == "gemini": + completion_obj["content"] = chunk.text + elif self.custom_llm_provider and (self.custom_llm_provider == "vertex_ai"): try: # print(chunk) if hasattr(chunk, "text"): From 7cf0bb475fab37d16bb6c7d924572b341f2de610 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 19:39:47 -0800 Subject: [PATCH 104/499] fix(proxy_server.py): run all endpoints through custom auth --- litellm/proxy/proxy_server.py | 40 +++++++++++++++++++++++++++++------ 1 file changed, 34 insertions(+), 6 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index cd10af91f3..fafc414570 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -252,6 +252,18 @@ async def user_api_key_auth( status_code=status.HTTP_403_FORBIDDEN, detail="'allow_user_auth' not set or set to False", ) + elif ( + route == "/routes" + or route == "/" + or route == "/health/liveliness" + or route == "/health/readiness" + or route == "/test" + or route == "/config/yaml" + ): + """ + Unprotected endpoints + """ + return UserAPIKeyAuth() if api_key is None: # only require api key if master key is set raise Exception(f"No api key passed in.") @@ -2754,7 +2766,11 @@ async def update_config(config_info: ConfigYAML): raise HTTPException(status_code=500, detail=f"An error occurred - {str(e)}") -@router.get("/config/yaml", tags=["config.yaml"]) +@router.get( + "/config/yaml", + tags=["config.yaml"], + dependencies=[Depends(user_api_key_auth)], +) async def config_yaml_endpoint(config_info: ConfigYAML): """ This is a mock endpoint, to show what you can set in config.yaml details in the Swagger UI. @@ -2775,7 +2791,11 @@ async def config_yaml_endpoint(config_info: ConfigYAML): return {"hello": "world"} -@router.get("/test", tags=["health"]) +@router.get( + "/test", + tags=["health"], + dependencies=[Depends(user_api_key_auth)], +) async def test_endpoint(request: Request): """ [DEPRECATED] use `/health/liveliness` instead. @@ -2849,7 +2869,11 @@ async def health_endpoint( } -@router.get("/health/readiness", tags=["health"]) +@router.get( + "/health/readiness", + tags=["health"], + dependencies=[Depends(user_api_key_auth)], +) async def health_readiness(): """ Unprotected endpoint for checking if worker can receive requests @@ -2863,7 +2887,11 @@ async def health_readiness(): raise HTTPException(status_code=503, detail="Service Unhealthy") -@router.get("/health/liveliness", tags=["health"]) +@router.get( + "/health/liveliness", + tags=["health"], + dependencies=[Depends(user_api_key_auth)], +) async def health_liveliness(): """ Unprotected endpoint for checking if worker is alive @@ -2871,12 +2899,12 @@ async def health_liveliness(): return "I'm alive!" -@router.get("/") +@router.get("/", dependencies=[Depends(user_api_key_auth)]) async def home(request: Request): return "LiteLLM: RUNNING" -@router.get("/routes") +@router.get("/routes", dependencies=[Depends(user_api_key_auth)]) async def get_routes(): """ Get a list of available routes in the FastAPI application. From 84684c50fa0b1efefd0b24d1af44e01a1b0cdf62 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 20:30:31 -0800 Subject: [PATCH 105/499] (fix) router - timeout exception mapping --- litellm/router.py | 7 +++---- litellm/tests/test_timeout.py | 23 ++++++++++++++++------- 2 files changed, 19 insertions(+), 11 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index 940e3c90df..0688dc61f8 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -285,7 +285,7 @@ class Router: "messages": messages, "functions": functions, "function_call": function_call, - "timeout": timeout, + "timeout": timeout or self.timeout, "temperature": temperature, "top_p": top_p, "n": n, @@ -316,7 +316,7 @@ class Router: future = executor.submit( self.function_with_fallbacks, **kwargs, **completion_kwargs ) - response = future.result(timeout=timeout) # type: ignore + response = future.result() # type: ignore return response except Exception as e: @@ -417,7 +417,7 @@ class Router: "messages": messages, "functions": functions, "function_call": function_call, - "timeout": timeout, + "timeout": timeout or self.timeout, "temperature": temperature, "top_p": top_p, "n": n, @@ -442,7 +442,6 @@ class Router: "original_function": self._acompletion, } kwargs["num_retries"] = kwargs.get("num_retries", self.num_retries) - timeout = kwargs.get("request_timeout", self.timeout) kwargs.setdefault("metadata", {}).update({"model_group": model}) response = await self.async_function_with_fallbacks( diff --git a/litellm/tests/test_timeout.py b/litellm/tests/test_timeout.py index 84aa7537f0..1902e1a36c 100644 --- a/litellm/tests/test_timeout.py +++ b/litellm/tests/test_timeout.py @@ -39,6 +39,8 @@ def test_timeout(): def test_hanging_request_azure(): litellm.set_verbose = True + import asyncio + try: router = litellm.Router( model_list=[ @@ -58,13 +60,20 @@ def test_hanging_request_azure(): ) encoded = litellm.utils.encode(model="gpt-3.5-turbo", text="blue")[0] - response = router.completion( - model="azure-gpt", - messages=[{"role": "user", "content": f"what color is red {uuid.uuid4()}"}], - logit_bias={encoded: 100}, - timeout=0.01, - ) - print(response) + + async def _test(): + response = await router.acompletion( + model="azure-gpt", + messages=[ + {"role": "user", "content": f"what color is red {uuid.uuid4()}"} + ], + logit_bias={encoded: 100}, + timeout=0.01, + ) + print(response) + return response + + response = asyncio.run(_test()) if response.choices[0].message.content is not None: pytest.fail("Got a response, expected a timeout") From 1cdf3baf3dfdf6cf500b3e02eec638e33cf4c3df Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 19 Jan 2024 20:31:10 -0800 Subject: [PATCH 106/499] =?UTF-8?q?bump:=20version=201.18.6=20=E2=86=92=20?= =?UTF-8?q?1.18.7?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 57090e23d3..ebcefebcdf 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.6" +version = "1.18.7" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.6" +version = "1.18.7" version_files = [ "pyproject.toml:^version" ] From ccbc47122c670da97b13651420e0c95e6eb79725 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 20:44:54 -0800 Subject: [PATCH 107/499] (fix) test caching --- litellm/tests/test_caching.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_caching.py b/litellm/tests/test_caching.py index 7b82906042..72c033abf1 100644 --- a/litellm/tests/test_caching.py +++ b/litellm/tests/test_caching.py @@ -401,7 +401,7 @@ def test_redis_cache_completion_stream(): """ -test_redis_cache_completion_stream() +# test_redis_cache_completion_stream() def test_redis_cache_acompletion_stream(): From 5295168bda9cde6c394acbb98a18aba3e5458552 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 20:46:43 -0800 Subject: [PATCH 108/499] (docs) router --- docs/my-website/docs/routing.md | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 50f373ece5..996f0034e2 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -603,10 +603,11 @@ def __init__( timeout: Optional[float] = None, default_litellm_params={}, # default params for Router.chat.completion.create fallbacks: List = [], - allowed_fails: Optional[int] = None, + allowed_fails: Optional[int] = None, # Number of times a deployment can failbefore being added to cooldown + cooldown_time: float = 1, # (seconds) time to cooldown a deployment after failure context_window_fallbacks: List = [], model_group_alias: Optional[dict] = {}, - retry_after: int = 0, # min time to wait before retrying a failed request + retry_after: int = 0, # (min) time to wait before retrying a failed request routing_strategy: Literal[ "simple-shuffle", "least-busy", From ab60f071ffee59de53310dc294cb02985fde3b9e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 20:50:00 -0800 Subject: [PATCH 109/499] =?UTF-8?q?bump:=20version=201.18.7=20=E2=86=92=20?= =?UTF-8?q?1.18.8?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index ebcefebcdf..d8638bd4b4 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.7" +version = "1.18.8" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.7" +version = "1.18.8" version_files = [ "pyproject.toml:^version" ] From c55035719903ff4f8b8d1f206d8a7e19338a5bf5 Mon Sep 17 00:00:00 2001 From: Kihaya Sugiura Date: Sat, 20 Jan 2024 19:13:33 +0900 Subject: [PATCH 110/499] docs: Fix import --- docs/my-website/docs/providers/gemini.md | 4 ++-- docs/my-website/docs/providers/palm.md | 4 ++-- docs/my-website/docs/providers/vertex.md | 2 +- 3 files changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/my-website/docs/providers/gemini.md b/docs/my-website/docs/providers/gemini.md index b50a850873..9d5eb298b8 100644 --- a/docs/my-website/docs/providers/gemini.md +++ b/docs/my-website/docs/providers/gemini.md @@ -6,7 +6,7 @@ # Gemini-Pro ## Sample Usage ```python -import litellm +from litellm import completion import os os.environ['GEMINI_API_KEY'] = "" @@ -24,7 +24,7 @@ LiteLLM Supports the following image types passed in `url` ## Sample Usage ```python import os -import litellm +import litellm from dotenv import load_dotenv # Load the environment variables from .env file diff --git a/docs/my-website/docs/providers/palm.md b/docs/my-website/docs/providers/palm.md index 39fcc207c2..b41465b5fd 100644 --- a/docs/my-website/docs/providers/palm.md +++ b/docs/my-website/docs/providers/palm.md @@ -5,7 +5,7 @@ ## Sample Usage ```python -import litellm +from litellm import completion import os os.environ['PALM_API_KEY'] = "" @@ -17,7 +17,7 @@ response = completion( ## Sample Usage - Streaming ```python -import litellm +from litellm import completion import os os.environ['PALM_API_KEY'] = "" diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md index f71aa0adab..3349faa529 100644 --- a/docs/my-website/docs/providers/vertex.md +++ b/docs/my-website/docs/providers/vertex.md @@ -17,7 +17,7 @@ import litellm litellm.vertex_project = "hardy-device-38811" # Your Project ID litellm.vertex_location = "us-central1" # proj location -response = completion(model="gemini-pro", messages=[{"role": "user", "content": "write code for saying hi from LiteLLM"}]) +response = litellm.completion(model="gemini-pro", messages=[{"role": "user", "content": "write code for saying hi from LiteLLM"}]) ``` ## Set Vertex Project & Vertex Location From 82449ffcfd236a37ea0933947b08cf5da0bc3c18 Mon Sep 17 00:00:00 2001 From: Kihaya Sugiura Date: Sat, 20 Jan 2024 19:15:07 +0900 Subject: [PATCH 111/499] docs: Fix import --- docs/my-website/docs/providers/vllm.md | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/my-website/docs/providers/vllm.md b/docs/my-website/docs/providers/vllm.md index df9e07ef7b..b8285da716 100644 --- a/docs/my-website/docs/providers/vllm.md +++ b/docs/my-website/docs/providers/vllm.md @@ -11,7 +11,7 @@ pip install litellm vllm ```python import litellm -response = completion( +response = litellm.completion( model="vllm/facebook/opt-125m", # add a vllm prefix so litellm knows the custom_llm_provider==vllm messages=messages, temperature=0.2, @@ -29,7 +29,7 @@ In order to use litellm to call a hosted vllm server add the following to your c ```python import litellm -response = completion( +response = litellm.completion( model="openai/facebook/opt-125m", # pass the vllm model name messages=messages, api_base="https://hosted-vllm-api.co", From 13eb40e7bd141b416eac2e3cc64101aee534c213 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 20 Jan 2024 08:39:52 -0800 Subject: [PATCH 112/499] v0 using custom_key_generate --- .../proxy/example_config_yaml/custom_auth.py | 39 ++++++++++++++++++- litellm/proxy/proxy_config.yaml | 5 ++- litellm/proxy/proxy_server.py | 23 +++++++++-- 3 files changed, 61 insertions(+), 6 deletions(-) diff --git a/litellm/proxy/example_config_yaml/custom_auth.py b/litellm/proxy/example_config_yaml/custom_auth.py index 416b66682a..a764a647a9 100644 --- a/litellm/proxy/example_config_yaml/custom_auth.py +++ b/litellm/proxy/example_config_yaml/custom_auth.py @@ -1,4 +1,4 @@ -from litellm.proxy._types import UserAPIKeyAuth +from litellm.proxy._types import UserAPIKeyAuth, GenerateKeyRequest from fastapi import Request from dotenv import load_dotenv import os @@ -14,3 +14,40 @@ async def user_api_key_auth(request: Request, api_key: str) -> UserAPIKeyAuth: raise Exception except: raise Exception + + +async def generate_key_fn(data: GenerateKeyRequest): + """ + Asynchronously decides if a key should be generated or not based on the provided data. + + Args: + data (GenerateKeyRequest): The data to be used for decision making. + + Returns: + bool: True if a key should be generated, False otherwise. + """ + # decide if a key should be generated or not + data_json = data.json() # type: ignore + + # Unpacking variables + team_id = data_json.get("team_id") + duration = data_json.get("duration") + models = data_json.get("models") + aliases = data_json.get("aliases") + config = data_json.get("config") + spend = data_json.get("spend") + user_id = data_json.get("user_id") + max_parallel_requests = data_json.get("max_parallel_requests") + metadata = data_json.get("metadata") + tpm_limit = data_json.get("tpm_limit") + rpm_limit = data_json.get("rpm_limit") + + if team_id is not None and len(team_id) > 0: + return { + "decision": True, + } + else: + return { + "decision": True, + "message": "This violates LiteLLM Proxy Rules. No team id provided.", + } diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 417b4c6f10..29aa3cf4ff 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -62,8 +62,9 @@ litellm_settings: # setting callback class # callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance] -# general_settings: -# master_key: sk-1234 +general_settings: + master_key: sk-1234 + custom_key_generate: custom_auth.generate_key_fn # database_type: "dynamo_db" # database_args: { # 👈 all args - https://github.com/BerriAI/litellm/blob/befbcbb7ac8f59835ce47415c128decf37aac328/litellm/proxy/_types.py#L190 # "billing_mode": "PAY_PER_REQUEST", diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index fafc414570..f032c5ec24 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -187,6 +187,7 @@ prisma_client: Optional[PrismaClient] = None custom_db_client: Optional[DBClient] = None user_api_key_cache = DualCache() user_custom_auth = None +user_custom_key_generate = None use_background_health_checks = None use_queue = False health_check_interval = None @@ -874,7 +875,7 @@ class ProxyConfig: """ Load config values into proxy global state """ - global master_key, user_config_file_path, otel_logging, user_custom_auth, user_custom_auth_path, use_background_health_checks, health_check_interval, use_queue, custom_db_client + global master_key, user_config_file_path, otel_logging, user_custom_auth, user_custom_auth_path, user_custom_key_generate, use_background_health_checks, health_check_interval, use_queue, custom_db_client # Load existing config config = await self.get_config(config_file_path=config_file_path) @@ -1052,6 +1053,12 @@ class ProxyConfig: user_custom_auth = get_instance_fn( value=custom_auth, config_file_path=config_file_path ) + + custom_key_generate = general_settings.get("custom_key_generate", None) + if custom_key_generate is not None: + user_custom_key_generate = get_instance_fn( + value=custom_key_generate, config_file_path=config_file_path + ) ## dynamodb database_type = general_settings.get("database_type", None) if database_type is not None and ( @@ -2156,7 +2163,16 @@ async def generate_key_fn( - expires: (datetime) Datetime object for when key expires. - user_id: (str) Unique user id - used for tracking spend across multiple keys for same user id. """ + global user_custom_key_generate verbose_proxy_logger.debug("entered /key/generate") + + if user_custom_key_generate is not None: + result = await user_custom_key_generate(data) + decision = result.get("decision", True) + message = result.get("message", "Authentication Failed - Custom Auth Rule") + if not decision: + raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail=message) + data_json = data.json() # type: ignore response = await generate_key_helper_fn(**data_json) return GenerateKeyResponse( @@ -2924,7 +2940,7 @@ async def get_routes(): @router.on_event("shutdown") async def shutdown_event(): - global prisma_client, master_key, user_custom_auth + global prisma_client, master_key, user_custom_auth, user_custom_key_generate if prisma_client: verbose_proxy_logger.debug("Disconnecting from Prisma") await prisma_client.disconnect() @@ -2934,7 +2950,7 @@ async def shutdown_event(): def cleanup_router_config_variables(): - global master_key, user_config_file_path, otel_logging, user_custom_auth, user_custom_auth_path, use_background_health_checks, health_check_interval, prisma_client, custom_db_client + global master_key, user_config_file_path, otel_logging, user_custom_auth, user_custom_auth_path, user_custom_key_generate, use_background_health_checks, health_check_interval, prisma_client, custom_db_client # Set all variables to None master_key = None @@ -2942,6 +2958,7 @@ def cleanup_router_config_variables(): otel_logging = None user_custom_auth = None user_custom_auth_path = None + user_custom_key_generate = None use_background_health_checks = None health_check_interval = None prisma_client = None From 480f237fb5b91d90331af259425d5cfeab16aa2a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 20 Jan 2024 09:59:04 -0800 Subject: [PATCH 113/499] (test) add custom_key_generate test --- litellm/tests/test_key_generate_prisma.py | 81 +++++++++++++++++++++++ 1 file changed, 81 insertions(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 004aef63a1..3f844335b8 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -33,6 +33,7 @@ import pytest, logging, asyncio import litellm, asyncio from litellm.proxy.proxy_server import ( new_user, + generate_key_fn, user_api_key_auth, user_update, delete_key_fn, @@ -49,6 +50,7 @@ from litellm.proxy._types import ( DynamoDBArgs, DeleteKeyRequest, UpdateKeyRequest, + GenerateKeyRequest, ) from litellm.proxy.utils import DBClient from starlette.datastructures import URL @@ -593,3 +595,82 @@ def test_generate_and_update_key(prisma_client): print("Got Exception", e) print(e.detail) pytest.fail(f"An exception occurred - {str(e)}") + + +def test_key_generate_with_custom_auth(prisma_client): + # custom - generate key function + async def custom_generate_key_fn(data: GenerateKeyRequest): + """ + Asynchronously decides if a key should be generated or not based on the provided data. + + Args: + data (GenerateKeyRequest): The data to be used for decision making. + + Returns: + bool: True if a key should be generated, False otherwise. + """ + # decide if a key should be generated or not + print("using custom auth function!") + data_json = data.json() # type: ignore + + # Unpacking variables + team_id = data_json.get("team_id") + duration = data_json.get("duration") + models = data_json.get("models") + aliases = data_json.get("aliases") + config = data_json.get("config") + spend = data_json.get("spend") + user_id = data_json.get("user_id") + max_parallel_requests = data_json.get("max_parallel_requests") + metadata = data_json.get("metadata") + tpm_limit = data_json.get("tpm_limit") + rpm_limit = data_json.get("rpm_limit") + + if team_id is not None and team_id == "litellm-core-infra@gmail.com": + # only team_id="litellm-core-infra@gmail.com" can make keys + return { + "decision": True, + } + else: + print("Failed custom auth") + return { + "decision": False, + "message": "This violates LiteLLM Proxy Rules. No team id provided.", + } + + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + setattr( + litellm.proxy.proxy_server, "user_custom_key_generate", custom_generate_key_fn + ) + try: + + async def test(): + await litellm.proxy.proxy_server.prisma_client.connect() + try: + request = GenerateKeyRequest() + key = await generate_key_fn(request) + pytest.fail(f"Expected an exception. Got {key}") + except Exception as e: + # this should fail + print("Got Exception", e) + print(e.detail) + print("First request failed!. This is expected") + assert ( + "This violates LiteLLM Proxy Rules. No team id provided." + in e.detail + ) + + request_2 = GenerateKeyRequest( + team_id="litellm-core-infra@gmail.com", + ) + + key = await generate_key_fn(request_2) + print(key) + generated_key = key.key + + asyncio.run(test()) + except Exception as e: + print("Got Exception", e) + print(e.detail) + pytest.fail(f"An exception occurred - {str(e)}") From 6b7fd172a3970c78bc275a89ee049aa94a574e59 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 20 Jan 2024 10:12:47 -0800 Subject: [PATCH 114/499] (docs) Custom /key/generate --- docs/my-website/docs/proxy/virtual_keys.md | 91 ++++++++++++++++++++++ 1 file changed, 91 insertions(+) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index 1cb28a2e3d..c20bbef112 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -392,6 +392,97 @@ general_settings: $ litellm --config /path/to/config.yaml ``` +## Custom /key/generate + +If you need to add custom logic before generating a Proxy API Key (Example Validating `team_id`) + +### 1. Write a custom `custom_generate_key_fn` + + +The input to the custom_generate_key_fn function is a single parameter: `data` [(Type: GenerateKeyRequest)](https://github.com/BerriAI/litellm/blob/main/litellm/proxy/_types.py#L125) + +The output of your `custom_generate_key_fn` should be a dictionary with the following structure +```python +{ + "decision": False, + "message": "This violates LiteLLM Proxy Rules. No team id provided.", +} + +``` + +- decision (Type: bool): A boolean value indicating whether the key generation is allowed (True) or not (False). + +- message (Type: str, Optional): An optional message providing additional information about the decision. This field is included when the decision is False. + + +```python +async def custom_generate_key_fn(data: GenerateKeyRequest)-> dict: + """ + Asynchronous function for generating a key based on the input data. + + Args: + data (GenerateKeyRequest): The input data for key generation. + + Returns: + dict: A dictionary containing the decision and an optional message. + { + "decision": False, + "message": "This violates LiteLLM Proxy Rules. No team id provided.", + } + """ + + # decide if a key should be generated or not + print("using custom auth function!") + data_json = data.json() # type: ignore + + # Unpacking variables + team_id = data_json.get("team_id") + duration = data_json.get("duration") + models = data_json.get("models") + aliases = data_json.get("aliases") + config = data_json.get("config") + spend = data_json.get("spend") + user_id = data_json.get("user_id") + max_parallel_requests = data_json.get("max_parallel_requests") + metadata = data_json.get("metadata") + tpm_limit = data_json.get("tpm_limit") + rpm_limit = data_json.get("rpm_limit") + + if team_id is not None and team_id == "litellm-core-infra@gmail.com": + # only team_id="litellm-core-infra@gmail.com" can make keys + return { + "decision": True, + } + else: + print("Failed custom auth") + return { + "decision": False, + "message": "This violates LiteLLM Proxy Rules. No team id provided.", + } +``` + + +### 2. Pass the filepath (relative to the config.yaml) + +Pass the filepath to the config.yaml + +e.g. if they're both in the same dir - `./config.yaml` and `./custom_auth.py`, this is what it looks like: +```yaml +model_list: + - model_name: "openai-model" + litellm_params: + model: "gpt-3.5-turbo" + +litellm_settings: + drop_params: True + set_verbose: True + +general_settings: + custom_key_generate: custom_auth.custom_generate_key_fn +``` + + + ## [BETA] Dynamo DB From ccfcc39681e74e71883301be17990933b26e40d3 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 20 Jan 2024 10:13:32 -0800 Subject: [PATCH 115/499] (test) custom key/generate --- litellm/tests/test_key_generate_prisma.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 3f844335b8..5ecfc89d75 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -599,16 +599,21 @@ def test_generate_and_update_key(prisma_client): def test_key_generate_with_custom_auth(prisma_client): # custom - generate key function - async def custom_generate_key_fn(data: GenerateKeyRequest): + async def custom_generate_key_fn(data: GenerateKeyRequest) -> dict: """ - Asynchronously decides if a key should be generated or not based on the provided data. + Asynchronous function for generating a key based on the input data. Args: - data (GenerateKeyRequest): The data to be used for decision making. + data (GenerateKeyRequest): The input data for key generation. Returns: - bool: True if a key should be generated, False otherwise. + dict: A dictionary containing the decision and an optional message. + { + "decision": False, + "message": "This violates LiteLLM Proxy Rules. No team id provided.", + } """ + # decide if a key should be generated or not print("using custom auth function!") data_json = data.json() # type: ignore From 3e5b743b89f2fe5647a197dfe1ac2a3c0fd64bbd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sat, 20 Jan 2024 17:34:16 -0800 Subject: [PATCH 116/499] fix(caching.py): add logging module support for caching --- litellm/_logging.py | 1 + litellm/caching.py | 6 ++++-- litellm/proxy/proxy_server.py | 20 ++++++++++++++++++-- 3 files changed, 23 insertions(+), 4 deletions(-) diff --git a/litellm/_logging.py b/litellm/_logging.py index e3b54a012c..0bd82a6bd4 100644 --- a/litellm/_logging.py +++ b/litellm/_logging.py @@ -28,3 +28,4 @@ verbose_logger = logging.getLogger("LiteLLM") # Add the handler to the logger verbose_router_logger.addHandler(handler) verbose_proxy_logger.addHandler(handler) +verbose_logger.addHandler(handler) diff --git a/litellm/caching.py b/litellm/caching.py index 8ad19e1026..38174c2abb 100644 --- a/litellm/caching.py +++ b/litellm/caching.py @@ -12,10 +12,12 @@ import time, logging import json, traceback, ast, hashlib from typing import Optional, Literal, List, Union, Any from openai._models import BaseModel as OpenAIObject +from litellm._logging import verbose_logger def print_verbose(print_statement): try: + verbose_logger.debug(print_statement) if litellm.set_verbose: print(print_statement) # noqa except: @@ -175,7 +177,7 @@ class S3Cache(BaseCache): CacheControl=cache_control, ContentType="application/json", ContentLanguage="en", - ContentDisposition=f"inline; filename=\"{key}.json\"" + ContentDisposition=f'inline; filename="{key}.json"', ) else: cache_control = "immutable, max-age=31536000, s-maxage=31536000" @@ -187,7 +189,7 @@ class S3Cache(BaseCache): CacheControl=cache_control, ContentType="application/json", ContentLanguage="en", - ContentDisposition=f"inline; filename=\"{key}.json\"" + ContentDisposition=f'inline; filename="{key}.json"', ) except Exception as e: # NON blocking - notify users S3 is throwing an exception diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index fafc414570..8ce2ee1c2e 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2879,11 +2879,27 @@ async def health_readiness(): Unprotected endpoint for checking if worker can receive requests """ global prisma_client + + cache_type = None + if litellm.cache is not None: + cache_type = litellm.cache.type if prisma_client is not None: # if db passed in, check if it's connected if prisma_client.db.is_connected() == True: - return {"status": "healthy", "db": "connected"} + response_object = {"db": "connected"} + + return { + "status": "healthy", + "db": "connected", + "cache": cache_type, + "success_callbacks": litellm.success_callback, + } else: - return {"status": "healthy", "db": "Not connected"} + return { + "status": "healthy", + "db": "Not connected", + "cache": cache_type, + "success_callbacks": litellm.success_callback, + } raise HTTPException(status_code=503, detail="Service Unhealthy") From 09b7235b316fc54ace77ccf2b27d1f0695faa548 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sat, 20 Jan 2024 17:45:47 -0800 Subject: [PATCH 117/499] fix: support info level logging on pkg + proxy --- Dockerfile | 2 +- litellm/integrations/langfuse.py | 2 ++ litellm/proxy/proxy_server.py | 17 +++++++++++++---- litellm/utils.py | 7 ++++--- proxy_server_config.yaml | 2 -- 5 files changed, 20 insertions(+), 10 deletions(-) diff --git a/Dockerfile b/Dockerfile index 183f062058..dc7c25dfdc 100644 --- a/Dockerfile +++ b/Dockerfile @@ -52,4 +52,4 @@ RUN chmod +x entrypoint.sh EXPOSE 4000/tcp ENTRYPOINT ["litellm"] -CMD ["--port", "4000"] \ No newline at end of file +CMD ["--port", "4000", "--debug"] \ No newline at end of file diff --git a/litellm/integrations/langfuse.py b/litellm/integrations/langfuse.py index bc48a78f72..722eb198c3 100644 --- a/litellm/integrations/langfuse.py +++ b/litellm/integrations/langfuse.py @@ -8,6 +8,7 @@ from datetime import datetime dotenv.load_dotenv() # Loading env variables using dotenv import traceback from packaging.version import Version +from litellm._logging import verbose_logger class LangFuseLogger: @@ -93,6 +94,7 @@ class LangFuseLogger: print_verbose( f"Langfuse Layer Logging - final response object: {response_obj}" ) + verbose_logger.info(f"Langfuse Layer Logging - logging success") except: traceback.print_exc() print_verbose(f"Langfuse Layer Error - {traceback.format_exc()}") diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 8ce2ee1c2e..29a7ccbde7 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1287,18 +1287,27 @@ async def initialize( user_model = model user_debug = debug if debug == True: # this needs to be first, so users can see Router init debugg - from litellm._logging import verbose_router_logger, verbose_proxy_logger + from litellm._logging import ( + verbose_router_logger, + verbose_proxy_logger, + verbose_logger, + ) import logging # this must ALWAYS remain logging.INFO, DO NOT MODIFY THIS - + verbose_logger.setLevel(level=logging.INFO) # sets package logs to info verbose_router_logger.setLevel(level=logging.INFO) # set router logs to info verbose_proxy_logger.setLevel(level=logging.INFO) # set proxy logs to info if detailed_debug == True: - from litellm._logging import verbose_router_logger, verbose_proxy_logger + from litellm._logging import ( + verbose_router_logger, + verbose_proxy_logger, + verbose_logger, + ) import logging - verbose_router_logger.setLevel(level=logging.DEBUG) # set router logs to info + verbose_logger.setLevel(level=logging.DEBUG) # set package log to debug + verbose_router_logger.setLevel(level=logging.DEBUG) # set router logs to debug verbose_proxy_logger.setLevel(level=logging.DEBUG) # set proxy logs to debug litellm.set_verbose = True elif debug == False and detailed_debug == False: diff --git a/litellm/utils.py b/litellm/utils.py index 36bf5c9d6d..5c3f419b0e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -36,6 +36,7 @@ os.environ[ ] = filename # use local copy of tiktoken b/c of - https://github.com/BerriAI/litellm/issues/1071 encoding = tiktoken.get_encoding("cl100k_base") import importlib.metadata +from ._logging import verbose_logger from .integrations.traceloop import TraceloopLogger from .integrations.helicone import HeliconeLogger from .integrations.aispend import AISpendLogger @@ -1083,10 +1084,10 @@ class Logging: def success_handler( self, result=None, start_time=None, end_time=None, cache_hit=None, **kwargs ): - print_verbose(f"Logging Details LiteLLM-Success Call") + verbose_logger.info(f"Logging Details LiteLLM-Success Call") # print(f"original response in success handler: {self.model_call_details['original_response']}") try: - print_verbose(f"success callbacks: {litellm.success_callback}") + verbose_logger.debug(f"success callbacks: {litellm.success_callback}") ## BUILD COMPLETE STREAMED RESPONSE complete_streaming_response = None if ( @@ -1242,7 +1243,7 @@ class Logging: ) if callback == "langfuse": global langFuseLogger - print_verbose("reaches langfuse for logging!") + verbose_logger.debug("reaches langfuse for logging!") kwargs = {} for k, v in self.model_call_details.items(): if ( diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml index 5a089c7648..5984a75c69 100644 --- a/proxy_server_config.yaml +++ b/proxy_server_config.yaml @@ -41,8 +41,6 @@ model_list: litellm_settings: drop_params: True - set_verbose: True - general_settings: master_key: sk-1234 # [OPTIONAL] Only use this if you to require all calls to contain this key (Authorization: Bearer sk-1234) # database_url: "postgresql://:@:/" # [OPTIONAL] use for token-based auth to proxy From 6b8e6497f65a735096d07464c7969fa023cd26a1 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sat, 20 Jan 2024 17:46:52 -0800 Subject: [PATCH 118/499] build(Dockerfile): set dockerfile to always use config --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index dc7c25dfdc..a1bedb8de4 100644 --- a/Dockerfile +++ b/Dockerfile @@ -52,4 +52,4 @@ RUN chmod +x entrypoint.sh EXPOSE 4000/tcp ENTRYPOINT ["litellm"] -CMD ["--port", "4000", "--debug"] \ No newline at end of file +CMD ["--port", "4000", "--config", "./proxy_server_config.yaml", "--debug"] \ No newline at end of file From e2831e9c80e323378de78fd0ec536cccf2b8b422 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sat, 20 Jan 2024 18:22:45 -0800 Subject: [PATCH 119/499] fix: fix proxy logging --- Dockerfile | 2 +- litellm/proxy/proxy_server.py | 1 - litellm/utils.py | 5 ++++- 3 files changed, 5 insertions(+), 3 deletions(-) diff --git a/Dockerfile b/Dockerfile index a1bedb8de4..e18d5d9795 100644 --- a/Dockerfile +++ b/Dockerfile @@ -52,4 +52,4 @@ RUN chmod +x entrypoint.sh EXPOSE 4000/tcp ENTRYPOINT ["litellm"] -CMD ["--port", "4000", "--config", "./proxy_server_config.yaml", "--debug"] \ No newline at end of file +CMD ["--port", "4000", "--config", "./proxy_server_config.yaml", "--detailed_debug"] \ No newline at end of file diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 29a7ccbde7..cf75a250c5 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1309,7 +1309,6 @@ async def initialize( verbose_logger.setLevel(level=logging.DEBUG) # set package log to debug verbose_router_logger.setLevel(level=logging.DEBUG) # set router logs to debug verbose_proxy_logger.setLevel(level=logging.DEBUG) # set proxy logs to debug - litellm.set_verbose = True elif debug == False and detailed_debug == False: # users can control proxy debugging using env variable = 'LITELLM_LOG' litellm_log_setting = os.environ.get("LITELLM_LOG", "") diff --git a/litellm/utils.py b/litellm/utils.py index 5c3f419b0e..d67f9e1db3 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1084,7 +1084,7 @@ class Logging: def success_handler( self, result=None, start_time=None, end_time=None, cache_hit=None, **kwargs ): - verbose_logger.info(f"Logging Details LiteLLM-Success Call") + verbose_logger.debug(f"Logging Details LiteLLM-Success Call") # print(f"original response in success handler: {self.model_call_details['original_response']}") try: verbose_logger.debug(f"success callbacks: {litellm.success_callback}") @@ -1252,6 +1252,9 @@ class Logging: kwargs[k] = v # this only logs streaming once, complete_streaming_response exists i.e when stream ends if self.stream: + verbose_logger.debug( + f"is complete_streaming_response in kwargs: {kwargs.get('complete_streaming_response', None)}" + ) if "complete_streaming_response" not in kwargs: break else: From 2165dcf6fbce2f92e1d4744613c0d4375e57c8f3 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sun, 21 Jan 2024 00:56:30 -0800 Subject: [PATCH 120/499] fix(utils.py): fix callback logging --- litellm/utils.py | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index d67f9e1db3..c690f7cc4e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1090,13 +1090,7 @@ class Logging: verbose_logger.debug(f"success callbacks: {litellm.success_callback}") ## BUILD COMPLETE STREAMED RESPONSE complete_streaming_response = None - if ( - self.stream - and self.model_call_details.get("litellm_params", {}).get( - "acompletion", False - ) - == False - ): # only call stream chunk builder if it's not acompletion() + if self.stream: if ( result.choices[0].finish_reason is not None ): # if it's the last chunk @@ -1113,6 +1107,9 @@ class Logging: self.streaming_chunks.append(result) if complete_streaming_response: + verbose_logger.info( + f"Logging Details LiteLLM-Success Call streaming complete" + ) self.model_call_details[ "complete_streaming_response" ] = complete_streaming_response @@ -1255,7 +1252,7 @@ class Logging: verbose_logger.debug( f"is complete_streaming_response in kwargs: {kwargs.get('complete_streaming_response', None)}" ) - if "complete_streaming_response" not in kwargs: + if complete_streaming_response is None: break else: print_verbose("reaches langfuse for streaming logging!") From 597effd5eb5ce7d10c76e5e3d5a1a3a2dc60b82d Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Mon, 22 Jan 2024 08:14:48 -0800 Subject: [PATCH 121/499] Update ghcr_deploy.yml --- .github/workflows/ghcr_deploy.yml | 30 ------------------------------ 1 file changed, 30 deletions(-) diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index ab3d71a6bf..b0215dfecf 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -82,36 +82,6 @@ jobs: push: true tags: ${{ steps.meta.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta.outputs.tags }}-latest # if a tag is provided, use that, otherwise use the release tag, and if neither is available, use 'latest' labels: ${{ steps.meta.outputs.labels }} - build-and-push-image-alpine: - runs-on: ubuntu-latest - permissions: - contents: read - packages: write - steps: - - name: Checkout repository - uses: actions/checkout@v4 - - - name: Log in to the Container registry - uses: docker/login-action@65b78e6e13532edd9afa3aa52ac7964289d1a9c1 - with: - registry: ${{ env.REGISTRY }} - username: ${{ github.actor }} - password: ${{ secrets.GITHUB_TOKEN }} - - - name: Extract metadata (tags, labels) for Alpine Dockerfile - id: meta-alpine - uses: docker/metadata-action@9ec57ed1fcdbf14dcef7dfbe97b2010124a938b7 - with: - images: ${{ env.REGISTRY }}/${{ env.IMAGE_NAME }}-alpine - - - name: Build and push Alpine Docker image - uses: docker/build-push-action@f2a1d5e99d037542a71f64918e516c093c6f3fc4 - with: - context: . - file: Dockerfile.alpine - push: true - tags: ${{ steps.meta-alpine.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta-alpine.outputs.tags }}-latest - labels: ${{ steps.meta-alpine.outputs.labels }} build-and-push-image-ui: runs-on: ubuntu-latest permissions: From 9988a3916992b6498f472e211c394bf37d22fe6c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 08:25:17 -0800 Subject: [PATCH 122/499] (ci/cd) deploy again --- litellm/tests/test_completion.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index b7bf4cb55d..247ae4676c 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -224,7 +224,7 @@ def test_completion_gpt4_vision(): def test_completion_azure_gpt4_vision(): - # azure/gpt-4 vision takes 5s to respond + # azure/gpt-4 vision takes 5seconds to respond try: litellm.set_verbose = True response = completion( From 265f5ef6daba2ed789f56c54fc6686d88be00ebd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 08:55:17 -0800 Subject: [PATCH 123/499] docs(routing.md): add timeouts per model --- docs/my-website/docs/routing.md | 31 +++++++++++++++++++++++++++++++ 1 file changed, 31 insertions(+) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 996f0034e2..3b796c87ff 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -302,6 +302,7 @@ asyncio.run(router_acompletion()) The timeout set in router is for the entire length of the call, and is passed down to the completion() call level as well. +**Global Timeouts** ```python from litellm import Router @@ -313,6 +314,36 @@ router = Router(model_list=model_list, print(response) ``` +**Timeouts per model** + +```python +from litellm import Router +import asyncio + +model_list = [{ + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "azure/chatgpt-v-2", + "api_key": os.getenv("AZURE_API_KEY"), + "api_version": os.getenv("AZURE_API_VERSION"), + "api_base": os.getenv("AZURE_API_BASE"), + "timeout": 300 # sets a 5 minute timeout + "stream_timeout": 30 # sets a 30s timeout for streaming calls + } +}] + +# init router +router = Router(model_list=model_list, routing_strategy="least-busy") +async def router_acompletion(): + response = await router.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hey, how's it going?"}] + ) + print(response) + return response + +asyncio.run(router_acompletion()) +``` ### Cooldowns Set the limit for how many calls a model is allowed to fail in a minute, before being cooled down for a minute. From 8b599d4398bbc4fc8f3b855dd274c8c5cd09251f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 11:33:34 -0800 Subject: [PATCH 124/499] v0 max_budget per key --- litellm/proxy/schema.prisma | 1 + schema.prisma | 1 + 2 files changed, 2 insertions(+) diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 1c73a1405a..f390d7ddc7 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -33,6 +33,7 @@ model LiteLLM_VerificationToken { metadata Json @default("{}") tpm_limit BigInt? rpm_limit BigInt? + max_budget Float @default(0.0) } model LiteLLM_Config { diff --git a/schema.prisma b/schema.prisma index 07d4d34224..7fb0eebc41 100644 --- a/schema.prisma +++ b/schema.prisma @@ -33,6 +33,7 @@ model LiteLLM_VerificationToken { metadata Json @default("{}") tpm_limit BigInt? rpm_limit BigInt? + max_budget Float @default(0.0) } model LiteLLM_Config { From 7ed3141c7de0b193a72aaa84101548ca17b72177 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 11:58:20 -0800 Subject: [PATCH 125/499] (feat) working create budgets per key --- litellm/proxy/_types.py | 3 +++ litellm/proxy/proxy_server.py | 10 +++++++++- 2 files changed, 12 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 72b7273e51..1615662012 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -128,6 +128,7 @@ class GenerateKeyRequest(LiteLLMBase): aliases: Optional[dict] = {} config: Optional[dict] = {} spend: Optional[float] = 0 + max_budget: Optional[float] = None user_id: Optional[str] = None team_id: Optional[str] = None max_parallel_requests: Optional[int] = None @@ -145,6 +146,7 @@ class UpdateKeyRequest(LiteLLMBase): aliases: Optional[dict] = None config: Optional[dict] = None spend: Optional[float] = None + max_budget: Optional[float] = None user_id: Optional[str] = None max_parallel_requests: Optional[int] = None metadata: Optional[dict] = None @@ -162,6 +164,7 @@ class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api aliases: dict = {} config: dict = {} spend: Optional[float] = 0 + max_budget: Optional[float] = None user_id: Optional[str] = None max_parallel_requests: Optional[int] = None duration: str = "1h" diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index cf75a250c5..9a2196519d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1121,7 +1121,8 @@ async def generate_key_helper_fn( aliases: dict, config: dict, spend: float, - max_budget: Optional[float] = None, + key_max_budget: Optional[float] = None, # key_max_budget is used to Budget Per key + max_budget: Optional[float] = None, # max_budget is used to Budget Per user token: Optional[str] = None, user_id: Optional[str] = None, team_id: Optional[str] = None, @@ -1194,6 +1195,7 @@ async def generate_key_helper_fn( "aliases": aliases_json, "config": config_json, "spend": spend, + "max_budget": key_max_budget, "user_id": user_id, "team_id": team_id, "max_parallel_requests": max_parallel_requests, @@ -2156,6 +2158,7 @@ async def generate_key_fn( - aliases: Optional[dict] - Any alias mappings, on top of anything in the config.yaml model list. - https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---upgradedowngrade-models - config: Optional[dict] - any key-specific configs, overrides config in config.yaml - spend: Optional[int] - Amount spent by key. Default is 0. Will be updated by proxy whenever key is used. https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---tracking-spend + - max_budget: Optional[float] - Specify max budget for a given key. - max_parallel_requests: Optional[int] - Rate limit a user based on the number of parallel requests. Raises 429 error, if user's parallel requests > x. - metadata: Optional[dict] - Metadata for key, store information for key. Example metadata = {"team": "core-infra", "app": "app2", "email": "ishaan@berri.ai" } @@ -2166,6 +2169,11 @@ async def generate_key_fn( """ verbose_proxy_logger.debug("entered /key/generate") data_json = data.json() # type: ignore + + # if we get max_budget passed to /key/generate, then use it as key_max_budget. Since generate_key_helper_fn is used to make new users + if "max_budget" in data_json: + data_json["key_max_budget"] = data_json.pop("max_budget", None) + response = await generate_key_helper_fn(**data_json) return GenerateKeyResponse( key=response["token"], expires=response["expires"], user_id=response["user_id"] From de1502658df2d1e96d343cedbd924ed762dca2d1 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 11:58:55 -0800 Subject: [PATCH 126/499] (test) budgets per key --- litellm/tests/test_key_generate_prisma.py | 156 +++++++++++++++++++++- 1 file changed, 152 insertions(+), 4 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 004aef63a1..47a2ff6dc3 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -3,13 +3,15 @@ # 2. Make a call with invalid key, expect it to fail # 3. Make a call to a key with invalid model - expect to fail # 4. Make a call to a key with valid model - expect to pass -# 5. Make a call with key over budget, expect to fail -# 6. Make a streaming chat/completions call with key over budget, expect to fail +# 5. Make a call with user over budget, expect to fail +# 6. Make a streaming chat/completions call with user over budget, expect to fail # 7. Make a call with an key that never expires, expect to pass # 8. Make a call with an expired key, expect to fail # 9. Delete a Key # 10. Generate a key, call key/info. Assert info returned is the same as generated key info # 11. Generate a Key, cal key/info, call key/update, call key/info +# 12. Make a call with key over budget, expect to fail +# 14. Make a streaming chat/completions call with key over budget, expect to fail # function to call to generate key - async def new_user(data: NewUserRequest): @@ -38,6 +40,7 @@ from litellm.proxy.proxy_server import ( delete_key_fn, info_key_fn, update_key_fn, + generate_key_fn, ) from litellm.proxy.utils import PrismaClient, ProxyLogging from litellm._logging import verbose_proxy_logger @@ -46,6 +49,7 @@ verbose_proxy_logger.setLevel(level=logging.DEBUG) from litellm.proxy._types import ( NewUserRequest, + GenerateKeyRequest, DynamoDBArgs, DeleteKeyRequest, UpdateKeyRequest, @@ -203,7 +207,7 @@ def test_call_with_valid_model(prisma_client): pytest.fail(f"An exception occurred - {str(e)}") -def test_call_with_key_over_budget(prisma_client): +def test_call_with_user_over_budget(prisma_client): # 5. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") @@ -272,7 +276,7 @@ def test_call_with_key_over_budget(prisma_client): print(vars(e)) -def test_call_with_key_over_budget_stream(prisma_client): +def test_call_with_user_over_budget_stream(prisma_client): # 6. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") @@ -593,3 +597,147 @@ def test_generate_and_update_key(prisma_client): print("Got Exception", e) print(e.detail) pytest.fail(f"An exception occurred - {str(e)}") + + +def test_call_with_key_over_budget(prisma_client): + # 12. Make a call with a key over budget, expect to fail + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + try: + + async def test(): + await litellm.proxy.proxy_server.prisma_client.connect() + request = GenerateKeyRequest(max_budget=0.00001) + key = await generate_key_fn(request) + print(key) + + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key + + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + + resp = ModelResponse( + id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), + ) + await track_cost_callback( + kwargs={ + "stream": False, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } + }, + }, + completion_response=resp, + start_time=datetime.now(), + end_time=datetime.now(), + ) + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + pytest.fail(f"This should have failed!. They key crossed it's budget") + + asyncio.run(test()) + except Exception as e: + error_detail = e.detail + assert "Authentication Error, ExceededBudget:" in error_detail + print(vars(e)) + + +def test_call_with_key_over_budget_stream(prisma_client): + # 14. Make a call with a key over budget, expect to fail + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + from litellm._logging import verbose_proxy_logger + import logging + + litellm.set_verbose = True + verbose_proxy_logger.setLevel(logging.DEBUG) + try: + + async def test(): + await litellm.proxy.proxy_server.prisma_client.connect() + request = NewUserRequest(max_budget=0.00001) + key = await new_user(request) + print(key) + + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key + + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + + resp = ModelResponse( + id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), + ) + await track_cost_callback( + kwargs={ + "stream": True, + "complete_streaming_response": resp, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } + }, + }, + completion_response=ModelResponse(), + start_time=datetime.now(), + end_time=datetime.now(), + ) + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + pytest.fail(f"This should have failed!. They key crossed it's budget") + + asyncio.run(test()) + except Exception as e: + error_detail = e.detail + assert "Authentication Error, ExceededBudget:" in error_detail + print(vars(e)) From 29800d1e01eb90eb5a178451dcacf13d497cf6ce Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 12:02:02 -0800 Subject: [PATCH 127/499] fix(azure_dall_e_2.py): handle azure not returning a 'retry-after' param --- litellm/llms/azure.py | 19 +++++++++++++++---- litellm/llms/custom_httpx/azure_dall_e_2.py | 7 ++----- 2 files changed, 17 insertions(+), 9 deletions(-) diff --git a/litellm/llms/azure.py b/litellm/llms/azure.py index 0eb70c86f7..f20a2e9397 100644 --- a/litellm/llms/azure.py +++ b/litellm/llms/azure.py @@ -629,12 +629,23 @@ class AzureChatCompletion(BaseLLM): client_session = litellm.aclient_session or httpx.AsyncClient( transport=AsyncCustomHTTPTransport(), ) - openai_aclient = AsyncAzureOpenAI( + azure_client = AsyncAzureOpenAI( http_client=client_session, **azure_client_params ) else: - openai_aclient = client - response = await openai_aclient.images.generate(**data, timeout=timeout) + azure_client = client + ## LOGGING + logging_obj.pre_call( + input=data["prompt"], + api_key=azure_client.api_key, + additional_args={ + "headers": {"api_key": azure_client.api_key}, + "api_base": azure_client._base_url._uri_reference, + "acompletion": True, + "complete_input_dict": data, + }, + ) + response = await azure_client.images.generate(**data, timeout=timeout) stringified_response = response.model_dump() ## LOGGING logging_obj.post_call( @@ -719,7 +730,7 @@ class AzureChatCompletion(BaseLLM): input=prompt, api_key=azure_client.api_key, additional_args={ - "headers": {"Authorization": f"Bearer {azure_client.api_key}"}, + "headers": {"api_key": azure_client.api_key}, "api_base": azure_client._base_url._uri_reference, "acompletion": False, "complete_input_dict": data, diff --git a/litellm/llms/custom_httpx/azure_dall_e_2.py b/litellm/llms/custom_httpx/azure_dall_e_2.py index a62e1d666d..f361ede5bf 100644 --- a/litellm/llms/custom_httpx/azure_dall_e_2.py +++ b/litellm/llms/custom_httpx/azure_dall_e_2.py @@ -43,7 +43,7 @@ class AsyncCustomHTTPTransport(httpx.AsyncHTTPTransport): request=request, ) - time.sleep(int(response.headers.get("retry-after")) or 10) + await asyncio.sleep(int(response.headers.get("retry-after") or 10)) response = await super().handle_async_request(request) await response.aread() @@ -95,7 +95,6 @@ class CustomHTTPTransport(httpx.HTTPTransport): request.method = "GET" response = super().handle_request(request) response.read() - timeout_secs: int = 120 start_time = time.time() while response.json()["status"] not in ["succeeded", "failed"]: @@ -112,11 +111,9 @@ class CustomHTTPTransport(httpx.HTTPTransport): content=json.dumps(timeout).encode("utf-8"), request=request, ) - - time.sleep(int(response.headers.get("retry-after")) or 10) + time.sleep(int(response.headers.get("retry-after", None) or 10)) response = super().handle_request(request) response.read() - if response.json()["status"] == "failed": error_data = response.json() return httpx.Response( From 8979b74d49b5daefc37bcafc2032561d22017074 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 12:13:19 -0800 Subject: [PATCH 128/499] (feat) working budgets per key --- litellm/proxy/proxy_server.py | 24 ++++++++++++++++++++++-- 1 file changed, 22 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 9a2196519d..dc965f5c96 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -306,6 +306,7 @@ async def user_api_key_auth( # 1. If token can call model # 2. If user_id for this token is in budget # 3. If token is expired + # 4. If token spend is under Budget for the token # Check 1. If token can call model litellm.model_alias_map = valid_token.aliases @@ -406,6 +407,13 @@ async def user_api_key_auth( detail=f"Authentication Error - Expired Key. Key Expiry time {expiry_time} and current time {current_time}", ) + # Check 4. Token Spend is under budget + if valid_token.spend is not None and valid_token.max_budget is not None: + if valid_token.spend > valid_token.max_budget: + raise Exception( + f"ExceededTokenBudget: Current spend for token: {valid_token.spend}; Max Budget for Token: {valid_token.max_budget}" + ) + # Token passed all checks # Add token to cache user_api_key_cache.set_cache(key=api_key, value=valid_token, ttl=60) @@ -668,7 +676,9 @@ async def update_database( if prisma_client is not None: # Fetch the existing cost for the given token existing_spend_obj = await prisma_client.get_data(token=token) - verbose_proxy_logger.debug(f"existing spend: {existing_spend_obj}") + verbose_proxy_logger.debug( + f"_update_key_db: existing spend: {existing_spend_obj}" + ) if existing_spend_obj is None: existing_spend = 0 else: @@ -679,12 +689,18 @@ async def update_database( verbose_proxy_logger.debug(f"new cost: {new_spend}") # Update the cost column for the given token await prisma_client.update_data(token=token, data={"spend": new_spend}) + + valid_token = user_api_key_cache.get_cache(key=token) + valid_token.spend = new_spend + user_api_key_cache.set_cache(key=token, value=valid_token) elif custom_db_client is not None: # Fetch the existing cost for the given token existing_spend_obj = await custom_db_client.get_data( key=token, table_name="key" ) - verbose_proxy_logger.debug(f"existing spend: {existing_spend_obj}") + verbose_proxy_logger.debug( + f"_update_key_db existing spend: {existing_spend_obj}" + ) if existing_spend_obj is None: existing_spend = 0 else: @@ -698,6 +714,10 @@ async def update_database( key=token, value={"spend": new_spend}, table_name="key" ) + valid_token = user_api_key_cache.get_cache(key=token) + valid_token.spend = new_spend + user_api_key_cache.set_cache(key=token, value=valid_token) + async def _insert_spend_log_to_db(): # Helper to generate payload to log verbose_proxy_logger.debug("inserting spend log to db") From e846b8fca8e95dd95b3c859a35176bb7132cdf0a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 12:13:41 -0800 Subject: [PATCH 129/499] (test) ExceededTokenBudget --- litellm/tests/test_key_generate_prisma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 47a2ff6dc3..effac58907 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -664,7 +664,7 @@ def test_call_with_key_over_budget(prisma_client): asyncio.run(test()) except Exception as e: error_detail = e.detail - assert "Authentication Error, ExceededBudget:" in error_detail + assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) From 152456e10d7acfa1d8ecd878856fd1640784b16d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 12:16:16 -0800 Subject: [PATCH 130/499] (test) test_call_with_key_over_budget_stream --- litellm/tests/test_key_generate_prisma.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index effac58907..484c9d5a50 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -681,8 +681,8 @@ def test_call_with_key_over_budget_stream(prisma_client): async def test(): await litellm.proxy.proxy_server.prisma_client.connect() - request = NewUserRequest(max_budget=0.00001) - key = await new_user(request) + request = GenerateKeyRequest(max_budget=0.00001) + key = await generate_key_fn(request) print(key) generated_key = key.key @@ -739,5 +739,5 @@ def test_call_with_key_over_budget_stream(prisma_client): asyncio.run(test()) except Exception as e: error_detail = e.detail - assert "Authentication Error, ExceededBudget:" in error_detail + assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) From de7663ead3e31bf550ec8e1a8828f73d6591e788 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 12:20:38 -0800 Subject: [PATCH 131/499] (fix) make max_budget optional for LiteLLM_VerificationToken --- litellm/proxy/schema.prisma | 2 +- schema.prisma | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index f390d7ddc7..931a158125 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -33,7 +33,7 @@ model LiteLLM_VerificationToken { metadata Json @default("{}") tpm_limit BigInt? rpm_limit BigInt? - max_budget Float @default(0.0) + max_budget Float? @default(0.0) } model LiteLLM_Config { diff --git a/schema.prisma b/schema.prisma index 7fb0eebc41..1212b0c661 100644 --- a/schema.prisma +++ b/schema.prisma @@ -33,7 +33,7 @@ model LiteLLM_VerificationToken { metadata Json @default("{}") tpm_limit BigInt? rpm_limit BigInt? - max_budget Float @default(0.0) + max_budget Float? @default(0.0) } model LiteLLM_Config { From 6120e1c36df6c241a8c5eba97ef8395b543057cd Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 12:50:14 -0800 Subject: [PATCH 132/499] (fix) dynamo max_budget per key --- litellm/proxy/_types.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 1615662012..bb56ad6bf1 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -297,6 +297,7 @@ class ConfigYAML(LiteLLMBase): class LiteLLM_VerificationToken(LiteLLMBase): token: str spend: float = 0.0 + max_budget: Optional[float] = None expires: Union[str, None] models: List[str] aliases: Dict[str, str] = {} From 8e41ec96b31c5923232604a6056f8edab4022262 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 12:54:37 -0800 Subject: [PATCH 133/499] (test) dynamoDB Budgets per key --- litellm/tests/test_key_generate_dynamodb.py | 155 +++++++++++++++++++- 1 file changed, 151 insertions(+), 4 deletions(-) diff --git a/litellm/tests/test_key_generate_dynamodb.py b/litellm/tests/test_key_generate_dynamodb.py index 2cfa9c9531..a0772f87a3 100644 --- a/litellm/tests/test_key_generate_dynamodb.py +++ b/litellm/tests/test_key_generate_dynamodb.py @@ -25,9 +25,14 @@ sys.path.insert( ) # Adds the parent directory to the system path import pytest, logging, asyncio import litellm, asyncio -from litellm.proxy.proxy_server import new_user, user_api_key_auth, user_update +from litellm.proxy.proxy_server import ( + new_user, + user_api_key_auth, + user_update, + generate_key_fn, +) -from litellm.proxy._types import NewUserRequest, DynamoDBArgs +from litellm.proxy._types import NewUserRequest, DynamoDBArgs, GenerateKeyRequest from litellm.proxy.utils import DBClient from starlette.datastructures import URL @@ -175,7 +180,7 @@ def test_call_with_valid_model(custom_db_client): pytest.fail(f"An exception occurred - {str(e)}") -def test_call_with_key_over_budget(custom_db_client): +def test_call_with_user_over_budget(custom_db_client): # 5. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "custom_db_client", custom_db_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") @@ -245,7 +250,7 @@ def test_call_with_key_over_budget(custom_db_client): print(vars(e)) -def test_call_with_key_over_budget_stream(custom_db_client): +def test_call_with_user_over_budget_stream(custom_db_client): # 6. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "custom_db_client", custom_db_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") @@ -315,3 +320,145 @@ def test_call_with_key_over_budget_stream(custom_db_client): error_detail = e.detail assert "Authentication Error, ExceededBudget:" in error_detail print(vars(e)) + + +def test_call_with_user_key_budget(custom_db_client): + # 7. Make a call with a key over budget, expect to fail + setattr(litellm.proxy.proxy_server, "custom_db_client", custom_db_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + from litellm._logging import verbose_proxy_logger + import logging + + verbose_proxy_logger.setLevel(logging.DEBUG) + try: + + async def test(): + request = GenerateKeyRequest(max_budget=0.00001) + key = await generate_key_fn(request) + print(key) + + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key + + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + + resp = ModelResponse( + id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), + ) + await track_cost_callback( + kwargs={ + "stream": False, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } + }, + }, + completion_response=resp, + ) + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + pytest.fail(f"This should have failed!. They key crossed it's budget") + + asyncio.run(test()) + except Exception as e: + error_detail = e.detail + assert "Authentication Error, ExceededTokenBudget:" in error_detail + print(vars(e)) + + +def test_call_with_key_over_budget_stream(custom_db_client): + # 8. Make a call with a key over budget, expect to fail + setattr(litellm.proxy.proxy_server, "custom_db_client", custom_db_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + from litellm._logging import verbose_proxy_logger + import logging + + litellm.set_verbose = True + verbose_proxy_logger.setLevel(logging.DEBUG) + try: + + async def test(): + request = GenerateKeyRequest(max_budget=0.00001) + key = await generate_key_fn(request) + print(key) + + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key + + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + + resp = ModelResponse( + id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), + ) + await track_cost_callback( + kwargs={ + "stream": True, + "complete_streaming_response": resp, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } + }, + }, + completion_response=ModelResponse(), + ) + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + pytest.fail(f"This should have failed!. They key crossed it's budget") + + asyncio.run(test()) + except Exception as e: + error_detail = e.detail + assert "Authentication Error, ExceededTokenBudget:" in error_detail + print(vars(e)) From 76214baab962c4c6f6a36d42a10d72f1f2a19bc9 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 13:18:07 -0800 Subject: [PATCH 134/499] (docs) budget per key --- docs/my-website/docs/proxy/virtual_keys.md | 102 +++++++++++++++------ 1 file changed, 75 insertions(+), 27 deletions(-) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index 1cb28a2e3d..1c7e0631a1 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -73,7 +73,8 @@ curl 'http://0.0.0.0:8000/key/generate' \ "models": ["gpt-3.5-turbo", "gpt-4", "claude-2"], "duration": "20m", "metadata": {"user": "ishaan@berri.ai"}, - "team_id": "core-infra" + "team_id": "core-infra", + "max_budget": 10, }' ``` @@ -88,6 +89,8 @@ Request Params: - `team_id`: *str or null (optional)* Specify team_id for the associated key +- `max_budget`: *float or null (optional)* Specify max budget (in Dollars $) for a given key. If no value is set, the key has no budget + ### Response ```python @@ -282,6 +285,77 @@ Request Params: } ``` +## Set Budgets - Per Key + +Set `max_budget` in (USD $) param in the `key/generate` request. By default the `max_budget` is set to `null` and is not checked for keys + +```shell +curl 'http://0.0.0.0:8000/key/generate' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data-raw '{ + "metadata": {"user": "ishaan@berri.ai"}, + "team_id": "core-infra", + "max_budget": 10, +}' +``` + +#### Expected Behaviour +- Costs Per key get auto-populated in `LiteLLM_VerificationToken` Table +- After the key crosses it's `max_budget`, requests fail + +Example Request to `/chat/completions` when key has crossed budget + +```shell +curl --location 'http://0.0.0.0:8000/chat/completions' \ + --header 'Content-Type: application/json' \ + --header 'Authorization: Bearer sk-ULl_IKCVFy2EZRzQB16RUA' \ + --data ' { + "model": "azure-gpt-3.5", + "user": "e09b4da8-ed80-4b05-ac93-e16d9eb56fca", + "messages": [ + { + "role": "user", + "content": "respond in 50 lines" + } + ], +}' +``` + + +Expected Response from `/chat/completions` when key has crossed budget +```shell +{ + "detail":"Authentication Error, ExceededTokenBudget: Current spend for token: 7.2e-05; Max Budget for Token: 2e-07" +} +``` + + +## Set Budgets - Per User + +LiteLLM exposes a `/user/new` endpoint to create budgets for users, that persist across multiple keys. + +This is documented in the swagger (live on your server root endpoint - e.g. `http://0.0.0.0:8000/`). Here's an example request. + +```shell +curl --location 'http://localhost:8000/user/new' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data-raw '{"models": ["azure-models"], "max_budget": 0, "user_id": "krrish3@berri.ai"}' +``` +The request is a normal `/key/generate` request body + a `max_budget` field. + +**Sample Response** + +```shell +{ + "key": "sk-YF2OxDbrgd1y2KgwxmEA2w", + "expires": "2023-12-22T09:53:13.861000Z", + "user_id": "krrish3@berri.ai", + "max_budget": 0.0 +} +``` + ## Tracking Spend You can get spend for a key by using the `/key/info` endpoint. @@ -317,32 +391,6 @@ This is automatically updated (in USD) when calls are made to /completions, /cha ``` - -## Set Budgets - -LiteLLM exposes a `/user/new` endpoint to create budgets for users, that persist across multiple keys. - -This is documented in the swagger (live on your server root endpoint - e.g. `http://0.0.0.0:8000/`). Here's an example request. - -```shell -curl --location 'http://localhost:8000/user/new' \ ---header 'Authorization: Bearer ' \ ---header 'Content-Type: application/json' \ ---data-raw '{"models": ["azure-models"], "max_budget": 0, "user_id": "krrish3@berri.ai"}' -``` -The request is a normal `/key/generate` request body + a `max_budget` field. - -**Sample Response** - -```shell -{ - "key": "sk-YF2OxDbrgd1y2KgwxmEA2w", - "expires": "2023-12-22T09:53:13.861000Z", - "user_id": "krrish3@berri.ai", - "max_budget": 0.0 -} -``` - ## Custom Auth You can now override the default api key auth. From 9d342810259329dc91aa8cb2af311d0e6a248057 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 13:18:33 -0800 Subject: [PATCH 135/499] (fix) spend tracking per key - when no cache hit --- litellm/proxy/proxy_server.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index dc965f5c96..c203536105 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -691,8 +691,9 @@ async def update_database( await prisma_client.update_data(token=token, data={"spend": new_spend}) valid_token = user_api_key_cache.get_cache(key=token) - valid_token.spend = new_spend - user_api_key_cache.set_cache(key=token, value=valid_token) + if valid_token is not None: + valid_token.spend = new_spend + user_api_key_cache.set_cache(key=token, value=valid_token) elif custom_db_client is not None: # Fetch the existing cost for the given token existing_spend_obj = await custom_db_client.get_data( @@ -715,8 +716,9 @@ async def update_database( ) valid_token = user_api_key_cache.get_cache(key=token) - valid_token.spend = new_spend - user_api_key_cache.set_cache(key=token, value=valid_token) + if valid_token is not None: + valid_token.spend = new_spend + user_api_key_cache.set_cache(key=token, value=valid_token) async def _insert_spend_log_to_db(): # Helper to generate payload to log From 6c39b2855fc897facbe7de83432bfcc71c413040 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 13:54:51 -0800 Subject: [PATCH 136/499] fix(utils.py): fix async/sync streaming logging --- litellm/utils.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index c690f7cc4e..1fea89996e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -765,6 +765,7 @@ class Logging: self.litellm_call_id = litellm_call_id self.function_id = function_id self.streaming_chunks = [] # for generating complete stream response + self.sync_streaming_chunks = [] # for generating complete stream response self.model_call_details = {} def update_environment_variables( @@ -1094,17 +1095,17 @@ class Logging: if ( result.choices[0].finish_reason is not None ): # if it's the last chunk - self.streaming_chunks.append(result) - # print_verbose(f"final set of received chunks: {self.streaming_chunks}") + self.sync_streaming_chunks.append(result) + # print_verbose(f"final set of received chunks: {self.sync_streaming_chunks}") try: complete_streaming_response = litellm.stream_chunk_builder( - self.streaming_chunks, + self.sync_streaming_chunks, messages=self.model_call_details.get("messages", None), ) except: complete_streaming_response = None else: - self.streaming_chunks.append(result) + self.sync_streaming_chunks.append(result) if complete_streaming_response: verbose_logger.info( From 5807718a6992b7a6e1d55a76a83b7362b7c6d837 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 14:21:30 -0800 Subject: [PATCH 137/499] (test) usage based routing with fallbacks --- litellm/tests/test_router_fallbacks.py | 24 ++++++++++++++++++++---- 1 file changed, 20 insertions(+), 4 deletions(-) diff --git a/litellm/tests/test_router_fallbacks.py b/litellm/tests/test_router_fallbacks.py index 29bc0d7bf1..5d17d36c9f 100644 --- a/litellm/tests/test_router_fallbacks.py +++ b/litellm/tests/test_router_fallbacks.py @@ -716,7 +716,7 @@ def test_usage_based_routing_fallbacks(): # Constants for TPM and RPM allocation AZURE_FAST_TPM = 3 AZURE_BASIC_TPM = 4 - OPENAI_TPM = 2000 + OPENAI_TPM = 400 ANTHROPIC_TPM = 100000 def get_azure_params(deployment_name: str): @@ -775,6 +775,7 @@ def test_usage_based_routing_fallbacks(): model_list=model_list, fallbacks=fallbacks_list, set_verbose=True, + debug_level="DEBUG", routing_strategy="usage-based-routing", redis_host=os.environ["REDIS_HOST"], redis_port=os.environ["REDIS_PORT"], @@ -783,17 +784,32 @@ def test_usage_based_routing_fallbacks(): messages = [ {"content": "Tell me a joke.", "role": "user"}, ] - response = router.completion( - model="azure/gpt-4-fast", messages=messages, timeout=5 + model="azure/gpt-4-fast", + messages=messages, + timeout=5, + mock_response="very nice to meet you", ) print("response: ", response) print("response._hidden_params: ", response._hidden_params) - # in this test, we expect azure/gpt-4 fast to fail, then azure-gpt-4 basic to fail and then openai-gpt-4 to pass # the token count of this message is > AZURE_FAST_TPM, > AZURE_BASIC_TPM assert response._hidden_params["custom_llm_provider"] == "openai" + # now make 100 mock requests to OpenAI - expect it to fallback to anthropic-claude-instant-1.2 + for i in range(20): + response = router.completion( + model="azure/gpt-4-fast", + messages=messages, + timeout=5, + mock_response="very nice to meet you", + ) + print("response: ", response) + print("response._hidden_params: ", response._hidden_params) + if i == 19: + # by the 19th call we should have hit TPM LIMIT for OpenAI, it should fallback to anthropic-claude-instant-1.2 + assert response._hidden_params["custom_llm_provider"] == "anthropic" + except Exception as e: pytest.fail(f"An exception occurred {e}") From 982cb047645deb93b61896c54b789a77755acbf2 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 14:22:16 -0800 Subject: [PATCH 138/499] (feat) mock_response set custom_llm_provider in hidden param --- litellm/main.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/litellm/main.py b/litellm/main.py index 271c54e514..69c9121893 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -348,6 +348,13 @@ def mock_completion( prompt_tokens=10, completion_tokens=20, total_tokens=30 ) + try: + _, custom_llm_provider, _, _ = litellm.utils.get_llm_provider(model=model) + model_response._hidden_params["custom_llm_provider"] = custom_llm_provider + except: + # dont let setting a hidden param block a mock_respose + pass + return model_response except: From 14585c996602a1fd63bfcdbe5b47ee04bbc9294e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 14:41:55 -0800 Subject: [PATCH 139/499] (fix) router - update model_group on fallback --- litellm/router.py | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index b15687f677..38ebcc1c94 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -997,6 +997,9 @@ class Router: """ try: kwargs["model"] = mg + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done response = await self.async_function_with_retries( *args, **kwargs ) @@ -1025,8 +1028,10 @@ class Router: f"Falling back to model_group = {mg}" ) kwargs["model"] = mg - kwargs["metadata"]["model_group"] = mg - response = await self.async_function_with_retries( + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done + response = await self.async_function_with_fallbacks( *args, **kwargs ) return response @@ -1191,6 +1196,9 @@ class Router: ## LOGGING kwargs = self.log_retry(kwargs=kwargs, e=original_exception) kwargs["model"] = mg + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done response = self.function_with_fallbacks(*args, **kwargs) return response except Exception as e: @@ -1214,6 +1222,9 @@ class Router: ## LOGGING kwargs = self.log_retry(kwargs=kwargs, e=original_exception) kwargs["model"] = mg + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done response = self.function_with_fallbacks(*args, **kwargs) return response except Exception as e: From 44f756efb5b46c55c3b68b39ec68f95783c5ebd7 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 14:58:57 -0800 Subject: [PATCH 140/499] =?UTF-8?q?bump:=20version=201.18.8=20=E2=86=92=20?= =?UTF-8?q?1.18.9?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index d8638bd4b4..de6107b671 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.8" +version = "1.18.9" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.8" +version = "1.18.9" version_files = [ "pyproject.toml:^version" ] From 128cf4a81d8eca2ba8d3c8c7e1fbe8fd1d8a1fd3 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 15:05:09 -0800 Subject: [PATCH 141/499] fix(utils.py): move from pkg_resources to importlib --- litellm/utils.py | 18 +++++++----------- 1 file changed, 7 insertions(+), 11 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index 1fea89996e..699d63960a 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2492,24 +2492,20 @@ def get_replicate_completion_pricing(completion_response=None, total_time=0.0): def _select_tokenizer(model: str): - # cohere - import pkg_resources + from importlib import resources if model in litellm.cohere_models: + # cohere tokenizer = Tokenizer.from_pretrained("Cohere/command-nightly") return {"type": "huggingface_tokenizer", "tokenizer": tokenizer} # anthropic elif model in litellm.anthropic_models: - # Read the JSON file - filename = pkg_resources.resource_filename( - __name__, "llms/tokenizers/anthropic_tokenizer.json" - ) - with open(filename, "r") as f: + with resources.open_text( + "litellm.llms.tokenizers", "anthropic_tokenizer.json" + ) as f: json_data = json.load(f) - # Decode the JSON data from utf-8 - json_data_decoded = json.dumps(json_data, ensure_ascii=False) - # Convert to str - json_str = str(json_data_decoded) + # Convert to str (if necessary) + json_str = json.dumps(json_data) # load tokenizer tokenizer = Tokenizer.from_str(json_str) return {"type": "huggingface_tokenizer", "tokenizer": tokenizer} From 276a685a59bff8c13e8a09d9c439c3798e6e7f19 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 11:15:08 -0800 Subject: [PATCH 142/499] feat(utils.py): support custom cost tracking per second https://github.com/BerriAI/litellm/issues/1374 --- litellm/_logging.py | 24 ++++++++----- litellm/main.py | 15 ++++++++ litellm/tests/test_completion.py | 7 +++- litellm/utils.py | 59 ++++++++++++++++++++------------ 4 files changed, 74 insertions(+), 31 deletions(-) diff --git a/litellm/_logging.py b/litellm/_logging.py index 0bd82a6bd4..b1276c0451 100644 --- a/litellm/_logging.py +++ b/litellm/_logging.py @@ -12,15 +12,6 @@ formatter = logging.Formatter("\033[92m%(name)s - %(levelname)s\033[0m: %(messag handler.setFormatter(formatter) - -def print_verbose(print_statement): - try: - if set_verbose: - print(print_statement) # noqa - except: - pass - - verbose_proxy_logger = logging.getLogger("LiteLLM Proxy") verbose_router_logger = logging.getLogger("LiteLLM Router") verbose_logger = logging.getLogger("LiteLLM") @@ -29,3 +20,18 @@ verbose_logger = logging.getLogger("LiteLLM") verbose_router_logger.addHandler(handler) verbose_proxy_logger.addHandler(handler) verbose_logger.addHandler(handler) + + +def print_verbose(print_statement): + try: + if set_verbose: + print(print_statement) # noqa + verbose_logger.setLevel(level=logging.DEBUG) # set package log to debug + verbose_router_logger.setLevel( + level=logging.DEBUG + ) # set router logs to debug + verbose_proxy_logger.setLevel( + level=logging.DEBUG + ) # set proxy logs to debug + except: + pass diff --git a/litellm/main.py b/litellm/main.py index 69c9121893..7bc12ffef8 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -457,6 +457,8 @@ def completion( ### CUSTOM MODEL COST ### input_cost_per_token = kwargs.get("input_cost_per_token", None) output_cost_per_token = kwargs.get("output_cost_per_token", None) + input_cost_per_second = kwargs.get("input_cost_per_second", None) + output_cost_per_second = kwargs.get("output_cost_per_second", None) ### CUSTOM PROMPT TEMPLATE ### initial_prompt_value = kwargs.get("initial_prompt_value", None) roles = kwargs.get("roles", None) @@ -596,6 +598,19 @@ def completion( } } ) + if ( + input_cost_per_second is not None + ): # time based pricing just needs cost in place + output_cost_per_second = output_cost_per_second or 0.0 + litellm.register_model( + { + model: { + "input_cost_per_second": input_cost_per_second, + "output_cost_per_second": output_cost_per_second, + "litellm_provider": custom_llm_provider, + } + } + ) ### BUILD CUSTOM PROMPT TEMPLATE -- IF GIVEN ### custom_prompt_dict = {} # type: ignore if ( diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 247ae4676c..644b348ec0 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1372,16 +1372,21 @@ def test_customprompt_together_ai(): def test_completion_sagemaker(): try: - print("testing sagemaker") litellm.set_verbose = True + print("testing sagemaker") response = completion( model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", messages=messages, temperature=0.2, max_tokens=80, + input_cost_per_second=0.000420, ) # Add any assertions here to check the response print(response) + cost = completion_cost(completion_response=response) + assert ( + cost > 0.0 and cost < 1.0 + ) # should never be > $1 for a single completion call except Exception as e: pytest.fail(f"Error occurred: {e}") diff --git a/litellm/utils.py b/litellm/utils.py index 1fea89996e..f4c7e93a88 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -829,7 +829,7 @@ class Logging: [f"-H '{k}: {v}'" for k, v in masked_headers.items()] ) - print_verbose(f"PRE-API-CALL ADDITIONAL ARGS: {additional_args}") + verbose_logger.debug(f"PRE-API-CALL ADDITIONAL ARGS: {additional_args}") curl_command = "\n\nPOST Request Sent from LiteLLM:\n" curl_command += "curl -X POST \\\n" @@ -995,13 +995,10 @@ class Logging: self.model_call_details["log_event_type"] = "post_api_call" # User Logging -> if you pass in a custom logging function - print_verbose( + verbose_logger.info( f"RAW RESPONSE:\n{self.model_call_details.get('original_response', self.model_call_details)}\n\n" ) - print_verbose( - f"Logging Details Post-API Call: logger_fn - {self.logger_fn} | callable(logger_fn) - {callable(self.logger_fn)}" - ) - print_verbose( + verbose_logger.debug( f"Logging Details Post-API Call: LiteLLM Params: {self.model_call_details}" ) if self.logger_fn and callable(self.logger_fn): @@ -2135,7 +2132,7 @@ def client(original_function): litellm.cache.add_cache(result, *args, **kwargs) # LOG SUCCESS - handle streaming success logging in the _next_ object, remove `handle_success` once it's deprecated - print_verbose(f"Wrapper: Completed Call, calling success_handler") + verbose_logger.info(f"Wrapper: Completed Call, calling success_handler") threading.Thread( target=logging_obj.success_handler, args=(result, start_time, end_time) ).start() @@ -2807,7 +2804,11 @@ def token_counter( def cost_per_token( - model="", prompt_tokens=0, completion_tokens=0, custom_llm_provider=None + model="", + prompt_tokens=0, + completion_tokens=0, + response_time_ms=None, + custom_llm_provider=None, ): """ Calculates the cost per token for a given model, prompt tokens, and completion tokens. @@ -2829,15 +2830,29 @@ def cost_per_token( else: model_with_provider = model # see this https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models - print_verbose(f"Looking up model={model} in model_cost_map") + verbose_logger.debug(f"Looking up model={model} in model_cost_map") if model in model_cost_ref: - prompt_tokens_cost_usd_dollar = ( - model_cost_ref[model]["input_cost_per_token"] * prompt_tokens - ) - completion_tokens_cost_usd_dollar = ( - model_cost_ref[model]["output_cost_per_token"] * completion_tokens - ) + if ( + model_cost_ref[model].get("input_cost_per_token", None) is not None + and model_cost_ref[model].get("output_cost_per_token", None) is not None + ): + ## COST PER TOKEN ## + prompt_tokens_cost_usd_dollar = ( + model_cost_ref[model]["input_cost_per_token"] * prompt_tokens + ) + completion_tokens_cost_usd_dollar = ( + model_cost_ref[model]["output_cost_per_token"] * completion_tokens + ) + elif ( + model_cost_ref[model].get("input_cost_per_second", None) is not None + and response_time_ms is not None + ): + ## COST PER SECOND ## + prompt_tokens_cost_usd_dollar = ( + model_cost_ref[model]["input_cost_per_second"] * response_time_ms / 1000 + ) + completion_tokens_cost_usd_dollar = 0.0 return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar elif model_with_provider in model_cost_ref: print_verbose(f"Looking up model={model_with_provider} in model_cost_map") @@ -2939,6 +2954,7 @@ def completion_cost( completion_tokens = completion_response.get("usage", {}).get( "completion_tokens", 0 ) + total_time = completion_response.get("_response_ms", 0) model = ( model or completion_response["model"] ) # check if user passed an override for model, if it's none check completion_response['model'] @@ -2976,6 +2992,7 @@ def completion_cost( prompt_tokens=prompt_tokens, completion_tokens=completion_tokens, custom_llm_provider=custom_llm_provider, + response_time_ms=total_time, ) return prompt_tokens_cost_usd_dollar + completion_tokens_cost_usd_dollar except Exception as e: @@ -3006,9 +3023,7 @@ def register_model(model_cost: Union[str, dict]): for key, value in loaded_model_cost.items(): ## override / add new keys to the existing model cost dictionary - if key in litellm.model_cost: - for k, v in loaded_model_cost[key].items(): - litellm.model_cost[key][k] = v + litellm.model_cost.setdefault(key, {}).update(value) # add new model names to provider lists if value.get("litellm_provider") == "openai": if key not in litellm.open_ai_chat_completion_models: @@ -3301,11 +3316,13 @@ def get_optional_params( ) def _check_valid_arg(supported_params): - print_verbose( + verbose_logger.debug( f"\nLiteLLM completion() model= {model}; provider = {custom_llm_provider}" ) - print_verbose(f"\nLiteLLM: Params passed to completion() {passed_params}") - print_verbose( + verbose_logger.debug( + f"\nLiteLLM: Params passed to completion() {passed_params}" + ) + verbose_logger.debug( f"\nLiteLLM: Non-Default params passed to completion() {non_default_params}" ) unsupported_params = {} From 39a1b4c3b5b67239cd3a7dcdf6163bd4ea3bae1b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 12:09:43 -0800 Subject: [PATCH 143/499] fix(main.py): support custom pricing for embedding calls --- litellm/tests/test_embedding.py | 24 +++++++++++++++++++++++- 1 file changed, 23 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py index d1f0ee6996..630b41d72d 100644 --- a/litellm/tests/test_embedding.py +++ b/litellm/tests/test_embedding.py @@ -10,7 +10,7 @@ sys.path.insert( 0, os.path.abspath("../..") ) # Adds the parent directory to the system path import litellm -from litellm import embedding, completion +from litellm import embedding, completion, completion_cost litellm.set_verbose = False @@ -341,8 +341,30 @@ def test_sagemaker_embeddings(): response = litellm.embedding( model="sagemaker/berri-benchmarking-gpt-j-6b-fp16", input=["good morning from litellm", "this is another item"], + input_cost_per_second=0.000420, ) print(f"response: {response}") + cost = completion_cost(completion_response=response) + assert ( + cost > 0.0 and cost < 1.0 + ) # should never be > $1 for a single embedding call + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + +@pytest.mark.asyncio +async def test_sagemaker_aembeddings(): + try: + response = await litellm.aembedding( + model="sagemaker/berri-benchmarking-gpt-j-6b-fp16", + input=["good morning from litellm", "this is another item"], + input_cost_per_second=0.000420, + ) + print(f"response: {response}") + cost = completion_cost(completion_response=response) + assert ( + cost > 0.0 and cost < 1.0 + ) # should never be > $1 for a single embedding call except Exception as e: pytest.fail(f"Error occurred: {e}") From 2ce4258cc0e79ca07cc00a0b23b8a647921038d6 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 12:10:53 -0800 Subject: [PATCH 144/499] fix(main.py): support custom pricing for embedding calls --- litellm/main.py | 31 +++++++++++++++++++++++++++++++ litellm/utils.py | 4 +++- 2 files changed, 34 insertions(+), 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index 7bc12ffef8..8ee0e7d7b8 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -536,6 +536,8 @@ def completion( "tpm", "input_cost_per_token", "output_cost_per_token", + "input_cost_per_second", + "output_cost_per_second", "hf_model_name", "model_info", "proxy_server_request", @@ -2262,6 +2264,11 @@ def embedding( encoding_format = kwargs.get("encoding_format", None) proxy_server_request = kwargs.get("proxy_server_request", None) aembedding = kwargs.get("aembedding", None) + ### CUSTOM MODEL COST ### + input_cost_per_token = kwargs.get("input_cost_per_token", None) + output_cost_per_token = kwargs.get("output_cost_per_token", None) + input_cost_per_second = kwargs.get("input_cost_per_second", None) + output_cost_per_second = kwargs.get("output_cost_per_second", None) openai_params = [ "user", "request_timeout", @@ -2310,6 +2317,8 @@ def embedding( "tpm", "input_cost_per_token", "output_cost_per_token", + "input_cost_per_second", + "output_cost_per_second", "hf_model_name", "proxy_server_request", "model_info", @@ -2335,6 +2344,28 @@ def embedding( custom_llm_provider=custom_llm_provider, **non_default_params, ) + ### REGISTER CUSTOM MODEL PRICING -- IF GIVEN ### + if input_cost_per_token is not None and output_cost_per_token is not None: + litellm.register_model( + { + model: { + "input_cost_per_token": input_cost_per_token, + "output_cost_per_token": output_cost_per_token, + "litellm_provider": custom_llm_provider, + } + } + ) + if input_cost_per_second is not None: # time based pricing just needs cost in place + output_cost_per_second = output_cost_per_second or 0.0 + litellm.register_model( + { + model: { + "input_cost_per_second": input_cost_per_second, + "output_cost_per_second": output_cost_per_second, + "litellm_provider": custom_llm_provider, + } + } + ) try: response = None logging = litellm_logging_obj diff --git a/litellm/utils.py b/litellm/utils.py index f4c7e93a88..192ae099df 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2371,7 +2371,9 @@ def client(original_function): result._hidden_params["model_id"] = kwargs.get("model_info", {}).get( "id", None ) - if isinstance(result, ModelResponse): + if isinstance(result, ModelResponse) or isinstance( + result, EmbeddingResponse + ): result._response_ms = ( end_time - start_time ).total_seconds() * 1000 # return response latency in ms like openai From 82bbf336d51f7c052a8b0f6d50b138268bce725c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 12:47:13 -0800 Subject: [PATCH 145/499] docs(sidebars.js): add custom pricing to docs --- docs/my-website/docs/proxy/custom_pricing.md | 34 +++++++++++++++++++ docs/my-website/img/spend_logs_table.png | Bin 0 -> 193547 bytes docs/my-website/sidebars.js | 1 + 3 files changed, 35 insertions(+) create mode 100644 docs/my-website/docs/proxy/custom_pricing.md create mode 100644 docs/my-website/img/spend_logs_table.png diff --git a/docs/my-website/docs/proxy/custom_pricing.md b/docs/my-website/docs/proxy/custom_pricing.md new file mode 100644 index 0000000000..10ae066678 --- /dev/null +++ b/docs/my-website/docs/proxy/custom_pricing.md @@ -0,0 +1,34 @@ +import Image from '@theme/IdealImage'; + +# Custom Pricing - Sagemaker, etc. + +Use this to register custom pricing (cost per token or cost per second) for models. + +## Quick Start + +Register custom pricing for sagemaker completion + embedding models. + +For cost per second pricing, you **just** need to register `input_cost_per_second`. + +**Step 1: Add pricing to config.yaml** +```yaml +model_list: + - model_name: sagemaker-completion-model + litellm_params: + model: sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4 + input_cost_per_second: 0.000420 + - model_name: sagemaker-embedding-model + litellm_params: + model: sagemaker/berri-benchmarking-gpt-j-6b-fp16 + input_cost_per_second: 0.000420 +``` + +**Step 2: Start proxy** + +```bash +litellm /path/to/config.yaml +``` + +**Step 3: View Spend Logs** + + \ No newline at end of file diff --git a/docs/my-website/img/spend_logs_table.png b/docs/my-website/img/spend_logs_table.png new file mode 100644 index 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z-^(-1hkbPvqZcY@iEMbh&)Q02vCF!$^H}XV&h(NcieFAnX62(2`elA!OMxEUSP})_ z9+RA5oUX3Z!8f(BR-_%upYYA==0DVtWGwo)$8{`f^jPXyqc5h6MFvfe0$dY^@=jBzRszjclIVfNd!3?*Ncv|_Pz_016+UuRg?vR@h2K$R2pwW zVaV3xmRcAJ#V$MUq@d7-YB%fbj_3s4QL|l9gu5~pr519bOmUu>5-wCT?tFMjeiFHD zAKQDOQ--kk{lQi6z(n>{?IwmwFlp;gRh)V=sEK+v%-}=eOZww}uAbl9rA;b-h%nB1 zS|lL$Q8jp_5jK~pyquS;Q?9<9QUrFV-|V65X**RqRUqMs>pPet-`eX67Sx%&^_Dvv zq{Fv87Ec;I6^s|QckI(;h)0j2g^|)dBI@z;%_XPvBmPC+P-=j~RvKe83r{Q0IaUtP zNX|0?%F=Ahn;dwldWakHb*c9phECsnQSbAJ!xup%G2-$dO?KO)p>ql12V*8!t2{{e z=4>*kpYioSp%VCU8d6LN({=ym_3ef7XTfys2HFp>7)^l&Zg)QK^@5N(i>C5kKGsSG zgxrEMdFC#ucX_`gFb|=RN#0XFtX8>O;ZXoh#bfHeoEBM1(lhzR#VLaVU^;tbJwb|G7`w#Hu>HR{$Aqrokd?)PQno*J{ z*^7MV3gh;O!y=6th)n=ST%-ZVZ9F`AeDy3PFETdkBImifC z=ASeD0T`G736;#aa}}S@Nj12wnb%qtI$g#Pxy_UD)s>GA=E Date: Mon, 22 Jan 2024 13:41:22 -0800 Subject: [PATCH 146/499] fix: support streaming custom cost completion tracking --- litellm/main.py | 9 ++++-- litellm/proxy/proxy_server.py | 4 +-- litellm/proxy/utils.py | 4 +++ litellm/utils.py | 52 ++++++++++++++++++++++++++++++----- 4 files changed, 58 insertions(+), 11 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index 8ee0e7d7b8..2d8f2c0c91 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -3334,7 +3334,9 @@ def stream_chunk_builder_text_completion(chunks: list, messages: Optional[List] return response -def stream_chunk_builder(chunks: list, messages: Optional[list] = None): +def stream_chunk_builder( + chunks: list, messages: Optional[list] = None, start_time=None, end_time=None +): model_response = litellm.ModelResponse() # set hidden params from chunk to model_response if model_response is not None and hasattr(model_response, "_hidden_params"): @@ -3509,5 +3511,8 @@ def stream_chunk_builder(chunks: list, messages: Optional[list] = None): response["usage"]["prompt_tokens"] + response["usage"]["completion_tokens"] ) return convert_to_model_response_object( - response_object=response, model_response_object=model_response + response_object=response, + model_response_object=model_response, + start_time=start_time, + end_time=end_time, ) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 71f6a44470..9ef9a81581 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -577,7 +577,7 @@ async def track_cost_callback( "user_api_key_user_id", None ) - verbose_proxy_logger.debug( + verbose_proxy_logger.info( f"streaming response_cost {response_cost}, for user_id {user_id}" ) if user_api_key and ( @@ -602,7 +602,7 @@ async def track_cost_callback( user_id = user_id or kwargs["litellm_params"]["metadata"].get( "user_api_key_user_id", None ) - verbose_proxy_logger.debug( + verbose_proxy_logger.info( f"response_cost {response_cost}, for user_id {user_id}" ) if user_api_key and ( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 9f183644da..c19137d571 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -449,6 +449,7 @@ class PrismaClient: "update": {}, # don't do anything if it already exists }, ) + verbose_proxy_logger.info(f"Data Inserted into Keys Table") return new_verification_token elif table_name == "user": db_data = self.jsonify_object(data=data) @@ -459,6 +460,7 @@ class PrismaClient: "update": {}, # don't do anything if it already exists }, ) + verbose_proxy_logger.info(f"Data Inserted into User Table") return new_user_row elif table_name == "config": """ @@ -483,6 +485,7 @@ class PrismaClient: tasks.append(updated_table_row) await asyncio.gather(*tasks) + verbose_proxy_logger.info(f"Data Inserted into Config Table") elif table_name == "spend": db_data = self.jsonify_object(data=data) new_spend_row = await self.db.litellm_spendlogs.upsert( @@ -492,6 +495,7 @@ class PrismaClient: "update": {}, # don't do anything if it already exists }, ) + verbose_proxy_logger.info(f"Data Inserted into Spend Table") return new_spend_row except Exception as e: diff --git a/litellm/utils.py b/litellm/utils.py index 192ae099df..f42c8a0249 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1105,7 +1105,7 @@ class Logging: self.sync_streaming_chunks.append(result) if complete_streaming_response: - verbose_logger.info( + verbose_logger.debug( f"Logging Details LiteLLM-Success Call streaming complete" ) self.model_call_details[ @@ -1305,7 +1305,9 @@ class Logging: ) == False ): # custom logger class - print_verbose(f"success callbacks: Running Custom Logger Class") + verbose_logger.info( + f"success callbacks: Running SYNC Custom Logger Class" + ) if self.stream and complete_streaming_response is None: callback.log_stream_event( kwargs=self.model_call_details, @@ -1327,7 +1329,17 @@ class Logging: start_time=start_time, end_time=end_time, ) - if callable(callback): # custom logger functions + elif ( + callable(callback) == True + and self.model_call_details.get("litellm_params", {}).get( + "acompletion", False + ) + == False + and self.model_call_details.get("litellm_params", {}).get( + "aembedding", False + ) + == False + ): # custom logger functions print_verbose( f"success callbacks: Running Custom Callback Function" ) @@ -1362,6 +1374,9 @@ class Logging: Implementing async callbacks, to handle asyncio event loop issues when custom integrations need to use async functions. """ print_verbose(f"Async success callbacks: {litellm._async_success_callback}") + start_time, end_time, result = self._success_handler_helper_fn( + start_time=start_time, end_time=end_time, result=result, cache_hit=cache_hit + ) ## BUILD COMPLETE STREAMED RESPONSE complete_streaming_response = None if self.stream: @@ -1372,6 +1387,8 @@ class Logging: complete_streaming_response = litellm.stream_chunk_builder( self.streaming_chunks, messages=self.model_call_details.get("messages", None), + start_time=start_time, + end_time=end_time, ) except Exception as e: print_verbose( @@ -1385,9 +1402,7 @@ class Logging: self.model_call_details[ "complete_streaming_response" ] = complete_streaming_response - start_time, end_time, result = self._success_handler_helper_fn( - start_time=start_time, end_time=end_time, result=result, cache_hit=cache_hit - ) + for callback in litellm._async_success_callback: try: if callback == "cache" and litellm.cache is not None: @@ -1434,7 +1449,6 @@ class Logging: end_time=end_time, ) if callable(callback): # custom logger functions - print_verbose(f"Async success callbacks: async_log_event") await customLogger.async_log_event( kwargs=self.model_call_details, response_obj=result, @@ -2835,6 +2849,7 @@ def cost_per_token( verbose_logger.debug(f"Looking up model={model} in model_cost_map") if model in model_cost_ref: + verbose_logger.debug(f"Success: model={model} in model_cost_map") if ( model_cost_ref[model].get("input_cost_per_token", None) is not None and model_cost_ref[model].get("output_cost_per_token", None) is not None @@ -2850,11 +2865,17 @@ def cost_per_token( model_cost_ref[model].get("input_cost_per_second", None) is not None and response_time_ms is not None ): + verbose_logger.debug( + f"For model={model} - input_cost_per_second: {model_cost_ref[model].get('input_cost_per_second')}; response time: {response_time_ms}" + ) ## COST PER SECOND ## prompt_tokens_cost_usd_dollar = ( model_cost_ref[model]["input_cost_per_second"] * response_time_ms / 1000 ) completion_tokens_cost_usd_dollar = 0.0 + verbose_logger.debug( + f"Returned custom cost for model={model} - prompt_tokens_cost_usd_dollar: {prompt_tokens_cost_usd_dollar}, completion_tokens_cost_usd_dollar: {completion_tokens_cost_usd_dollar}" + ) return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar elif model_with_provider in model_cost_ref: print_verbose(f"Looking up model={model_with_provider} in model_cost_map") @@ -2957,6 +2978,9 @@ def completion_cost( "completion_tokens", 0 ) total_time = completion_response.get("_response_ms", 0) + verbose_logger.debug( + f"completion_response response ms: {completion_response.get('_response_ms')} " + ) model = ( model or completion_response["model"] ) # check if user passed an override for model, if it's none check completion_response['model'] @@ -3026,6 +3050,7 @@ def register_model(model_cost: Union[str, dict]): for key, value in loaded_model_cost.items(): ## override / add new keys to the existing model cost dictionary litellm.model_cost.setdefault(key, {}).update(value) + verbose_logger.debug(f"{key} added to model cost map") # add new model names to provider lists if value.get("litellm_provider") == "openai": if key not in litellm.open_ai_chat_completion_models: @@ -5170,6 +5195,8 @@ def convert_to_model_response_object( "completion", "embedding", "image_generation" ] = "completion", stream=False, + start_time=None, + end_time=None, ): try: if response_type == "completion" and ( @@ -5223,6 +5250,12 @@ def convert_to_model_response_object( if "model" in response_object: model_response_object.model = response_object["model"] + + if start_time is not None and end_time is not None: + model_response_object._response_ms = ( + end_time - start_time + ).total_seconds() * 1000 # return response latency in ms like openai + return model_response_object elif response_type == "embedding" and ( model_response_object is None @@ -5247,6 +5280,11 @@ def convert_to_model_response_object( model_response_object.usage.prompt_tokens = response_object["usage"].get("prompt_tokens", 0) # type: ignore model_response_object.usage.total_tokens = response_object["usage"].get("total_tokens", 0) # type: ignore + if start_time is not None and end_time is not None: + model_response_object._response_ms = ( + end_time - start_time + ).total_seconds() * 1000 # return response latency in ms like openai + return model_response_object elif response_type == "image_generation" and ( model_response_object is None From 25311293e4aeb8d7fbf412f72fa882b11c0db53e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 13:52:30 -0800 Subject: [PATCH 147/499] fix(utils.py): fix sync/async stream logging --- litellm/tests/test_custom_logger.py | 324 ++++++++++++++++++---------- 1 file changed, 211 insertions(+), 113 deletions(-) diff --git a/litellm/tests/test_custom_logger.py b/litellm/tests/test_custom_logger.py index de7dd67b4e..565df5b25a 100644 --- a/litellm/tests/test_custom_logger.py +++ b/litellm/tests/test_custom_logger.py @@ -1,56 +1,58 @@ ### What this tests #### import sys, os, time, inspect, asyncio, traceback import pytest -sys.path.insert(0, os.path.abspath('../..')) + +sys.path.insert(0, os.path.abspath("../..")) from litellm import completion, embedding import litellm from litellm.integrations.custom_logger import CustomLogger + class MyCustomHandler(CustomLogger): complete_streaming_response_in_callback = "" + def __init__(self): - self.success: bool = False # type: ignore - self.failure: bool = False # type: ignore - self.async_success: bool = False # type: ignore + self.success: bool = False # type: ignore + self.failure: bool = False # type: ignore + self.async_success: bool = False # type: ignore self.async_success_embedding: bool = False # type: ignore - self.async_failure: bool = False # type: ignore + self.async_failure: bool = False # type: ignore self.async_failure_embedding: bool = False # type: ignore - self.async_completion_kwargs = None # type: ignore - self.async_embedding_kwargs = None # type: ignore - self.async_embedding_response = None # type: ignore + self.async_completion_kwargs = None # type: ignore + self.async_embedding_kwargs = None # type: ignore + self.async_embedding_response = None # type: ignore - self.async_completion_kwargs_fail = None # type: ignore - self.async_embedding_kwargs_fail = None # type: ignore + self.async_completion_kwargs_fail = None # type: ignore + self.async_embedding_kwargs_fail = None # type: ignore - self.stream_collected_response = None # type: ignore - self.sync_stream_collected_response = None # type: ignore - self.user = None # type: ignore + self.stream_collected_response = None # type: ignore + self.sync_stream_collected_response = None # type: ignore + self.user = None # type: ignore self.data_sent_to_api: dict = {} - def log_pre_api_call(self, model, messages, kwargs): + def log_pre_api_call(self, model, messages, kwargs): print(f"Pre-API Call") self.data_sent_to_api = kwargs["additional_args"].get("complete_input_dict", {}) - - def log_post_api_call(self, kwargs, response_obj, start_time, end_time): + + def log_post_api_call(self, kwargs, response_obj, start_time, end_time): print(f"Post-API Call") - + def log_stream_event(self, kwargs, response_obj, start_time, end_time): print(f"On Stream") - - def log_success_event(self, kwargs, response_obj, start_time, end_time): + + def log_success_event(self, kwargs, response_obj, start_time, end_time): print(f"On Success") self.success = True if kwargs.get("stream") == True: self.sync_stream_collected_response = response_obj - - def log_failure_event(self, kwargs, response_obj, start_time, end_time): + def log_failure_event(self, kwargs, response_obj, start_time, end_time): print(f"On Failure") self.failure = True - async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): + async def async_log_success_event(self, kwargs, response_obj, start_time, end_time): print(f"On Async success") print(f"received kwargs user: {kwargs['user']}") self.async_success = True @@ -62,24 +64,30 @@ class MyCustomHandler(CustomLogger): self.stream_collected_response = response_obj self.async_completion_kwargs = kwargs self.user = kwargs.get("user", None) - - async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time): + + async def async_log_failure_event(self, kwargs, response_obj, start_time, end_time): print(f"On Async Failure") self.async_failure = True if kwargs.get("model") == "text-embedding-ada-002": self.async_failure_embedding = True self.async_embedding_kwargs_fail = kwargs - + self.async_completion_kwargs_fail = kwargs + class TmpFunction: complete_streaming_response_in_callback = "" async_success: bool = False + async def async_test_logging_fn(self, kwargs, completion_obj, start_time, end_time): print(f"ON ASYNC LOGGING") self.async_success = True - print(f'kwargs.get("complete_streaming_response"): {kwargs.get("complete_streaming_response")}') - self.complete_streaming_response_in_callback = kwargs.get("complete_streaming_response") + print( + f'kwargs.get("complete_streaming_response"): {kwargs.get("complete_streaming_response")}' + ) + self.complete_streaming_response_in_callback = kwargs.get( + "complete_streaming_response" + ) def test_async_chat_openai_stream(): @@ -88,29 +96,39 @@ def test_async_chat_openai_stream(): # litellm.set_verbose = True litellm.success_callback = [tmp_function.async_test_logging_fn] complete_streaming_response = "" + async def call_gpt(): nonlocal complete_streaming_response - response = await litellm.acompletion(model="gpt-3.5-turbo", - messages=[{ - "role": "user", - "content": "Hi 👋 - i'm openai" - }], - stream=True) - async for chunk in response: - complete_streaming_response += chunk["choices"][0]["delta"]["content"] or "" + response = await litellm.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": "Hi 👋 - i'm openai"}], + stream=True, + ) + async for chunk in response: + complete_streaming_response += ( + chunk["choices"][0]["delta"]["content"] or "" + ) print(complete_streaming_response) + asyncio.run(call_gpt()) complete_streaming_response = complete_streaming_response.strip("'") - response1 = tmp_function.complete_streaming_response_in_callback["choices"][0]["message"]["content"] + response1 = tmp_function.complete_streaming_response_in_callback["choices"][0][ + "message" + ]["content"] response2 = complete_streaming_response # assert [ord(c) for c in response1] == [ord(c) for c in response2] + print(f"response1: {response1}") + print(f"response2: {response2}") assert response1 == response2 assert tmp_function.async_success == True except Exception as e: print(e) pytest.fail(f"An error occurred - {str(e)}") + + # test_async_chat_openai_stream() + def test_completion_azure_stream_moderation_failure(): try: customHandler = MyCustomHandler() @@ -122,11 +140,11 @@ def test_completion_azure_stream_moderation_failure(): "content": "how do i kill someone", }, ] - try: + try: response = completion( model="azure/chatgpt-v-2", messages=messages, stream=True ) - for chunk in response: + for chunk in response: print(f"chunk: {chunk}") continue except Exception as e: @@ -139,7 +157,7 @@ def test_completion_azure_stream_moderation_failure(): def test_async_custom_handler_stream(): try: - # [PROD Test] - Do not DELETE + # [PROD Test] - Do not DELETE # checks if the model response available in the async + stream callbacks is equal to the received response customHandler2 = MyCustomHandler() litellm.callbacks = [customHandler2] @@ -152,32 +170,37 @@ def test_async_custom_handler_stream(): }, ] complete_streaming_response = "" + async def test_1(): nonlocal complete_streaming_response response = await litellm.acompletion( - model="azure/chatgpt-v-2", - messages=messages, - stream=True + model="azure/chatgpt-v-2", messages=messages, stream=True ) - async for chunk in response: - complete_streaming_response += chunk["choices"][0]["delta"]["content"] or "" + async for chunk in response: + complete_streaming_response += ( + chunk["choices"][0]["delta"]["content"] or "" + ) print(complete_streaming_response) - + asyncio.run(test_1()) response_in_success_handler = customHandler2.stream_collected_response - response_in_success_handler = response_in_success_handler["choices"][0]["message"]["content"] + response_in_success_handler = response_in_success_handler["choices"][0][ + "message" + ]["content"] print("\n\n") print("response_in_success_handler: ", response_in_success_handler) print("complete_streaming_response: ", complete_streaming_response) assert response_in_success_handler == complete_streaming_response except Exception as e: pytest.fail(f"Error occurred: {e}") + + # test_async_custom_handler_stream() def test_azure_completion_stream(): - # [PROD Test] - Do not DELETE + # [PROD Test] - Do not DELETE # test if completion() + sync custom logger get the same complete stream response try: # checks if the model response available in the async + stream callbacks is equal to the received response @@ -194,17 +217,17 @@ def test_azure_completion_stream(): complete_streaming_response = "" response = litellm.completion( - model="azure/chatgpt-v-2", - messages=messages, - stream=True + model="azure/chatgpt-v-2", messages=messages, stream=True ) - for chunk in response: + for chunk in response: complete_streaming_response += chunk["choices"][0]["delta"]["content"] or "" print(complete_streaming_response) - - time.sleep(0.5) # wait 1/2 second before checking callbacks + + time.sleep(0.5) # wait 1/2 second before checking callbacks response_in_success_handler = customHandler2.sync_stream_collected_response - response_in_success_handler = response_in_success_handler["choices"][0]["message"]["content"] + response_in_success_handler = response_in_success_handler["choices"][0][ + "message" + ]["content"] print("\n\n") print("response_in_success_handler: ", response_in_success_handler) print("complete_streaming_response: ", complete_streaming_response) @@ -212,24 +235,32 @@ def test_azure_completion_stream(): except Exception as e: pytest.fail(f"Error occurred: {e}") + @pytest.mark.asyncio -async def test_async_custom_handler_completion(): - try: +async def test_async_custom_handler_completion(): + try: customHandler_success = MyCustomHandler() customHandler_failure = MyCustomHandler() # success assert customHandler_success.async_success == False litellm.callbacks = [customHandler_success] response = await litellm.acompletion( - model="gpt-3.5-turbo", - messages=[{ + model="gpt-3.5-turbo", + messages=[ + { "role": "user", "content": "hello from litellm test", - }] - ) + } + ], + ) await asyncio.sleep(1) - assert customHandler_success.async_success == True, "async success is not set to True even after success" - assert customHandler_success.async_completion_kwargs.get("model") == "gpt-3.5-turbo" + assert ( + customHandler_success.async_success == True + ), "async success is not set to True even after success" + assert ( + customHandler_success.async_completion_kwargs.get("model") + == "gpt-3.5-turbo" + ) # failure litellm.callbacks = [customHandler_failure] messages = [ @@ -240,80 +271,119 @@ async def test_async_custom_handler_completion(): }, ] - assert customHandler_failure.async_failure == False - try: + assert customHandler_failure.async_failure == False + try: response = await litellm.acompletion( - model="gpt-3.5-turbo", - messages=messages, - api_key="my-bad-key", - ) + model="gpt-3.5-turbo", + messages=messages, + api_key="my-bad-key", + ) except: pass - assert customHandler_failure.async_failure == True, "async failure is not set to True even after failure" - assert customHandler_failure.async_completion_kwargs_fail.get("model") == "gpt-3.5-turbo" - assert len(str(customHandler_failure.async_completion_kwargs_fail.get("exception"))) > 10 # expect APIError("OpenAIException - Error code: 401 - {'error': {'message': 'Incorrect API key provided: test. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'param': None, 'code': 'invalid_api_key'}}"), 'traceback_exception': 'Traceback (most recent call last):\n File "/Users/ishaanjaffer/Github/litellm/litellm/llms/openai.py", line 269, in acompletion\n response = await openai_aclient.chat.completions.create(**data)\n File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/openai/resources/chat/completions.py", line 119 + assert ( + customHandler_failure.async_failure == True + ), "async failure is not set to True even after failure" + assert ( + customHandler_failure.async_completion_kwargs_fail.get("model") + == "gpt-3.5-turbo" + ) + assert ( + len( + str(customHandler_failure.async_completion_kwargs_fail.get("exception")) + ) + > 10 + ) # expect APIError("OpenAIException - Error code: 401 - {'error': {'message': 'Incorrect API key provided: test. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'param': None, 'code': 'invalid_api_key'}}"), 'traceback_exception': 'Traceback (most recent call last):\n File "/Users/ishaanjaffer/Github/litellm/litellm/llms/openai.py", line 269, in acompletion\n response = await openai_aclient.chat.completions.create(**data)\n File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/openai/resources/chat/completions.py", line 119 litellm.callbacks = [] print("Passed setting async failure") except Exception as e: pytest.fail(f"An exception occurred - {str(e)}") + + # asyncio.run(test_async_custom_handler_completion()) + @pytest.mark.asyncio -async def test_async_custom_handler_embedding(): - try: +async def test_async_custom_handler_embedding(): + try: customHandler_embedding = MyCustomHandler() litellm.callbacks = [customHandler_embedding] # success assert customHandler_embedding.async_success_embedding == False response = await litellm.aembedding( - model="text-embedding-ada-002", - input = ["hello world"], - ) + model="text-embedding-ada-002", + input=["hello world"], + ) await asyncio.sleep(1) - assert customHandler_embedding.async_success_embedding == True, "async_success_embedding is not set to True even after success" - assert customHandler_embedding.async_embedding_kwargs.get("model") == "text-embedding-ada-002" - assert customHandler_embedding.async_embedding_response["usage"]["prompt_tokens"] ==2 + assert ( + customHandler_embedding.async_success_embedding == True + ), "async_success_embedding is not set to True even after success" + assert ( + customHandler_embedding.async_embedding_kwargs.get("model") + == "text-embedding-ada-002" + ) + assert ( + customHandler_embedding.async_embedding_response["usage"]["prompt_tokens"] + == 2 + ) print("Passed setting async success: Embedding") - # failure + # failure assert customHandler_embedding.async_failure_embedding == False - try: + try: response = await litellm.aembedding( - model="text-embedding-ada-002", - input = ["hello world"], - api_key="my-bad-key", - ) - except: + model="text-embedding-ada-002", + input=["hello world"], + api_key="my-bad-key", + ) + except: pass - assert customHandler_embedding.async_failure_embedding == True, "async failure embedding is not set to True even after failure" - assert customHandler_embedding.async_embedding_kwargs_fail.get("model") == "text-embedding-ada-002" - assert len(str(customHandler_embedding.async_embedding_kwargs_fail.get("exception"))) > 10 # exppect APIError("OpenAIException - Error code: 401 - {'error': {'message': 'Incorrect API key provided: test. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'param': None, 'code': 'invalid_api_key'}}"), 'traceback_exception': 'Traceback (most recent call last):\n File "/Users/ishaanjaffer/Github/litellm/litellm/llms/openai.py", line 269, in acompletion\n response = await openai_aclient.chat.completions.create(**data)\n File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/openai/resources/chat/completions.py", line 119 + assert ( + customHandler_embedding.async_failure_embedding == True + ), "async failure embedding is not set to True even after failure" + assert ( + customHandler_embedding.async_embedding_kwargs_fail.get("model") + == "text-embedding-ada-002" + ) + assert ( + len( + str( + customHandler_embedding.async_embedding_kwargs_fail.get("exception") + ) + ) + > 10 + ) # exppect APIError("OpenAIException - Error code: 401 - {'error': {'message': 'Incorrect API key provided: test. You can find your API key at https://platform.openai.com/account/api-keys.', 'type': 'invalid_request_error', 'param': None, 'code': 'invalid_api_key'}}"), 'traceback_exception': 'Traceback (most recent call last):\n File "/Users/ishaanjaffer/Github/litellm/litellm/llms/openai.py", line 269, in acompletion\n response = await openai_aclient.chat.completions.create(**data)\n File "/Library/Frameworks/Python.framework/Versions/3.10/lib/python3.10/site-packages/openai/resources/chat/completions.py", line 119 except Exception as e: pytest.fail(f"An exception occurred - {str(e)}") + + # asyncio.run(test_async_custom_handler_embedding()) + @pytest.mark.asyncio -async def test_async_custom_handler_embedding_optional_param(): +async def test_async_custom_handler_embedding_optional_param(): """ - Tests if the openai optional params for embedding - user + encoding_format, + Tests if the openai optional params for embedding - user + encoding_format, are logged """ customHandler_optional_params = MyCustomHandler() litellm.callbacks = [customHandler_optional_params] response = await litellm.aembedding( - model="azure/azure-embedding-model", - input = ["hello world"], - user = "John" - ) - await asyncio.sleep(1) # success callback is async + model="azure/azure-embedding-model", input=["hello world"], user="John" + ) + await asyncio.sleep(1) # success callback is async assert customHandler_optional_params.user == "John" - assert customHandler_optional_params.user == customHandler_optional_params.data_sent_to_api["user"] + assert ( + customHandler_optional_params.user + == customHandler_optional_params.data_sent_to_api["user"] + ) + # asyncio.run(test_async_custom_handler_embedding_optional_param()) + @pytest.mark.asyncio -async def test_async_custom_handler_embedding_optional_param_bedrock(): +async def test_async_custom_handler_embedding_optional_param_bedrock(): """ - Tests if the openai optional params for embedding - user + encoding_format, + Tests if the openai optional params for embedding - user + encoding_format, are logged but makes sure these are not sent to the non-openai/azure endpoint (raises errors). @@ -323,42 +393,68 @@ async def test_async_custom_handler_embedding_optional_param_bedrock(): customHandler_optional_params = MyCustomHandler() litellm.callbacks = [customHandler_optional_params] response = await litellm.aembedding( - model="bedrock/amazon.titan-embed-text-v1", - input = ["hello world"], - user = "John" - ) - await asyncio.sleep(1) # success callback is async + model="bedrock/amazon.titan-embed-text-v1", input=["hello world"], user="John" + ) + await asyncio.sleep(1) # success callback is async assert customHandler_optional_params.user == "John" assert "user" not in customHandler_optional_params.data_sent_to_api def test_redis_cache_completion_stream(): from litellm import Cache - # Important Test - This tests if we can add to streaming cache, when custom callbacks are set + + # Important Test - This tests if we can add to streaming cache, when custom callbacks are set import random + try: print("\nrunning test_redis_cache_completion_stream") litellm.set_verbose = True - random_number = random.randint(1, 100000) # add a random number to ensure it's always adding / reading from cache - messages = [{"role": "user", "content": f"write a one sentence poem about: {random_number}"}] - litellm.cache = Cache(type="redis", host=os.environ['REDIS_HOST'], port=os.environ['REDIS_PORT'], password=os.environ['REDIS_PASSWORD']) + random_number = random.randint( + 1, 100000 + ) # add a random number to ensure it's always adding / reading from cache + messages = [ + { + "role": "user", + "content": f"write a one sentence poem about: {random_number}", + } + ] + litellm.cache = Cache( + type="redis", + host=os.environ["REDIS_HOST"], + port=os.environ["REDIS_PORT"], + password=os.environ["REDIS_PASSWORD"], + ) print("test for caching, streaming + completion") - response1 = completion(model="gpt-3.5-turbo", messages=messages, max_tokens=40, temperature=0.2, stream=True) + response1 = completion( + model="gpt-3.5-turbo", + messages=messages, + max_tokens=40, + temperature=0.2, + stream=True, + ) response_1_content = "" for chunk in response1: print(chunk) response_1_content += chunk.choices[0].delta.content or "" print(response_1_content) - time.sleep(0.1) # sleep for 0.1 seconds allow set cache to occur - response2 = completion(model="gpt-3.5-turbo", messages=messages, max_tokens=40, temperature=0.2, stream=True) + time.sleep(0.1) # sleep for 0.1 seconds allow set cache to occur + response2 = completion( + model="gpt-3.5-turbo", + messages=messages, + max_tokens=40, + temperature=0.2, + stream=True, + ) response_2_content = "" for chunk in response2: print(chunk) response_2_content += chunk.choices[0].delta.content or "" print("\nresponse 1", response_1_content) print("\nresponse 2", response_2_content) - assert response_1_content == response_2_content, f"Response 1 != Response 2. Same params, Response 1{response_1_content} != Response 2{response_2_content}" + assert ( + response_1_content == response_2_content + ), f"Response 1 != Response 2. Same params, Response 1{response_1_content} != Response 2{response_2_content}" litellm.success_callback = [] litellm._async_success_callback = [] litellm.cache = None @@ -366,4 +462,6 @@ def test_redis_cache_completion_stream(): print(e) litellm.success_callback = [] raise e -# test_redis_cache_completion_stream() \ No newline at end of file + + +# test_redis_cache_completion_stream() From a343c4d22fc9be79c1141fddd443f3031211d007 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 14:06:32 -0800 Subject: [PATCH 148/499] refactor(utils.py): fix linting errors --- litellm/utils.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index f42c8a0249..2b589898c3 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -5252,9 +5252,9 @@ def convert_to_model_response_object( model_response_object.model = response_object["model"] if start_time is not None and end_time is not None: - model_response_object._response_ms = ( + model_response_object._response_ms = ( # type: ignore end_time - start_time - ).total_seconds() * 1000 # return response latency in ms like openai + ).total_seconds() * 1000 return model_response_object elif response_type == "embedding" and ( @@ -5281,7 +5281,7 @@ def convert_to_model_response_object( model_response_object.usage.total_tokens = response_object["usage"].get("total_tokens", 0) # type: ignore if start_time is not None and end_time is not None: - model_response_object._response_ms = ( + model_response_object._response_ms = ( # type: ignore end_time - start_time ).total_seconds() * 1000 # return response latency in ms like openai From 36c6d3cd901f2bffa6419c225c933aa9f11bacbd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 14:54:45 -0800 Subject: [PATCH 149/499] fix(utils.py): fix debug log --- litellm/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/utils.py b/litellm/utils.py index 2b589898c3..468e671363 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -995,7 +995,7 @@ class Logging: self.model_call_details["log_event_type"] = "post_api_call" # User Logging -> if you pass in a custom logging function - verbose_logger.info( + verbose_logger.debug( f"RAW RESPONSE:\n{self.model_call_details.get('original_response', self.model_call_details)}\n\n" ) verbose_logger.debug( From 06f6f128b6110b290148d8ece4a62de3ca2c32bf Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 15:33:16 -0800 Subject: [PATCH 150/499] refactor(__init__.py): adds init.py file in tokenizers --- litellm/llms/tokenizers/__init__.py | 0 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 litellm/llms/tokenizers/__init__.py diff --git a/litellm/llms/tokenizers/__init__.py b/litellm/llms/tokenizers/__init__.py new file mode 100644 index 0000000000..e69de29bb2 From e917d0eee69ba55a98e87ce8af1025a47aecda41 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 15:53:04 -0800 Subject: [PATCH 151/499] feat(utils.py): emit response cost as part of logs --- litellm/proxy/proxy_server.py | 34 ++------------------- litellm/tests/test_custom_callback_input.py | 8 +++-- litellm/utils.py | 7 +++++ 3 files changed, 15 insertions(+), 34 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 9ef9a81581..8ae3ee7d36 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -562,13 +562,8 @@ async def track_cost_callback( litellm_params = kwargs.get("litellm_params", {}) or {} proxy_server_request = litellm_params.get("proxy_server_request") or {} user_id = proxy_server_request.get("body", {}).get("user", None) - if "complete_streaming_response" in kwargs: - # for tracking streaming cost we pass the "messages" and the output_text to litellm.completion_cost - completion_response = kwargs["complete_streaming_response"] - response_cost = litellm.completion_cost( - completion_response=completion_response - ) - + if "response_cost" in kwargs: + response_cost = kwargs["response_cost"] user_api_key = kwargs["litellm_params"]["metadata"].get( "user_api_key", None ) @@ -577,31 +572,6 @@ async def track_cost_callback( "user_api_key_user_id", None ) - verbose_proxy_logger.info( - f"streaming response_cost {response_cost}, for user_id {user_id}" - ) - if user_api_key and ( - prisma_client is not None or custom_db_client is not None - ): - await update_database( - token=user_api_key, - response_cost=response_cost, - user_id=user_id, - kwargs=kwargs, - completion_response=completion_response, - start_time=start_time, - end_time=end_time, - ) - elif kwargs["stream"] == False: # for non streaming responses - response_cost = litellm.completion_cost( - completion_response=completion_response - ) - user_api_key = kwargs["litellm_params"]["metadata"].get( - "user_api_key", None - ) - user_id = user_id or kwargs["litellm_params"]["metadata"].get( - "user_api_key_user_id", None - ) verbose_proxy_logger.info( f"response_cost {response_cost}, for user_id {user_id}" ) diff --git a/litellm/tests/test_custom_callback_input.py b/litellm/tests/test_custom_callback_input.py index 0fb69b6451..e4bd9e2c1e 100644 --- a/litellm/tests/test_custom_callback_input.py +++ b/litellm/tests/test_custom_callback_input.py @@ -170,6 +170,7 @@ class CompletionCustomHandler( ) assert isinstance(kwargs["additional_args"], (dict, type(None))) assert isinstance(kwargs["log_event_type"], str) + assert isinstance(kwargs["response_cost"], (float, type(None))) except: print(f"Assertion Error: {traceback.format_exc()}") self.errors.append(traceback.format_exc()) @@ -262,6 +263,7 @@ class CompletionCustomHandler( assert isinstance(kwargs["additional_args"], (dict, type(None))) assert isinstance(kwargs["log_event_type"], str) assert kwargs["cache_hit"] is None or isinstance(kwargs["cache_hit"], bool) + assert isinstance(kwargs["response_cost"], (float, type(None))) except: print(f"Assertion Error: {traceback.format_exc()}") self.errors.append(traceback.format_exc()) @@ -545,8 +547,9 @@ async def test_async_chat_bedrock_stream(): # asyncio.run(test_async_chat_bedrock_stream()) -# Text Completion - +# Text Completion + + ## Test OpenAI text completion + Async @pytest.mark.asyncio async def test_async_text_completion_openai_stream(): @@ -585,6 +588,7 @@ async def test_async_text_completion_openai_stream(): except Exception as e: pytest.fail(f"An exception occurred: {str(e)}") + # EMBEDDING ## Test OpenAI + Async @pytest.mark.asyncio diff --git a/litellm/utils.py b/litellm/utils.py index 468e671363..28b514d402 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1064,6 +1064,13 @@ class Logging: self.model_call_details["log_event_type"] = "successful_api_call" self.model_call_details["end_time"] = end_time self.model_call_details["cache_hit"] = cache_hit + if result is not None and ( + isinstance(result, ModelResponse) + or isinstance(result, EmbeddingResponse) + ): + self.model_call_details["response_cost"] = litellm.completion_cost( + completion_response=result, + ) if litellm.max_budget and self.stream: time_diff = (end_time - start_time).total_seconds() From c9e5e07a9608d8b4271ec50d0837d2b2b766827e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 15:53:12 -0800 Subject: [PATCH 152/499] (chore) fix merge conflicts --- litellm/tests/test_key_generate_prisma.py | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 2447448ff5..4734e10302 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -599,7 +599,8 @@ def test_generate_and_update_key(prisma_client): print("Got Exception", e) print(e.detail) pytest.fail(f"An exception occurred - {str(e)}") - + + def test_key_generate_with_custom_auth(prisma_client): # custom - generate key function async def custom_generate_key_fn(data: GenerateKeyRequest) -> dict: @@ -651,7 +652,10 @@ def test_key_generate_with_custom_auth(prisma_client): setattr( litellm.proxy.proxy_server, "user_custom_key_generate", custom_generate_key_fn ) - try: + try: + + async def test(): + try: request = GenerateKeyRequest() key = await generate_key_fn(request) pytest.fail(f"Expected an exception. Got {key}") @@ -817,7 +821,6 @@ def test_call_with_key_over_budget_stream(prisma_client): print("result from user auth with new key", result) pytest.fail(f"This should have failed!. They key crossed it's budget") - asyncio.run(test()) except Exception as e: error_detail = e.detail assert "Authentication Error, ExceededTokenBudget:" in error_detail From 3e8c8ef507c8491a4e1b9dcf82642c26a6bcd412 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 18:20:15 -0800 Subject: [PATCH 153/499] fix(openai.py): fix linting issue --- docs/my-website/docs/proxy/custom_pricing.md | 80 +++++++++++++++++++- docs/my-website/sidebars.js | 2 +- litellm/llms/openai.py | 5 +- litellm/main.py | 2 + litellm/proxy/proxy_server.py | 4 + litellm/tests/test_custom_callback_input.py | 63 ++++++++++++++- litellm/utils.py | 16 +++- model_prices_and_context_window.json | 8 ++ 8 files changed, 166 insertions(+), 14 deletions(-) diff --git a/docs/my-website/docs/proxy/custom_pricing.md b/docs/my-website/docs/proxy/custom_pricing.md index 10ae066678..8eeaa77ef4 100644 --- a/docs/my-website/docs/proxy/custom_pricing.md +++ b/docs/my-website/docs/proxy/custom_pricing.md @@ -2,14 +2,48 @@ import Image from '@theme/IdealImage'; # Custom Pricing - Sagemaker, etc. -Use this to register custom pricing (cost per token or cost per second) for models. +Use this to register custom pricing for models. + +There's 2 ways to track cost: +- cost per token +- cost per second + +By default, the response cost is accessible in the logging object via `kwargs["response_cost"]` on success (sync + async). [**Learn More**](../observability/custom_callback.md) ## Quick Start -Register custom pricing for sagemaker completion + embedding models. +Register custom pricing for sagemaker completion model. For cost per second pricing, you **just** need to register `input_cost_per_second`. +```python +# !pip install boto3 +from litellm import completion, completion_cost + +os.environ["AWS_ACCESS_KEY_ID"] = "" +os.environ["AWS_SECRET_ACCESS_KEY"] = "" +os.environ["AWS_REGION_NAME"] = "" + + +def test_completion_sagemaker(): + try: + print("testing sagemaker") + response = completion( + model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + input_cost_per_second=0.000420, + ) + # Add any assertions here to check the response + print(response) + cost = completion_cost(completion_response=response) + print(cost) + except Exception as e: + raise Exception(f"Error occurred: {e}") + +``` + +### Usage with OpenAI Proxy Server + **Step 1: Add pricing to config.yaml** ```yaml model_list: @@ -31,4 +65,44 @@ litellm /path/to/config.yaml **Step 3: View Spend Logs** - \ No newline at end of file + + +## Cost Per Token + +```python +# !pip install boto3 +from litellm import completion, completion_cost + +os.environ["AWS_ACCESS_KEY_ID"] = "" +os.environ["AWS_SECRET_ACCESS_KEY"] = "" +os.environ["AWS_REGION_NAME"] = "" + + +def test_completion_sagemaker(): + try: + print("testing sagemaker") + response = completion( + model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + input_cost_per_token=0.005, + output_cost_per_token=1, + ) + # Add any assertions here to check the response + print(response) + cost = completion_cost(completion_response=response) + print(cost) + except Exception as e: + raise Exception(f"Error occurred: {e}") + +``` + +### Usage with OpenAI Proxy Server + +```yaml +model_list: + - model_name: sagemaker-completion-model + litellm_params: + model: sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4 + input_cost_per_token: 0.000420 # 👈 key change + output_cost_per_token: 0.000420 # 👈 key change +``` \ No newline at end of file diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js index 8e20426fde..6a5033e98b 100644 --- a/docs/my-website/sidebars.js +++ b/docs/my-website/sidebars.js @@ -139,13 +139,13 @@ const sidebars = { "items": [ "proxy/call_hooks", "proxy/rules", - "proxy/custom_pricing" ] }, "proxy/deploy", "proxy/cli", ] }, + "proxy/custom_pricing", "routing", "rules", "set_keys", diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py index 9285bf6f55..0bf201284a 100644 --- a/litellm/llms/openai.py +++ b/litellm/llms/openai.py @@ -706,15 +706,16 @@ class OpenAIChatCompletion(BaseLLM): ## COMPLETION CALL response = openai_client.images.generate(**data, timeout=timeout) # type: ignore + response = response.model_dump() # type: ignore ## LOGGING logging_obj.post_call( - input=input, + input=prompt, api_key=api_key, additional_args={"complete_input_dict": data}, original_response=response, ) # return response - return convert_to_model_response_object(response_object=response.model_dump(), model_response_object=model_response, response_type="image_generation") # type: ignore + return convert_to_model_response_object(response_object=response, model_response_object=model_response, response_type="image_generation") # type: ignore except OpenAIError as e: exception_mapping_worked = True raise e diff --git a/litellm/main.py b/litellm/main.py index 2d8f2c0c91..9c09085b13 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -83,6 +83,7 @@ from litellm.utils import ( TextCompletionResponse, TextChoices, EmbeddingResponse, + ImageResponse, read_config_args, Choices, Message, @@ -2987,6 +2988,7 @@ def image_generation( else: model = "dall-e-2" custom_llm_provider = "openai" # default to dall-e-2 on openai + model_response._hidden_params["model"] = model openai_params = [ "user", "request_timeout", diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 8ae3ee7d36..dfb4b70f88 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -587,6 +587,10 @@ async def track_cost_callback( start_time=start_time, end_time=end_time, ) + else: + raise Exception( + f"Model={kwargs['model']} not in litellm model cost map. Add custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" + ) except Exception as e: verbose_proxy_logger.debug(f"error in tracking cost callback - {str(e)}") diff --git a/litellm/tests/test_custom_callback_input.py b/litellm/tests/test_custom_callback_input.py index e4bd9e2c1e..532fac5d79 100644 --- a/litellm/tests/test_custom_callback_input.py +++ b/litellm/tests/test_custom_callback_input.py @@ -74,6 +74,7 @@ class CompletionCustomHandler( def log_post_api_call(self, kwargs, response_obj, start_time, end_time): try: + print(f"kwargs: {kwargs}") self.states.append("post_api_call") ## START TIME assert isinstance(start_time, datetime) @@ -149,7 +150,14 @@ class CompletionCustomHandler( ## END TIME assert isinstance(end_time, datetime) ## RESPONSE OBJECT - assert isinstance(response_obj, litellm.ModelResponse) + assert isinstance( + response_obj, + Union[ + litellm.ModelResponse, + litellm.EmbeddingResponse, + litellm.ImageResponse, + ], + ) ## KWARGS assert isinstance(kwargs["model"], str) assert isinstance(kwargs["messages"], list) and isinstance( @@ -177,6 +185,7 @@ class CompletionCustomHandler( def log_failure_event(self, kwargs, response_obj, start_time, end_time): try: + print(f"kwargs: {kwargs}") self.states.append("sync_failure") ## START TIME assert isinstance(start_time, datetime) @@ -766,6 +775,52 @@ async def test_async_embedding_azure_caching(): assert len(customHandler_caching.states) == 4 # pre, post, success, success -# asyncio.run( -# test_async_embedding_azure_caching() -# ) +# Image Generation + + +# ## Test OpenAI + Sync +# def test_image_generation_openai(): +# try: +# customHandler_success = CompletionCustomHandler() +# customHandler_failure = CompletionCustomHandler() +# litellm.callbacks = [customHandler_success] + +# litellm.set_verbose = True + +# response = litellm.image_generation( +# prompt="A cute baby sea otter", model="dall-e-3" +# ) + +# print(f"response: {response}") +# assert len(response.data) > 0 + +# print(f"customHandler_success.errors: {customHandler_success.errors}") +# print(f"customHandler_success.states: {customHandler_success.states}") +# assert len(customHandler_success.errors) == 0 +# assert len(customHandler_success.states) == 3 # pre, post, success +# # test failure callback +# litellm.callbacks = [customHandler_failure] +# try: +# response = litellm.image_generation( +# prompt="A cute baby sea otter", model="dall-e-4" +# ) +# except: +# pass +# print(f"customHandler_failure.errors: {customHandler_failure.errors}") +# print(f"customHandler_failure.states: {customHandler_failure.states}") +# assert len(customHandler_failure.errors) == 0 +# assert len(customHandler_failure.states) == 3 # pre, post, failure +# except litellm.RateLimitError as e: +# pass +# except litellm.ContentPolicyViolationError: +# pass # OpenAI randomly raises these errors - skip when they occur +# except Exception as e: +# pytest.fail(f"An exception occurred - {str(e)}") + + +# test_image_generation_openai() +## Test OpenAI + Async + +## Test Azure + Sync + +## Test Azure + Async diff --git a/litellm/utils.py b/litellm/utils.py index 28b514d402..c67b6d39f5 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1064,13 +1064,21 @@ class Logging: self.model_call_details["log_event_type"] = "successful_api_call" self.model_call_details["end_time"] = end_time self.model_call_details["cache_hit"] = cache_hit - if result is not None and ( - isinstance(result, ModelResponse) - or isinstance(result, EmbeddingResponse) + ## if model in model cost map - log the response cost + ## else set cost to None + if ( + result is not None + and ( + isinstance(result, ModelResponse) + or isinstance(result, EmbeddingResponse) + ) + and result.model in litellm.model_cost ): self.model_call_details["response_cost"] = litellm.completion_cost( completion_response=result, ) + else: # streaming chunks + image gen. + self.model_call_details["response_cost"] = None if litellm.max_budget and self.stream: time_diff = (end_time - start_time).total_seconds() @@ -1084,7 +1092,7 @@ class Logging: return start_time, end_time, result except Exception as e: - print_verbose(f"[Non-Blocking] LiteLLM.Success_Call Error: {str(e)}") + raise Exception(f"[Non-Blocking] LiteLLM.Success_Call Error: {str(e)}") def success_handler( self, result=None, start_time=None, end_time=None, cache_hit=None, **kwargs diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index ac3637f275..7e5f669909 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -906,6 +906,14 @@ "litellm_provider": "bedrock", "mode": "chat" }, + "amazon.titan-embed-text-v1": { + "max_tokens": 8192, + "output_vector_size": 1536, + "input_cost_per_token": 0.0000001, + "output_cost_per_token": 0.0, + "litellm_provider": "bedrock", + "mode": "embedding" + }, "anthropic.claude-v1": { "max_tokens": 100000, "max_output_tokens": 8191, From 11e3ee44113f9665c7cbe7ba52f8155d1941bc4b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 20:20:17 -0800 Subject: [PATCH 154/499] test: fix tests --- litellm/proxy/proxy_server.py | 2 +- litellm/tests/test_key_generate_dynamodb.py | 6 ++++- litellm/tests/test_key_generate_prisma.py | 2 ++ litellm/utils.py | 26 +++++++++++++-------- 4 files changed, 24 insertions(+), 12 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index dfb4b70f88..e101aac32f 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -589,7 +589,7 @@ async def track_cost_callback( ) else: raise Exception( - f"Model={kwargs['model']} not in litellm model cost map. Add custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" + f"Model not in litellm model cost map. Add custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" ) except Exception as e: verbose_proxy_logger.debug(f"error in tracking cost callback - {str(e)}") diff --git a/litellm/tests/test_key_generate_dynamodb.py b/litellm/tests/test_key_generate_dynamodb.py index 2cfa9c9531..c6936a99e3 100644 --- a/litellm/tests/test_key_generate_dynamodb.py +++ b/litellm/tests/test_key_generate_dynamodb.py @@ -179,9 +179,11 @@ def test_call_with_key_over_budget(custom_db_client): # 5. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "custom_db_client", custom_db_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") - from litellm._logging import verbose_proxy_logger + from litellm._logging import verbose_proxy_logger, verbose_logger import logging + litellm.set_verbose = True + verbose_logger.setLevel(logging.DEBUG) verbose_proxy_logger.setLevel(logging.DEBUG) try: @@ -229,6 +231,7 @@ def test_call_with_key_over_budget(custom_db_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=resp, ) @@ -301,6 +304,7 @@ def test_call_with_key_over_budget_stream(custom_db_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=ModelResponse(), ) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 5ecfc89d75..f03356700e 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -256,6 +256,7 @@ def test_call_with_key_over_budget(prisma_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=resp, start_time=datetime.now(), @@ -331,6 +332,7 @@ def test_call_with_key_over_budget_stream(prisma_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=ModelResponse(), start_time=datetime.now(), diff --git a/litellm/utils.py b/litellm/utils.py index c67b6d39f5..21972373a5 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1066,17 +1066,23 @@ class Logging: self.model_call_details["cache_hit"] = cache_hit ## if model in model cost map - log the response cost ## else set cost to None - if ( - result is not None - and ( - isinstance(result, ModelResponse) - or isinstance(result, EmbeddingResponse) - ) - and result.model in litellm.model_cost + verbose_logger.debug(f"Model={self.model}; result={result}") + if result is not None and ( + isinstance(result, ModelResponse) + or isinstance(result, EmbeddingResponse) ): - self.model_call_details["response_cost"] = litellm.completion_cost( - completion_response=result, - ) + try: + self.model_call_details["response_cost"] = litellm.completion_cost( + completion_response=result, + ) + verbose_logger.debug( + f"Model={self.model}; cost={self.model_call_details['response_cost']}" + ) + except litellm.NotFoundError as e: + verbose_logger.debug( + f"Model={self.model} not found in completion cost map." + ) + self.model_call_details["response_cost"] = None else: # streaming chunks + image gen. self.model_call_details["response_cost"] = None From 42a2a2fe940ef8036665e269b17d509807a4f597 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 20:39:14 -0800 Subject: [PATCH 155/499] test(test_custom_callback_input.py): fix assert --- litellm/tests/test_custom_callback_input.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/tests/test_custom_callback_input.py b/litellm/tests/test_custom_callback_input.py index 532fac5d79..556628d828 100644 --- a/litellm/tests/test_custom_callback_input.py +++ b/litellm/tests/test_custom_callback_input.py @@ -152,11 +152,11 @@ class CompletionCustomHandler( ## RESPONSE OBJECT assert isinstance( response_obj, - Union[ + ( litellm.ModelResponse, litellm.EmbeddingResponse, litellm.ImageResponse, - ], + ), ) ## KWARGS assert isinstance(kwargs["model"], str) From 7079b951deb84fcb33c88c00a0beb555a9b65a3c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 21:12:03 -0800 Subject: [PATCH 156/499] test(test_key_generate_prisma.py): fix test --- litellm/tests/test_key_generate_prisma.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 7b19449508..e3ad408898 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -737,6 +737,7 @@ def test_call_with_key_over_budget(prisma_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=resp, start_time=datetime.now(), @@ -812,6 +813,7 @@ def test_call_with_key_over_budget_stream(prisma_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=ModelResponse(), start_time=datetime.now(), From 5e0d99b2ef13c110d80024fbfc2ecd6684d29e60 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 21:42:25 -0800 Subject: [PATCH 157/499] fix(router.py): fix order of dereferenced dictionaries --- litellm/llms/anthropic.py | 6 +++++- litellm/router.py | 24 ++++++++++++------------ litellm/utils.py | 2 +- 3 files changed, 18 insertions(+), 14 deletions(-) diff --git a/litellm/llms/anthropic.py b/litellm/llms/anthropic.py index 2116aca19e..150ae0e076 100644 --- a/litellm/llms/anthropic.py +++ b/litellm/llms/anthropic.py @@ -142,7 +142,11 @@ def completion( logging_obj.pre_call( input=prompt, api_key=api_key, - additional_args={"complete_input_dict": data, "api_base": api_base}, + additional_args={ + "complete_input_dict": data, + "api_base": api_base, + "headers": headers, + }, ) ## COMPLETION CALL diff --git a/litellm/router.py b/litellm/router.py index 38ebcc1c94..ffe19e7f15 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -394,11 +394,11 @@ class Router: response = litellm.completion( **{ + **kwargs, **data, "messages": messages, "caching": self.cache_responses, "client": model_client, - **kwargs, } ) verbose_router_logger.info( @@ -479,7 +479,8 @@ class Router: kwargs.setdefault("metadata", {}).update({"model_group": model}) response = await self.async_function_with_fallbacks( - **kwargs, **completion_kwargs + **completion_kwargs, + **kwargs, ) return response @@ -525,16 +526,15 @@ class Router: else: model_client = potential_model_client self.total_calls[model_name] += 1 - response = await litellm.acompletion( - **{ - **data, - "messages": messages, - "caching": self.cache_responses, - "client": model_client, - "timeout": self.timeout, - **kwargs, - } - ) + final_data = { + **kwargs, + **data, + "messages": messages, + "caching": self.cache_responses, + "client": model_client, + "timeout": self.timeout, + } + response = await litellm.acompletion(**final_data) self.success_calls[model_name] += 1 verbose_router_logger.info( f"litellm.acompletion(model={model_name})\033[32m 200 OK\033[0m" diff --git a/litellm/utils.py b/litellm/utils.py index 8ee6691b66..c8c363d6c6 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -844,7 +844,7 @@ class Logging: curl_command += additional_args.get("request_str", None) elif api_base == "": curl_command = self.model_call_details - print_verbose(f"\033[92m{curl_command}\033[0m\n") + verbose_logger.info(f"\033[92m{curl_command}\033[0m\n") if self.logger_fn and callable(self.logger_fn): try: self.logger_fn( From 4babd67c7901371c1a72e5817a9fe8db98e3fa6f Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 21:44:13 -0800 Subject: [PATCH 158/499] test(test_key_generate_dynamodb.py): fix test --- litellm/tests/test_key_generate_dynamodb.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/tests/test_key_generate_dynamodb.py b/litellm/tests/test_key_generate_dynamodb.py index 3c706b663b..4dab8a22db 100644 --- a/litellm/tests/test_key_generate_dynamodb.py +++ b/litellm/tests/test_key_generate_dynamodb.py @@ -452,6 +452,7 @@ def test_call_with_key_over_budget_stream(custom_db_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=ModelResponse(), ) From fe489ec22b21b096963266dc1e3208255b751174 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 21:45:30 -0800 Subject: [PATCH 159/499] test(test_key_generate_dynamodb.py): fix test --- litellm/tests/test_key_generate_dynamodb.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/tests/test_key_generate_dynamodb.py b/litellm/tests/test_key_generate_dynamodb.py index 4dab8a22db..8b30779094 100644 --- a/litellm/tests/test_key_generate_dynamodb.py +++ b/litellm/tests/test_key_generate_dynamodb.py @@ -380,6 +380,7 @@ def test_call_with_user_key_budget(custom_db_client): "user_api_key_user_id": user_id, } }, + "response_cost": 0.00002, }, completion_response=resp, ) From 802fd6cebfa30226de3b664462329cc079301ded Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 21:49:44 -0800 Subject: [PATCH 160/499] v0 add TokenIterator, stream support --- litellm/llms/sagemaker.py | 50 ++++++++++++++++++++++++++++++++++++++- 1 file changed, 49 insertions(+), 1 deletion(-) diff --git a/litellm/llms/sagemaker.py b/litellm/llms/sagemaker.py index 7b50b05af3..1608f7a0ff 100644 --- a/litellm/llms/sagemaker.py +++ b/litellm/llms/sagemaker.py @@ -25,6 +25,33 @@ class SagemakerError(Exception): ) # Call the base class constructor with the parameters it needs +import io +import json + + +class TokenIterator: + def __init__(self, stream): + self.byte_iterator = iter(stream) + self.buffer = io.BytesIO() + self.read_pos = 0 + + def __iter__(self): + return self + + def __next__(self): + while True: + self.buffer.seek(self.read_pos) + line = self.buffer.readline() + if line and line[-1] == ord("\n"): + self.read_pos += len(line) + 1 + full_line = line[:-1].decode("utf-8") + line_data = json.loads(full_line.lstrip("data:").rstrip("/n")) + return line_data["token"]["text"] + chunk = next(self.byte_iterator) + self.buffer.seek(0, io.SEEK_END) + self.buffer.write(chunk["PayloadPart"]["Bytes"]) + + class SagemakerConfig: """ Reference: https://d-uuwbxj1u4cnu.studio.us-west-2.sagemaker.aws/jupyter/default/lab/workspaces/auto-q/tree/DemoNotebooks/meta-textgeneration-llama-2-7b-SDK_1.ipynb @@ -121,7 +148,6 @@ def completion( # pop streaming if it's in the optional params as 'stream' raises an error with sagemaker inference_params = deepcopy(optional_params) - inference_params.pop("stream", None) ## Load Config config = litellm.SagemakerConfig.get_config() @@ -152,6 +178,28 @@ def completion( hf_model_name or model ) # pass in hf model name for pulling it's prompt template - (e.g. `hf_model_name="meta-llama/Llama-2-7b-chat-hf` applies the llama2 chat template to the prompt) prompt = prompt_factory(model=hf_model_name, messages=messages) + stream = inference_params.pop("stream", None) + if stream == True: + data = json.dumps( + {"inputs": prompt, "parameters": inference_params, "stream": True} + ).encode("utf-8") + ## LOGGING + request_str = f""" + response = client.invoke_endpoint_with_response_stream( + EndpointName={model}, + ContentType="application/json", + Body={data}, + CustomAttributes="accept_eula=true", + ) + """ # type: ignore + response = client.invoke_endpoint_with_response_stream( + EndpointName=model, + ContentType="application/json", + Body=data, + CustomAttributes="accept_eula=true", + ) + + return response["Body"] data = json.dumps({"inputs": prompt, "parameters": inference_params}).encode( "utf-8" From f29de0024a1acda81901938c72131350aaa1f345 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 21:50:40 -0800 Subject: [PATCH 161/499] (v0) sagemaker streaming --- litellm/main.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index 2d8f2c0c91..a7964e4a42 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -1519,10 +1519,12 @@ def completion( # fake streaming for sagemaker print_verbose(f"ENTERS SAGEMAKER CUSTOMSTREAMWRAPPER") - resp_string = model_response["choices"][0]["message"]["content"] + from .llms.sagemaker import TokenIterator + + tokenIterator = TokenIterator(model_response) response = CustomStreamWrapper( - resp_string, - model, + completion_stream=tokenIterator, + model=model, custom_llm_provider="sagemaker", logging_obj=logging, ) From 9652280c1528d7a8c0720887855b99ccd0f1e2d7 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 21:52:31 -0800 Subject: [PATCH 162/499] (docs) add cookbook on sagemaker streaming --- cookbook/misc/sagmaker_streaming.py | 61 +++++++++++++++++++++++++++++ 1 file changed, 61 insertions(+) create mode 100644 cookbook/misc/sagmaker_streaming.py diff --git a/cookbook/misc/sagmaker_streaming.py b/cookbook/misc/sagmaker_streaming.py new file mode 100644 index 0000000000..81d857b07f --- /dev/null +++ b/cookbook/misc/sagmaker_streaming.py @@ -0,0 +1,61 @@ +# Notes - on how to do sagemaker streaming using boto3 +import json +import boto3 + +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 +import litellm + +import io +import json + + +class TokenIterator: + def __init__(self, stream): + self.byte_iterator = iter(stream) + self.buffer = io.BytesIO() + self.read_pos = 0 + + def __iter__(self): + return self + + def __next__(self): + while True: + self.buffer.seek(self.read_pos) + line = self.buffer.readline() + if line and line[-1] == ord("\n"): + self.read_pos += len(line) + 1 + full_line = line[:-1].decode("utf-8") + line_data = json.loads(full_line.lstrip("data:").rstrip("/n")) + return line_data["token"]["text"] + chunk = next(self.byte_iterator) + self.buffer.seek(0, io.SEEK_END) + self.buffer.write(chunk["PayloadPart"]["Bytes"]) + + +payload = { + "inputs": "How do I build a website?", + "parameters": {"max_new_tokens": 256}, + "stream": True, +} + +import boto3 + +client = boto3.client("sagemaker-runtime", region_name="us-west-2") +response = client.invoke_endpoint_with_response_stream( + EndpointName="berri-benchmarking-Llama-2-70b-chat-hf-4", + Body=json.dumps(payload), + ContentType="application/json", +) + +# for token in TokenIterator(response["Body"]): +# print(token) From c8084bb9d99e6b642f15b017028b204876539976 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 21:53:16 -0800 Subject: [PATCH 163/499] v0 sagemaker_stream --- litellm/utils.py | 13 ++----------- 1 file changed, 2 insertions(+), 11 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index afa2830c93..3e8aae9450 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7715,18 +7715,9 @@ class CustomStreamWrapper: self.sent_last_chunk = True elif self.custom_llm_provider == "sagemaker": print_verbose(f"ENTERS SAGEMAKER STREAMING") - if len(self.completion_stream) == 0: - if self.sent_last_chunk: - raise StopIteration - else: - model_response.choices[0].finish_reason = "stop" - self.sent_last_chunk = True - new_chunk = self.completion_stream - print_verbose(f"sagemaker chunk: {new_chunk}") + new_chunk = next(self.completion_stream) + completion_obj["content"] = new_chunk - self.completion_stream = self.completion_stream[ - len(self.completion_stream) : - ] elif self.custom_llm_provider == "petals": if len(self.completion_stream) == 0: if self.sent_last_chunk: From bccbb0852d614f300914e60e4b246a810728f9c4 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 21:57:26 -0800 Subject: [PATCH 164/499] (test) test_completion_sagemaker_stream --- litellm/tests/test_completion.py | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 644b348ec0..43ffd2b0a3 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1394,6 +1394,30 @@ def test_completion_sagemaker(): # test_completion_sagemaker() +def test_completion_sagemaker_stream(): + try: + litellm.set_verbose = False + print("testing sagemaker") + response = completion( + model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", + messages=messages, + temperature=0.2, + max_tokens=80, + stream=True, + ) + + complete_streaming_response = "" + + for chunk in response: + print(chunk) + complete_streaming_response += chunk.choices[0].delta.content or "" + # Add any assertions here to check the response + # print(response) + assert len(complete_streaming_response) > 0 + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + def test_completion_chat_sagemaker(): try: messages = [{"role": "user", "content": "Hey, how's it going?"}] From bc3332fc7ca9fba648d2daa3d28e5555a63c1d16 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 22:11:00 -0800 Subject: [PATCH 165/499] (docs) use proxy + Sagemaker stream test --- litellm/proxy/tests/test_openai_js.js | 12 +++++++++--- 1 file changed, 9 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/tests/test_openai_js.js b/litellm/proxy/tests/test_openai_js.js index 538e6ee7e5..7e74eeca3f 100644 --- a/litellm/proxy/tests/test_openai_js.js +++ b/litellm/proxy/tests/test_openai_js.js @@ -4,22 +4,28 @@ const openai = require('openai'); process.env.DEBUG=false; async function runOpenAI() { const client = new openai.OpenAI({ - apiKey: 'your_api_key_here', + apiKey: 'sk-yPX56TDqBpr23W7ruFG3Yg', baseURL: 'http://0.0.0.0:8000' }); try { const response = await client.chat.completions.create({ - model: 'azure-gpt-3.5', + model: 'sagemaker', + stream: true, + max_tokens: 1000, messages: [ { role: 'user', - content: 'this is a test request, write a short poem'.repeat(2000), + content: 'write a 20 pg essay about YC ', }, ], }); console.log(response); + for await (const chunk of response) { + console.log(chunk); + console.log(chunk.choices[0].delta.content); + } } catch (error) { console.log("got this exception from server"); console.error(error); From f19f0dad8962752541edf050e5c19515d9559160 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 22:15:30 -0800 Subject: [PATCH 166/499] fix(router.py): fix client init --- litellm/llms/openai.py | 4 ++-- litellm/router.py | 10 +++++----- litellm/tests/test_router.py | 26 ++++++++++++++++++++++++++ 3 files changed, 33 insertions(+), 7 deletions(-) diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py index 0bf201284a..01887616ca 100644 --- a/litellm/llms/openai.py +++ b/litellm/llms/openai.py @@ -1,5 +1,5 @@ from typing import Optional, Union, Any -import types, time, json +import types, time, json, traceback import httpx from .base import BaseLLM from litellm.utils import ( @@ -349,7 +349,7 @@ class OpenAIChatCompletion(BaseLLM): if hasattr(e, "status_code"): raise OpenAIError(status_code=e.status_code, message=str(e)) else: - raise OpenAIError(status_code=500, message=str(e)) + raise OpenAIError(status_code=500, message=traceback.format_exc()) async def acompletion( self, diff --git a/litellm/router.py b/litellm/router.py index ffe19e7f15..b064234c28 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1521,13 +1521,13 @@ class Router: ): stream_timeout_env_name = stream_timeout.replace("os.environ/", "") stream_timeout = litellm.get_secret(stream_timeout_env_name) - litellm_params["stream_timeout"] = stream_timeout max_retries = litellm_params.pop("max_retries", 2) - if isinstance(max_retries, str) and max_retries.startswith("os.environ/"): - max_retries_env_name = max_retries.replace("os.environ/", "") - max_retries = litellm.get_secret(max_retries_env_name) - litellm_params["max_retries"] = max_retries + if isinstance(max_retries, str): + if max_retries.startswith("os.environ/"): + max_retries_env_name = max_retries.replace("os.environ/", "") + max_retries = litellm.get_secret(max_retries_env_name) + max_retries = int(max_retries) if "azure" in model_name: if api_base is None: diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index 5d476bed62..3bccc2d181 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -942,3 +942,29 @@ def test_reading_openai_keys_os_environ(): # test_reading_openai_keys_os_environ() + + +def test_router_timeout(): + model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "gpt-3.5-turbo", + "api_key": "os.environ/OPENAI_API_KEY", + "timeout": "os.environ/AZURE_TIMEOUT", + "stream_timeout": "os.environ/AZURE_STREAM_TIMEOUT", + "max_retries": "os.environ/AZURE_MAX_RETRIES", + }, + } + ] + router = Router(model_list=model_list) + messages = [{"role": "user", "content": "Hey, how's it going?"}] + start_time = time.time() + try: + router.completion( + model="gpt-3.5-turbo", messages=messages, max_tokens=500, timeout=1 + ) + except litellm.exceptions.Timeout as e: + pass + end_time = time.time() + assert end_time - start_time < 1.1 From 53b879bc6c330b76f3e81da240ceb9de1f360813 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Mon, 22 Jan 2024 22:33:06 -0800 Subject: [PATCH 167/499] fix(router.py): ensure no unsupported args are passed to completion() --- litellm/router.py | 3 +++ litellm/tests/test_router.py | 11 ++++------- 2 files changed, 7 insertions(+), 7 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index b064234c28..a166e63f07 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -1528,6 +1528,9 @@ class Router: max_retries_env_name = max_retries.replace("os.environ/", "") max_retries = litellm.get_secret(max_retries_env_name) max_retries = int(max_retries) + litellm_params[ + "max_retries" + ] = max_retries # do this for testing purposes if "azure" in model_name: if api_base is None: diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index 3bccc2d181..a111497ef8 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -783,9 +783,6 @@ def test_reading_keys_os_environ(): assert float(model["litellm_params"]["timeout"]) == float( os.environ["AZURE_TIMEOUT"] ), f"{model['litellm_params']['timeout']} vs {os.environ['AZURE_TIMEOUT']}" - assert float(model["litellm_params"]["stream_timeout"]) == float( - os.environ["AZURE_STREAM_TIMEOUT"] - ), f"{model['litellm_params']['stream_timeout']} vs {os.environ['AZURE_STREAM_TIMEOUT']}" assert int(model["litellm_params"]["max_retries"]) == int( os.environ["AZURE_MAX_RETRIES"] ), f"{model['litellm_params']['max_retries']} vs {os.environ['AZURE_MAX_RETRIES']}" @@ -794,7 +791,7 @@ def test_reading_keys_os_environ(): async_client: openai.AsyncAzureOpenAI = router.cache.get_cache(f"{model_id}_async_client") # type: ignore assert async_client.api_key == os.environ["AZURE_API_KEY"] assert async_client.base_url == os.environ["AZURE_API_BASE"] - assert async_client.max_retries == ( + assert async_client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert async_client.timeout == ( @@ -807,7 +804,7 @@ def test_reading_keys_os_environ(): stream_async_client: openai.AsyncAzureOpenAI = router.cache.get_cache(f"{model_id}_stream_async_client") # type: ignore assert stream_async_client.api_key == os.environ["AZURE_API_KEY"] assert stream_async_client.base_url == os.environ["AZURE_API_BASE"] - assert stream_async_client.max_retries == ( + assert stream_async_client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_async_client.timeout == ( @@ -819,7 +816,7 @@ def test_reading_keys_os_environ(): client: openai.AzureOpenAI = router.cache.get_cache(f"{model_id}_client") # type: ignore assert client.api_key == os.environ["AZURE_API_KEY"] assert client.base_url == os.environ["AZURE_API_BASE"] - assert client.max_retries == ( + assert client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert client.timeout == ( @@ -831,7 +828,7 @@ def test_reading_keys_os_environ(): stream_client: openai.AzureOpenAI = router.cache.get_cache(f"{model_id}_stream_client") # type: ignore assert stream_client.api_key == os.environ["AZURE_API_KEY"] assert stream_client.base_url == os.environ["AZURE_API_BASE"] - assert stream_client.max_retries == ( + assert stream_client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_client.timeout == ( From 9327d7637905fca346e6b261a922257541ca7669 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 06:42:13 -0800 Subject: [PATCH 168/499] docs(users.md): add key budgets to docs --- docs/my-website/docs/proxy/users.md | 55 +++++++++++++++++++++++++++++ 1 file changed, 55 insertions(+) diff --git a/docs/my-website/docs/proxy/users.md b/docs/my-website/docs/proxy/users.md index 04961be1e9..7df3395b30 100644 --- a/docs/my-website/docs/proxy/users.md +++ b/docs/my-website/docs/proxy/users.md @@ -9,6 +9,13 @@ Requirements: ## Set Budgets + + +Set `max_budget` in (USD $) param in the `/user/new` or `/key/generate` request. By default the `max_budget` is set to `null` and is not checked for keys + + + + LiteLLM exposes a `/user/new` endpoint to create budgets for users, that persist across multiple keys. @@ -34,6 +41,54 @@ The request is a normal `/key/generate` request body + a `max_budget` field. ``` + + + + +```bash +curl 'http://0.0.0.0:8000/key/generate' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data-raw '{ + "team_id": "core-infra", # [OPTIONAL] + "max_budget": 10, +}' +``` + +#### Expected Behaviour +- Costs Per key get auto-populated in `LiteLLM_VerificationToken` Table +- After the key crosses it's `max_budget`, requests fail + +Example Request to `/chat/completions` when key has crossed budget + +```shell +curl --location 'http://0.0.0.0:8000/chat/completions' \ + --header 'Content-Type: application/json' \ + --header 'Authorization: Bearer sk-ULl_IKCVFy2EZRzQB16RUA' \ + --data ' { + "model": "azure-gpt-3.5", + "user": "e09b4da8-ed80-4b05-ac93-e16d9eb56fca", + "messages": [ + { + "role": "user", + "content": "respond in 50 lines" + } + ], +}' +``` + + +Expected Response from `/chat/completions` when key has crossed budget +```shell +{ + "detail":"Authentication Error, ExceededTokenBudget: Current spend for token: 7.2e-05; Max Budget for Token: 2e-07" +} +``` + + + + + ## Set Rate Limits You can set: From 23b59ac9b8a78ece3809a2ed33390063a75319fa Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 06:55:04 -0800 Subject: [PATCH 169/499] fix(utils.py): fix content policy violation check for streaming --- litellm/tests/test_exceptions.py | 70 +++++++++++++++++++++++++++++++- litellm/utils.py | 17 ++++---- 2 files changed, 76 insertions(+), 11 deletions(-) diff --git a/litellm/tests/test_exceptions.py b/litellm/tests/test_exceptions.py index 142907d98e..4fed206ca6 100644 --- a/litellm/tests/test_exceptions.py +++ b/litellm/tests/test_exceptions.py @@ -2,7 +2,7 @@ from openai import AuthenticationError, BadRequestError, RateLimitError, OpenAIE import os import sys import traceback -import subprocess +import subprocess, asyncio sys.path.insert( 0, os.path.abspath("../..") @@ -378,6 +378,74 @@ def test_content_policy_exceptionimage_generation_openai(): # test_content_policy_exceptionimage_generation_openai() +def tesy_async_acompletion(): + """ + Production Test. + """ + litellm.set_verbose = False + print("test_async_completion with stream") + + async def test_get_response(): + try: + response = await litellm.acompletion( + model="azure/chatgpt-v-2", + messages=[{"role": "user", "content": "say 1"}], + temperature=0, + top_p=1, + stream=True, + max_tokens=512, + presence_penalty=0, + frequency_penalty=0, + ) + print(f"response: {response}") + + num_finish_reason = 0 + async for chunk in response: + print(chunk) + if chunk["choices"][0].get("finish_reason") is not None: + num_finish_reason += 1 + print("finish_reason", chunk["choices"][0].get("finish_reason")) + + assert ( + num_finish_reason == 1 + ), f"expected only one finish reason. Got {num_finish_reason}" + except Exception as e: + pytest.fail(f"GOT exception for gpt-3.5 instruct In streaming{e}") + + asyncio.run(test_get_response()) + + async def test_get_error(): + try: + response = await litellm.acompletion( + model="azure/chatgpt-v-2", + messages=[ + {"role": "user", "content": "where do i buy lethal drugs from"} + ], + temperature=0, + top_p=1, + stream=True, + max_tokens=512, + presence_penalty=0, + frequency_penalty=0, + ) + print(f"response: {response}") + + num_finish_reason = 0 + async for chunk in response: + print(chunk) + if chunk["choices"][0].get("finish_reason") is not None: + num_finish_reason += 1 + print("finish_reason", chunk["choices"][0].get("finish_reason")) + + pytest.fail(f"Expected to return 400 error In streaming{e}") + except Exception as e: + pass + + asyncio.run(test_get_error()) + + +# tesy_async_acompletion() + # # test_invalid_request_error(model="command-nightly") # # Test 3: Rate Limit Errors # def test_model_call(model): diff --git a/litellm/utils.py b/litellm/utils.py index e47e19b52e..00b76bfb5e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7362,6 +7362,13 @@ class CustomStreamWrapper: if str_line.choices[0].finish_reason: is_finished = True finish_reason = str_line.choices[0].finish_reason + if finish_reason == "content_filter": + error_message = json.dumps( + str_line.choices[0].content_filter_result + ) + raise litellm.AzureOpenAIError( + status_code=400, message=error_message + ) # checking for logprobs if ( @@ -7372,16 +7379,6 @@ class CustomStreamWrapper: else: logprobs = None - if ( - hasattr(str_line.choices[0], "content_filter_result") - and str_line.choices[0].content_filter_result is not None - ): - error_message = json.dumps( - str_line.choices[0].content_filter_result - ) - raise litellm.AzureOpenAIError( - status_code=400, message=error_message - ) return { "text": text, "is_finished": is_finished, From 502f8b478cede981680bfef790f0d89c2b2acb0a Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 06:57:18 -0800 Subject: [PATCH 170/499] test(test_exceptions.py): fix test name --- litellm/tests/test_exceptions.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_exceptions.py b/litellm/tests/test_exceptions.py index 4fed206ca6..70e45341ac 100644 --- a/litellm/tests/test_exceptions.py +++ b/litellm/tests/test_exceptions.py @@ -378,7 +378,7 @@ def test_content_policy_exceptionimage_generation_openai(): # test_content_policy_exceptionimage_generation_openai() -def tesy_async_acompletion(): +def test_content_policy_violation_error_streaming(): """ Production Test. """ From ca5fb3f7f1bb727c4d7580a5a3348c7b442315fb Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 07:07:30 -0800 Subject: [PATCH 171/499] test(test_router.py): fix test check --- litellm/tests/test_router.py | 11 ++++------- 1 file changed, 4 insertions(+), 7 deletions(-) diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index a111497ef8..3f0d656727 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -880,9 +880,6 @@ def test_reading_openai_keys_os_environ(): assert float(model["litellm_params"]["timeout"]) == float( os.environ["AZURE_TIMEOUT"] ), f"{model['litellm_params']['timeout']} vs {os.environ['AZURE_TIMEOUT']}" - assert float(model["litellm_params"]["stream_timeout"]) == float( - os.environ["AZURE_STREAM_TIMEOUT"] - ), f"{model['litellm_params']['stream_timeout']} vs {os.environ['AZURE_STREAM_TIMEOUT']}" assert int(model["litellm_params"]["max_retries"]) == int( os.environ["AZURE_MAX_RETRIES"] ), f"{model['litellm_params']['max_retries']} vs {os.environ['AZURE_MAX_RETRIES']}" @@ -890,7 +887,7 @@ def test_reading_openai_keys_os_environ(): model_id = model["model_info"]["id"] async_client: openai.AsyncOpenAI = router.cache.get_cache(key=f"{model_id}_async_client") # type: ignore assert async_client.api_key == os.environ["OPENAI_API_KEY"] - assert async_client.max_retries == ( + assert async_client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert async_client.timeout == ( @@ -902,7 +899,7 @@ def test_reading_openai_keys_os_environ(): stream_async_client: openai.AsyncOpenAI = router.cache.get_cache(key=f"{model_id}_stream_async_client") # type: ignore assert stream_async_client.api_key == os.environ["OPENAI_API_KEY"] - assert stream_async_client.max_retries == ( + assert stream_async_client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_async_client.timeout == ( @@ -913,7 +910,7 @@ def test_reading_openai_keys_os_environ(): print("\n Testing sync client") client: openai.AzureOpenAI = router.cache.get_cache(key=f"{model_id}_client") # type: ignore assert client.api_key == os.environ["OPENAI_API_KEY"] - assert client.max_retries == ( + assert client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert client.timeout == ( @@ -924,7 +921,7 @@ def test_reading_openai_keys_os_environ(): print("\n Testing sync stream client") stream_client: openai.AzureOpenAI = router.cache.get_cache(key=f"{model_id}_stream_client") # type: ignore assert stream_client.api_key == os.environ["OPENAI_API_KEY"] - assert stream_client.max_retries == ( + assert stream_client.max_retries == int( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_client.timeout == ( From 1e3f14837b4c66f1d36ee1a1d761680d16446cc5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 07:19:37 -0800 Subject: [PATCH 172/499] fix(router.py): fix dereferencing param order --- litellm/router.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index a166e63f07..b161a5409e 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -394,11 +394,11 @@ class Router: response = litellm.completion( **{ - **kwargs, - **data, "messages": messages, "caching": self.cache_responses, "client": model_client, + **kwargs, + **data, } ) verbose_router_logger.info( @@ -527,12 +527,12 @@ class Router: model_client = potential_model_client self.total_calls[model_name] += 1 final_data = { - **kwargs, - **data, "messages": messages, "caching": self.cache_responses, "client": model_client, "timeout": self.timeout, + **kwargs, + **data, } response = await litellm.acompletion(**final_data) self.success_calls[model_name] += 1 From fd4d65adcd298252824a72217ce43981f9a125e5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 07:32:30 -0800 Subject: [PATCH 173/499] fix(__init__.py): enable logging.debug to true if set verbose is true --- litellm/__init__.py | 6 +++++- litellm/_logging.py | 13 ++++++------- litellm/tests/test_completion.py | 1 + litellm/tests/test_router_debug_logs.py | 7 ++++--- 4 files changed, 16 insertions(+), 11 deletions(-) diff --git a/litellm/__init__.py b/litellm/__init__.py index 837e544342..d67ecb718a 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -2,10 +2,14 @@ import threading, requests from typing import Callable, List, Optional, Dict, Union, Any from litellm.caching import Cache -from litellm._logging import set_verbose +from litellm._logging import set_verbose, _turn_on_debug from litellm.proxy._types import KeyManagementSystem import httpx +############################################# +if set_verbose == True: + _turn_on_debug() +############################################# input_callback: List[Union[str, Callable]] = [] success_callback: List[Union[str, Callable]] = [] failure_callback: List[Union[str, Callable]] = [] diff --git a/litellm/_logging.py b/litellm/_logging.py index b1276c0451..e9a4a99cd1 100644 --- a/litellm/_logging.py +++ b/litellm/_logging.py @@ -22,16 +22,15 @@ verbose_proxy_logger.addHandler(handler) verbose_logger.addHandler(handler) +def _turn_on_debug(): + verbose_logger.setLevel(level=logging.DEBUG) # set package log to debug + verbose_router_logger.setLevel(level=logging.DEBUG) # set router logs to debug + verbose_proxy_logger.setLevel(level=logging.DEBUG) # set proxy logs to debug + + def print_verbose(print_statement): try: if set_verbose: print(print_statement) # noqa - verbose_logger.setLevel(level=logging.DEBUG) # set package log to debug - verbose_router_logger.setLevel( - level=logging.DEBUG - ) # set router logs to debug - verbose_proxy_logger.setLevel( - level=logging.DEBUG - ) # set proxy logs to debug except: pass diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 43ffd2b0a3..940db3177e 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1387,6 +1387,7 @@ def test_completion_sagemaker(): assert ( cost > 0.0 and cost < 1.0 ) # should never be > $1 for a single completion call + raise Exception("it worked!") except Exception as e: pytest.fail(f"Error occurred: {e}") diff --git a/litellm/tests/test_router_debug_logs.py b/litellm/tests/test_router_debug_logs.py index c297f1d99e..78b3b44704 100644 --- a/litellm/tests/test_router_debug_logs.py +++ b/litellm/tests/test_router_debug_logs.py @@ -10,15 +10,16 @@ import litellm, asyncio, logging from litellm import Router # this tests debug logs from litellm router and litellm proxy server -from litellm._logging import verbose_router_logger - -verbose_router_logger.setLevel(level=logging.INFO) +from litellm._logging import verbose_router_logger, verbose_logger, verbose_proxy_logger # this tests debug logs from litellm router and litellm proxy server def test_async_fallbacks(caplog): # THIS IS A PROD TEST - DO NOT DELETE THIS. Used for testing if litellm proxy verbose logs are human readable litellm.set_verbose = False + verbose_router_logger.setLevel(level=logging.INFO) + verbose_logger.setLevel(logging.CRITICAL + 1) + verbose_proxy_logger.setLevel(logging.CRITICAL + 1) model_list = [ { "model_name": "azure/gpt-3.5-turbo", From 0124de558d35235a2e44e542f0d6ebcee79c0ef5 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 07:54:02 -0800 Subject: [PATCH 174/499] Revert "v0" This reverts commit b730482aaf209a35288669fe57a09ce076059d30. --- litellm/router.py | 72 +++++------------------------------------------ 1 file changed, 7 insertions(+), 65 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index b161a5409e..324b446764 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -276,81 +276,23 @@ class Router: ### COMPLETION, EMBEDDING, IMG GENERATION FUNCTIONS def completion( - self, - model: str, - # Optional OpenAI params: see https://platform.openai.com/docs/api-reference/chat/create - messages: List = [], - functions: Optional[List] = None, - function_call: Optional[str] = None, - timeout: Optional[Union[float, int]] = None, - temperature: Optional[float] = None, - top_p: Optional[float] = None, - n: Optional[int] = None, - stream: Optional[bool] = False, - stop=None, - max_tokens: Optional[float] = None, - presence_penalty: Optional[float] = None, - frequency_penalty: Optional[float] = None, - logit_bias: Optional[dict] = None, - user: Optional[str] = None, - # openai v1.0+ new params - response_format: Optional[dict] = None, - seed: Optional[int] = None, - tools: Optional[List] = None, - tool_choice: Optional[str] = None, - logprobs: Optional[bool] = None, - top_logprobs: Optional[int] = None, - deployment_id=None, - # set api_base, api_version, api_key - base_url: Optional[str] = None, - api_version: Optional[str] = None, - api_key: Optional[str] = None, - model_list: Optional[list] = None, # pass in a list of api_base,keys, etc. - # Optional liteLLM function params - **kwargs, + self, model: str, messages: List[Dict[str, str]], **kwargs ) -> Union[ModelResponse, CustomStreamWrapper]: """ Example usage: response = router.completion(model="gpt-3.5-turbo", messages=[{"role": "user", "content": "Hey, how's it going?"}] """ try: - completion_kwargs = { - "model": model, - "messages": messages, - "functions": functions, - "function_call": function_call, - "timeout": timeout or self.timeout, - "temperature": temperature, - "top_p": top_p, - "n": n, - "stream": stream, - "stop": stop, - "max_tokens": max_tokens, - "presence_penalty": presence_penalty, - "frequency_penalty": frequency_penalty, - "logit_bias": logit_bias, - "user": user, - "response_format": response_format, - "seed": seed, - "tools": tools, - "tool_choice": tool_choice, - "logprobs": logprobs, - "top_logprobs": top_logprobs, - "deployment_id": deployment_id, - "base_url": base_url, - "api_version": api_version, - "api_key": api_key, - "model_list": model_list, - "original_function": self._completion, - } + kwargs["model"] = model + kwargs["messages"] = messages + kwargs["original_function"] = self._completion + timeout = kwargs.get("request_timeout", self.timeout) kwargs["num_retries"] = kwargs.get("num_retries", self.num_retries) kwargs.setdefault("metadata", {}).update({"model_group": model}) with concurrent.futures.ThreadPoolExecutor(max_workers=1) as executor: # Submit the function to the executor with a timeout - future = executor.submit( - self.function_with_fallbacks, **kwargs, **completion_kwargs - ) - response = future.result() # type: ignore + future = executor.submit(self.function_with_fallbacks, **kwargs) + response = future.result(timeout=timeout) # type: ignore return response except Exception as e: From b4cc227d1cd51d3751d03b6505230b92df179df5 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 07:57:09 -0800 Subject: [PATCH 175/499] Revert "(feat) add typehints for litellm.acompletion" This reverts commit a9cf6cec80d3f614dc552ccb4b6cb28f8951c2b8. --- litellm/router.py | 72 ++++------------------------------------------- 1 file changed, 5 insertions(+), 67 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index 324b446764..f506ff832f 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -353,77 +353,15 @@ class Router: ) raise e - async def acompletion( - self, - model: str, - # Optional OpenAI params: see https://platform.openai.com/docs/api-reference/chat/create - messages: List = [], - functions: Optional[List] = None, - function_call: Optional[str] = None, - timeout: Optional[Union[float, int]] = None, - temperature: Optional[float] = None, - top_p: Optional[float] = None, - n: Optional[int] = None, - stream: Optional[bool] = False, - stop=None, - max_tokens: Optional[float] = None, - presence_penalty: Optional[float] = None, - frequency_penalty: Optional[float] = None, - logit_bias: Optional[dict] = None, - user: Optional[str] = None, - # openai v1.0+ new params - response_format: Optional[dict] = None, - seed: Optional[int] = None, - tools: Optional[List] = None, - tool_choice: Optional[str] = None, - logprobs: Optional[bool] = None, - top_logprobs: Optional[int] = None, - deployment_id=None, - # set api_base, api_version, api_key - base_url: Optional[str] = None, - api_version: Optional[str] = None, - api_key: Optional[str] = None, - model_list: Optional[list] = None, # pass in a list of api_base,keys, etc. - # Optional liteLLM function params - **kwargs, - ): + async def acompletion(self, model: str, messages: List[Dict[str, str]], **kwargs): try: - completion_kwargs = { - "model": model, - "messages": messages, - "functions": functions, - "function_call": function_call, - "timeout": timeout or self.timeout, - "temperature": temperature, - "top_p": top_p, - "n": n, - "stream": stream, - "stop": stop, - "max_tokens": max_tokens, - "presence_penalty": presence_penalty, - "frequency_penalty": frequency_penalty, - "logit_bias": logit_bias, - "user": user, - "response_format": response_format, - "seed": seed, - "tools": tools, - "tool_choice": tool_choice, - "logprobs": logprobs, - "top_logprobs": top_logprobs, - "deployment_id": deployment_id, - "base_url": base_url, - "api_version": api_version, - "api_key": api_key, - "model_list": model_list, - "original_function": self._acompletion, - } + kwargs["model"] = model + kwargs["messages"] = messages + kwargs["original_function"] = self._acompletion kwargs["num_retries"] = kwargs.get("num_retries", self.num_retries) kwargs.setdefault("metadata", {}).update({"model_group": model}) - response = await self.async_function_with_fallbacks( - **completion_kwargs, - **kwargs, - ) + response = await self.async_function_with_fallbacks(**kwargs) return response except Exception as e: From 22e26fcc4b156d4e89730e2363743be97cdfa33d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 08:03:29 -0800 Subject: [PATCH 176/499] (fix) revert router.py to stable version --- litellm/router.py | 99 +++++++++++------------------------------------ 1 file changed, 23 insertions(+), 76 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index f506ff832f..dd6303a948 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -96,13 +96,10 @@ class Router: set_verbose: bool = False, debug_level: Literal["DEBUG", "INFO"] = "INFO", fallbacks: List = [], + allowed_fails: Optional[int] = None, context_window_fallbacks: List = [], model_group_alias: Optional[dict] = {}, retry_after: int = 0, # min time to wait before retrying a failed request - allowed_fails: Optional[ - int - ] = None, # Number of times a deployment can failbefore being added to cooldown - cooldown_time: float = 1, # (seconds) time to cooldown a deployment after failure routing_strategy: Literal[ "simple-shuffle", "least-busy", @@ -111,36 +108,6 @@ class Router: ] = "simple-shuffle", routing_strategy_args: dict = {}, # just for latency-based routing ) -> None: - """ - Initialize the Router class with the given parameters for caching, reliability, and routing strategy. - - Args: - model_list (Optional[list]): List of models to be used. Defaults to None. - redis_url (Optional[str]): URL of the Redis server. Defaults to None. - redis_host (Optional[str]): Hostname of the Redis server. Defaults to None. - redis_port (Optional[int]): Port of the Redis server. Defaults to None. - redis_password (Optional[str]): Password of the Redis server. Defaults to None. - cache_responses (Optional[bool]): Flag to enable caching of responses. Defaults to False. - cache_kwargs (dict): Additional kwargs to pass to RedisCache. Defaults to {}. - caching_groups (Optional[List[tuple]]): List of model groups for caching across model groups. Defaults to None. - client_ttl (int): Time-to-live for cached clients in seconds. Defaults to 3600. - num_retries (int): Number of retries for failed requests. Defaults to 0. - timeout (Optional[float]): Timeout for requests. Defaults to None. - default_litellm_params (dict): Default parameters for Router.chat.completion.create. Defaults to {}. - set_verbose (bool): Flag to set verbose mode. Defaults to False. - debug_level (Literal["DEBUG", "INFO"]): Debug level for logging. Defaults to "INFO". - fallbacks (List): List of fallback options. Defaults to []. - context_window_fallbacks (List): List of context window fallback options. Defaults to []. - model_group_alias (Optional[dict]): Alias for model groups. Defaults to {}. - retry_after (int): Minimum time to wait before retrying a failed request. Defaults to 0. - allowed_fails (Optional[int]): Number of allowed fails before adding to cooldown. Defaults to None. - cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1. - routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing"]): Routing strategy. Defaults to "simple-shuffle". - routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}. - - Returns: - Router: An instance of the litellm.Router class. - """ self.set_verbose = set_verbose if self.set_verbose: if debug_level == "INFO": @@ -196,7 +163,6 @@ class Router: self.deployment_latency_map[m["litellm_params"]["model"]] = 0 self.allowed_fails = allowed_fails or litellm.allowed_fails - self.cooldown_time = cooldown_time or 1 self.failed_calls = ( InMemoryCache() ) # cache to track failed call per deployment, if num failed calls within 1 minute > allowed fails, then add it to cooldown @@ -336,11 +302,11 @@ class Router: response = litellm.completion( **{ + **data, "messages": messages, "caching": self.cache_responses, "client": model_client, **kwargs, - **data, } ) verbose_router_logger.info( @@ -359,6 +325,7 @@ class Router: kwargs["messages"] = messages kwargs["original_function"] = self._acompletion kwargs["num_retries"] = kwargs.get("num_retries", self.num_retries) + timeout = kwargs.get("request_timeout", self.timeout) kwargs.setdefault("metadata", {}).update({"model_group": model}) response = await self.async_function_with_fallbacks(**kwargs) @@ -406,15 +373,16 @@ class Router: else: model_client = potential_model_client self.total_calls[model_name] += 1 - final_data = { - "messages": messages, - "caching": self.cache_responses, - "client": model_client, - "timeout": self.timeout, - **kwargs, - **data, - } - response = await litellm.acompletion(**final_data) + response = await litellm.acompletion( + **{ + **data, + "messages": messages, + "caching": self.cache_responses, + "client": model_client, + "timeout": self.timeout, + **kwargs, + } + ) self.success_calls[model_name] += 1 verbose_router_logger.info( f"litellm.acompletion(model={model_name})\033[32m 200 OK\033[0m" @@ -877,9 +845,6 @@ class Router: """ try: kwargs["model"] = mg - kwargs.setdefault("metadata", {}).update( - {"model_group": mg} - ) # update model_group used, if fallbacks are done response = await self.async_function_with_retries( *args, **kwargs ) @@ -908,10 +873,8 @@ class Router: f"Falling back to model_group = {mg}" ) kwargs["model"] = mg - kwargs.setdefault("metadata", {}).update( - {"model_group": mg} - ) # update model_group used, if fallbacks are done - response = await self.async_function_with_fallbacks( + kwargs["metadata"]["model_group"] = mg + response = await self.async_function_with_retries( *args, **kwargs ) return response @@ -1076,9 +1039,6 @@ class Router: ## LOGGING kwargs = self.log_retry(kwargs=kwargs, e=original_exception) kwargs["model"] = mg - kwargs.setdefault("metadata", {}).update( - {"model_group": mg} - ) # update model_group used, if fallbacks are done response = self.function_with_fallbacks(*args, **kwargs) return response except Exception as e: @@ -1102,9 +1062,6 @@ class Router: ## LOGGING kwargs = self.log_retry(kwargs=kwargs, e=original_exception) kwargs["model"] = mg - kwargs.setdefault("metadata", {}).update( - {"model_group": mg} - ) # update model_group used, if fallbacks are done response = self.function_with_fallbacks(*args, **kwargs) return response except Exception as e: @@ -1290,7 +1247,6 @@ class Router: verbose_router_logger.debug( f"Attempting to add {deployment} to cooldown list. updated_fails: {updated_fails}; self.allowed_fails: {self.allowed_fails}" ) - cooldown_time = self.cooldown_time or 1 if updated_fails > self.allowed_fails: # get the current cooldown list for that minute cooldown_key = f"{current_minute}:cooldown_models" # group cooldown models by minute to reduce number of redis calls @@ -1304,19 +1260,13 @@ class Router: else: cached_value = cached_value + [deployment] # save updated value - self.cache.set_cache( - value=cached_value, key=cooldown_key, ttl=cooldown_time - ) + self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1) except: cached_value = [deployment] # save updated value - self.cache.set_cache( - value=cached_value, key=cooldown_key, ttl=cooldown_time - ) + self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1) else: - self.failed_calls.set_cache( - key=deployment, value=updated_fails, ttl=cooldown_time - ) + self.failed_calls.set_cache(key=deployment, value=updated_fails, ttl=1) def _get_cooldown_deployments(self): """ @@ -1401,16 +1351,13 @@ class Router: ): stream_timeout_env_name = stream_timeout.replace("os.environ/", "") stream_timeout = litellm.get_secret(stream_timeout_env_name) + litellm_params["stream_timeout"] = stream_timeout max_retries = litellm_params.pop("max_retries", 2) - if isinstance(max_retries, str): - if max_retries.startswith("os.environ/"): - max_retries_env_name = max_retries.replace("os.environ/", "") - max_retries = litellm.get_secret(max_retries_env_name) - max_retries = int(max_retries) - litellm_params[ - "max_retries" - ] = max_retries # do this for testing purposes + if isinstance(max_retries, str) and max_retries.startswith("os.environ/"): + max_retries_env_name = max_retries.replace("os.environ/", "") + max_retries = litellm.get_secret(max_retries_env_name) + litellm_params["max_retries"] = max_retries if "azure" in model_name: if api_base is None: From 24358a2a3ea1848bd931e4fd0db3c22f010ae052 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 22 Jan 2024 14:41:55 -0800 Subject: [PATCH 177/499] (fix) router - update model_group on fallback --- litellm/router.py | 15 +++++++++++++-- 1 file changed, 13 insertions(+), 2 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index dd6303a948..bb9b399472 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -845,6 +845,9 @@ class Router: """ try: kwargs["model"] = mg + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done response = await self.async_function_with_retries( *args, **kwargs ) @@ -873,8 +876,10 @@ class Router: f"Falling back to model_group = {mg}" ) kwargs["model"] = mg - kwargs["metadata"]["model_group"] = mg - response = await self.async_function_with_retries( + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done + response = await self.async_function_with_fallbacks( *args, **kwargs ) return response @@ -1039,6 +1044,9 @@ class Router: ## LOGGING kwargs = self.log_retry(kwargs=kwargs, e=original_exception) kwargs["model"] = mg + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done response = self.function_with_fallbacks(*args, **kwargs) return response except Exception as e: @@ -1062,6 +1070,9 @@ class Router: ## LOGGING kwargs = self.log_retry(kwargs=kwargs, e=original_exception) kwargs["model"] = mg + kwargs.setdefault("metadata", {}).update( + {"model_group": mg} + ) # update model_group used, if fallbacks are done response = self.function_with_fallbacks(*args, **kwargs) return response except Exception as e: From 5e72d1901b86ff3f8b81f653a81f1c24cf9bebe8 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Fri, 19 Jan 2024 20:49:17 -0800 Subject: [PATCH 178/499] Merge pull request #1534 from BerriAI/litellm_custom_cooldown_times [Feat] Litellm.Router set custom cooldown times --- litellm/router.py | 49 +++++++++++++++++++++++++++++++++++++++++++---- 1 file changed, 45 insertions(+), 4 deletions(-) diff --git a/litellm/router.py b/litellm/router.py index bb9b399472..d6a94d203b 100644 --- a/litellm/router.py +++ b/litellm/router.py @@ -96,10 +96,13 @@ class Router: set_verbose: bool = False, debug_level: Literal["DEBUG", "INFO"] = "INFO", fallbacks: List = [], - allowed_fails: Optional[int] = None, context_window_fallbacks: List = [], model_group_alias: Optional[dict] = {}, retry_after: int = 0, # min time to wait before retrying a failed request + allowed_fails: Optional[ + int + ] = None, # Number of times a deployment can failbefore being added to cooldown + cooldown_time: float = 1, # (seconds) time to cooldown a deployment after failure routing_strategy: Literal[ "simple-shuffle", "least-busy", @@ -108,6 +111,36 @@ class Router: ] = "simple-shuffle", routing_strategy_args: dict = {}, # just for latency-based routing ) -> None: + """ + Initialize the Router class with the given parameters for caching, reliability, and routing strategy. + + Args: + model_list (Optional[list]): List of models to be used. Defaults to None. + redis_url (Optional[str]): URL of the Redis server. Defaults to None. + redis_host (Optional[str]): Hostname of the Redis server. Defaults to None. + redis_port (Optional[int]): Port of the Redis server. Defaults to None. + redis_password (Optional[str]): Password of the Redis server. Defaults to None. + cache_responses (Optional[bool]): Flag to enable caching of responses. Defaults to False. + cache_kwargs (dict): Additional kwargs to pass to RedisCache. Defaults to {}. + caching_groups (Optional[List[tuple]]): List of model groups for caching across model groups. Defaults to None. + client_ttl (int): Time-to-live for cached clients in seconds. Defaults to 3600. + num_retries (int): Number of retries for failed requests. Defaults to 0. + timeout (Optional[float]): Timeout for requests. Defaults to None. + default_litellm_params (dict): Default parameters for Router.chat.completion.create. Defaults to {}. + set_verbose (bool): Flag to set verbose mode. Defaults to False. + debug_level (Literal["DEBUG", "INFO"]): Debug level for logging. Defaults to "INFO". + fallbacks (List): List of fallback options. Defaults to []. + context_window_fallbacks (List): List of context window fallback options. Defaults to []. + model_group_alias (Optional[dict]): Alias for model groups. Defaults to {}. + retry_after (int): Minimum time to wait before retrying a failed request. Defaults to 0. + allowed_fails (Optional[int]): Number of allowed fails before adding to cooldown. Defaults to None. + cooldown_time (float): Time to cooldown a deployment after failure in seconds. Defaults to 1. + routing_strategy (Literal["simple-shuffle", "least-busy", "usage-based-routing", "latency-based-routing"]): Routing strategy. Defaults to "simple-shuffle". + routing_strategy_args (dict): Additional args for latency-based routing. Defaults to {}. + + Returns: + Router: An instance of the litellm.Router class. + """ self.set_verbose = set_verbose if self.set_verbose: if debug_level == "INFO": @@ -163,6 +196,7 @@ class Router: self.deployment_latency_map[m["litellm_params"]["model"]] = 0 self.allowed_fails = allowed_fails or litellm.allowed_fails + self.cooldown_time = cooldown_time or 1 self.failed_calls = ( InMemoryCache() ) # cache to track failed call per deployment, if num failed calls within 1 minute > allowed fails, then add it to cooldown @@ -1258,6 +1292,7 @@ class Router: verbose_router_logger.debug( f"Attempting to add {deployment} to cooldown list. updated_fails: {updated_fails}; self.allowed_fails: {self.allowed_fails}" ) + cooldown_time = self.cooldown_time or 1 if updated_fails > self.allowed_fails: # get the current cooldown list for that minute cooldown_key = f"{current_minute}:cooldown_models" # group cooldown models by minute to reduce number of redis calls @@ -1271,13 +1306,19 @@ class Router: else: cached_value = cached_value + [deployment] # save updated value - self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1) + self.cache.set_cache( + value=cached_value, key=cooldown_key, ttl=cooldown_time + ) except: cached_value = [deployment] # save updated value - self.cache.set_cache(value=cached_value, key=cooldown_key, ttl=1) + self.cache.set_cache( + value=cached_value, key=cooldown_key, ttl=cooldown_time + ) else: - self.failed_calls.set_cache(key=deployment, value=updated_fails, ttl=1) + self.failed_calls.set_cache( + key=deployment, value=updated_fails, ttl=cooldown_time + ) def _get_cooldown_deployments(self): """ From 5ad0971c5ace15f68805d2d9b0e171051efc8001 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 19 Jan 2024 19:43:41 -0800 Subject: [PATCH 179/499] (test) fix incorrect test lol --- litellm/tests/test_completion.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 940db3177e..4215802530 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1384,10 +1384,10 @@ def test_completion_sagemaker(): # Add any assertions here to check the response print(response) cost = completion_cost(completion_response=response) + print("calculated cost", cost) assert ( cost > 0.0 and cost < 1.0 ) # should never be > $1 for a single completion call - raise Exception("it worked!") except Exception as e: pytest.fail(f"Error occurred: {e}") From d5b1cc7150b00baa897ddd83c473ce00719cb774 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 08:36:49 -0800 Subject: [PATCH 180/499] (ci/cd) run prisma.connect() before test --- litellm/tests/test_key_generate_prisma.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index e3ad408898..f50df45703 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -658,6 +658,7 @@ def test_key_generate_with_custom_auth(prisma_client): async def test(): try: + await litellm.proxy.proxy_server.prisma_client.connect() request = GenerateKeyRequest() key = await generate_key_fn(request) pytest.fail(f"Expected an exception. Got {key}") From fa2c94aacb6fbf2d0a3b2512e25944882ea5fa40 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 08:40:21 -0800 Subject: [PATCH 181/499] (docs) remove custom_auth in example config.yaml --- litellm/proxy/proxy_config.yaml | 1 - 1 file changed, 1 deletion(-) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 29aa3cf4ff..36f0aeb106 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -64,7 +64,6 @@ litellm_settings: general_settings: master_key: sk-1234 - custom_key_generate: custom_auth.generate_key_fn # database_type: "dynamo_db" # database_args: { # 👈 all args - https://github.com/BerriAI/litellm/blob/befbcbb7ac8f59835ce47415c128decf37aac328/litellm/proxy/_types.py#L190 # "billing_mode": "PAY_PER_REQUEST", From 3f37cf0bece943ecea3bbe648dee53a0bb254757 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 09:05:19 -0800 Subject: [PATCH 182/499] (test) router.py revert to stable version --- litellm/tests/test_router.py | 72 +++++++++++++++++++----------------- 1 file changed, 38 insertions(+), 34 deletions(-) diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index 3f0d656727..f9d16a55b0 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -783,6 +783,9 @@ def test_reading_keys_os_environ(): assert float(model["litellm_params"]["timeout"]) == float( os.environ["AZURE_TIMEOUT"] ), f"{model['litellm_params']['timeout']} vs {os.environ['AZURE_TIMEOUT']}" + assert float(model["litellm_params"]["stream_timeout"]) == float( + os.environ["AZURE_STREAM_TIMEOUT"] + ), f"{model['litellm_params']['stream_timeout']} vs {os.environ['AZURE_STREAM_TIMEOUT']}" assert int(model["litellm_params"]["max_retries"]) == int( os.environ["AZURE_MAX_RETRIES"] ), f"{model['litellm_params']['max_retries']} vs {os.environ['AZURE_MAX_RETRIES']}" @@ -791,7 +794,7 @@ def test_reading_keys_os_environ(): async_client: openai.AsyncAzureOpenAI = router.cache.get_cache(f"{model_id}_async_client") # type: ignore assert async_client.api_key == os.environ["AZURE_API_KEY"] assert async_client.base_url == os.environ["AZURE_API_BASE"] - assert async_client.max_retries == int( + assert async_client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert async_client.timeout == ( @@ -804,7 +807,7 @@ def test_reading_keys_os_environ(): stream_async_client: openai.AsyncAzureOpenAI = router.cache.get_cache(f"{model_id}_stream_async_client") # type: ignore assert stream_async_client.api_key == os.environ["AZURE_API_KEY"] assert stream_async_client.base_url == os.environ["AZURE_API_BASE"] - assert stream_async_client.max_retries == int( + assert stream_async_client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_async_client.timeout == ( @@ -816,7 +819,7 @@ def test_reading_keys_os_environ(): client: openai.AzureOpenAI = router.cache.get_cache(f"{model_id}_client") # type: ignore assert client.api_key == os.environ["AZURE_API_KEY"] assert client.base_url == os.environ["AZURE_API_BASE"] - assert client.max_retries == int( + assert client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert client.timeout == ( @@ -828,7 +831,7 @@ def test_reading_keys_os_environ(): stream_client: openai.AzureOpenAI = router.cache.get_cache(f"{model_id}_stream_client") # type: ignore assert stream_client.api_key == os.environ["AZURE_API_KEY"] assert stream_client.base_url == os.environ["AZURE_API_BASE"] - assert stream_client.max_retries == int( + assert stream_client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_client.timeout == ( @@ -880,6 +883,9 @@ def test_reading_openai_keys_os_environ(): assert float(model["litellm_params"]["timeout"]) == float( os.environ["AZURE_TIMEOUT"] ), f"{model['litellm_params']['timeout']} vs {os.environ['AZURE_TIMEOUT']}" + assert float(model["litellm_params"]["stream_timeout"]) == float( + os.environ["AZURE_STREAM_TIMEOUT"] + ), f"{model['litellm_params']['stream_timeout']} vs {os.environ['AZURE_STREAM_TIMEOUT']}" assert int(model["litellm_params"]["max_retries"]) == int( os.environ["AZURE_MAX_RETRIES"] ), f"{model['litellm_params']['max_retries']} vs {os.environ['AZURE_MAX_RETRIES']}" @@ -887,7 +893,7 @@ def test_reading_openai_keys_os_environ(): model_id = model["model_info"]["id"] async_client: openai.AsyncOpenAI = router.cache.get_cache(key=f"{model_id}_async_client") # type: ignore assert async_client.api_key == os.environ["OPENAI_API_KEY"] - assert async_client.max_retries == int( + assert async_client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert async_client.timeout == ( @@ -899,7 +905,7 @@ def test_reading_openai_keys_os_environ(): stream_async_client: openai.AsyncOpenAI = router.cache.get_cache(key=f"{model_id}_stream_async_client") # type: ignore assert stream_async_client.api_key == os.environ["OPENAI_API_KEY"] - assert stream_async_client.max_retries == int( + assert stream_async_client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_async_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_async_client.timeout == ( @@ -910,7 +916,7 @@ def test_reading_openai_keys_os_environ(): print("\n Testing sync client") client: openai.AzureOpenAI = router.cache.get_cache(key=f"{model_id}_client") # type: ignore assert client.api_key == os.environ["OPENAI_API_KEY"] - assert client.max_retries == int( + assert client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert client.timeout == ( @@ -921,7 +927,7 @@ def test_reading_openai_keys_os_environ(): print("\n Testing sync stream client") stream_client: openai.AzureOpenAI = router.cache.get_cache(key=f"{model_id}_stream_client") # type: ignore assert stream_client.api_key == os.environ["OPENAI_API_KEY"] - assert stream_client.max_retries == int( + assert stream_client.max_retries == ( os.environ["AZURE_MAX_RETRIES"] ), f"{stream_client.max_retries} vs {os.environ['AZURE_MAX_RETRIES']}" assert stream_client.timeout == ( @@ -936,29 +942,27 @@ def test_reading_openai_keys_os_environ(): # test_reading_openai_keys_os_environ() - - -def test_router_timeout(): - model_list = [ - { - "model_name": "gpt-3.5-turbo", - "litellm_params": { - "model": "gpt-3.5-turbo", - "api_key": "os.environ/OPENAI_API_KEY", - "timeout": "os.environ/AZURE_TIMEOUT", - "stream_timeout": "os.environ/AZURE_STREAM_TIMEOUT", - "max_retries": "os.environ/AZURE_MAX_RETRIES", - }, - } - ] - router = Router(model_list=model_list) - messages = [{"role": "user", "content": "Hey, how's it going?"}] - start_time = time.time() - try: - router.completion( - model="gpt-3.5-turbo", messages=messages, max_tokens=500, timeout=1 - ) - except litellm.exceptions.Timeout as e: - pass - end_time = time.time() - assert end_time - start_time < 1.1 +# def test_router_timeout(): +# model_list = [ +# { +# "model_name": "gpt-3.5-turbo", +# "litellm_params": { +# "model": "gpt-3.5-turbo", +# "api_key": "os.environ/OPENAI_API_KEY", +# "timeout": "os.environ/AZURE_TIMEOUT", +# "stream_timeout": "os.environ/AZURE_STREAM_TIMEOUT", +# "max_retries": "os.environ/AZURE_MAX_RETRIES", +# }, +# } +# ] +# router = Router(model_list=model_list) +# messages = [{"role": "user", "content": "Hey, how's it going?"}] +# start_time = time.time() +# try: +# router.completion( +# model="gpt-3.5-turbo", messages=messages, max_tokens=500, timeout=1 +# ) +# except litellm.exceptions.Timeout as e: +# pass +# end_time = time.time() +# assert end_time - start_time < 1.1 From 6c1f8378c180cc6556499c32362f2692cb1d00c5 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 10:07:13 -0800 Subject: [PATCH 183/499] (test) fix sagemaker stream test --- litellm/tests/test_streaming.py | 30 ++++++++++++++++++++++++++---- 1 file changed, 26 insertions(+), 4 deletions(-) diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py index c3e0b68fad..959e63d594 100644 --- a/litellm/tests/test_streaming.py +++ b/litellm/tests/test_streaming.py @@ -274,7 +274,7 @@ def test_completion_azure_stream(): pytest.fail(f"Error occurred: {e}") -test_completion_azure_stream() +# test_completion_azure_stream() def test_completion_azure_function_calling_stream(): @@ -799,9 +799,30 @@ def test_sagemaker_weird_response(): When the stream ends, flush any remaining holding chunks. """ try: - chunk = """[INST] Hey, how's it going? [/INST] + from litellm.llms.sagemaker import TokenIterator + import json + import json + from litellm.llms.sagemaker import TokenIterator - I'm doing well, thanks for asking! How about you? Is there anything you'd like to chat about or ask? I'm here to help with any questions you might have.""" + chunk = """[INST] Hey, how's it going? [/INST], + I'm doing well, thanks for asking! How about you? Is there anything you'd like to chat about or ask? I'm here to help with any questions you might have.""" + + data = "\n".join( + map( + lambda x: f"data: {json.dumps({'token': {'text': x.strip()}})}", + chunk.strip().split(","), + ) + ) + stream = bytes(data, encoding="utf8") + + # Modify the array to be a dictionary with "PayloadPart" and "Bytes" keys. + stream_iterator = iter([{"PayloadPart": {"Bytes": stream}}]) + + token_iter = TokenIterator(stream_iterator) + + # for token in token_iter: + # print(token) + litellm.set_verbose = True logging_obj = litellm.Logging( model="berri-benchmarking-Llama-2-70b-chat-hf-4", @@ -813,13 +834,14 @@ def test_sagemaker_weird_response(): start_time=time.time(), ) response = litellm.CustomStreamWrapper( - completion_stream=chunk, + completion_stream=token_iter, model="berri-benchmarking-Llama-2-70b-chat-hf-4", custom_llm_provider="sagemaker", logging_obj=logging_obj, ) complete_response = "" for chunk in response: + print(chunk) complete_response += chunk["choices"][0]["delta"]["content"] assert len(complete_response) > 0 except Exception as e: From 05754ef238ddfcab4719ea97bd33996b0d6df6fd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 10:31:49 -0800 Subject: [PATCH 184/499] test(test_router.py): add more testing for dynamically passing params to router --- litellm/tests/test_router.py | 42 ++++++++++++++++-------------------- 1 file changed, 18 insertions(+), 24 deletions(-) diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index f9d16a55b0..6c5e8ee7d4 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -942,27 +942,21 @@ def test_reading_openai_keys_os_environ(): # test_reading_openai_keys_os_environ() -# def test_router_timeout(): -# model_list = [ -# { -# "model_name": "gpt-3.5-turbo", -# "litellm_params": { -# "model": "gpt-3.5-turbo", -# "api_key": "os.environ/OPENAI_API_KEY", -# "timeout": "os.environ/AZURE_TIMEOUT", -# "stream_timeout": "os.environ/AZURE_STREAM_TIMEOUT", -# "max_retries": "os.environ/AZURE_MAX_RETRIES", -# }, -# } -# ] -# router = Router(model_list=model_list) -# messages = [{"role": "user", "content": "Hey, how's it going?"}] -# start_time = time.time() -# try: -# router.completion( -# model="gpt-3.5-turbo", messages=messages, max_tokens=500, timeout=1 -# ) -# except litellm.exceptions.Timeout as e: -# pass -# end_time = time.time() -# assert end_time - start_time < 1.1 + + +def test_router_anthropic_key_dynamic(): + anthropic_api_key = os.environ.pop("ANTHROPIC_API_KEY") + model_list = [ + { + "model_name": "anthropic-claude", + "litellm_params": { + "model": "claude-instant-1", + "api_key": anthropic_api_key, + }, + } + ] + + router = Router(model_list=model_list) + messages = [{"role": "user", "content": "Hey, how's it going?"}] + router.completion(model="anthropic-claude", messages=messages) + os.environ["ANTHROPIC_API_KEY"] = anthropic_api_key From 01a2514b98f99344213b0a16fc90c6c73b65f289 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 10:32:02 -0800 Subject: [PATCH 185/499] =?UTF-8?q?bump:=20version=201.18.9=20=E2=86=92=20?= =?UTF-8?q?1.18.10?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index de6107b671..00d424e790 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.9" +version = "1.18.10" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.9" +version = "1.18.10" version_files = [ "pyproject.toml:^version" ] From bd37a9cb5e3e34aa4550a41c43ab9c28db825f6f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 11:12:16 -0800 Subject: [PATCH 186/499] (fix) proxy - streaming sagemaker --- litellm/proxy/proxy_server.py | 26 ++++++++++++++++++-------- litellm/proxy/tests/test_openai_js.js | 2 +- 2 files changed, 19 insertions(+), 9 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 78e756a2a6..f4eb04874b 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1658,11 +1658,16 @@ async def completion( "stream" in data and data["stream"] == True ): # use generate_responses to stream responses custom_headers = {"x-litellm-model-id": model_id} - return StreamingResponse( - async_data_generator( - user_api_key_dict=user_api_key_dict, + stream_content = async_data_generator( + user_api_key_dict=user_api_key_dict, + response=response, + ) + if response.custom_llm_provider == "sagemaker": + stream_content = data_generator( response=response, - ), + ) + return StreamingResponse( + stream_content, media_type="text/event-stream", headers=custom_headers, ) @@ -1820,11 +1825,16 @@ async def chat_completion( "stream" in data and data["stream"] == True ): # use generate_responses to stream responses custom_headers = {"x-litellm-model-id": model_id} - return StreamingResponse( - async_data_generator( - user_api_key_dict=user_api_key_dict, + stream_content = async_data_generator( + user_api_key_dict=user_api_key_dict, + response=response, + ) + if response.custom_llm_provider == "sagemaker": + stream_content = data_generator( response=response, - ), + ) + return StreamingResponse( + stream_content, media_type="text/event-stream", headers=custom_headers, ) diff --git a/litellm/proxy/tests/test_openai_js.js b/litellm/proxy/tests/test_openai_js.js index 7e74eeca3f..c0f25cf058 100644 --- a/litellm/proxy/tests/test_openai_js.js +++ b/litellm/proxy/tests/test_openai_js.js @@ -4,7 +4,7 @@ const openai = require('openai'); process.env.DEBUG=false; async function runOpenAI() { const client = new openai.OpenAI({ - apiKey: 'sk-yPX56TDqBpr23W7ruFG3Yg', + apiKey: 'sk-JkKeNi6WpWDngBsghJ6B9g', baseURL: 'http://0.0.0.0:8000' }); From a61dbc1613c4696a9d6a0d675371a6a7d21a5974 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 12:08:58 -0800 Subject: [PATCH 187/499] (fix) select_data_generator - sagemaker --- litellm/proxy/proxy_server.py | 37 ++++++++++++++++++++--------------- 1 file changed, 21 insertions(+), 16 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index f4eb04874b..af5d6d5ac9 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1422,6 +1422,19 @@ async def async_data_generator(response, user_api_key_dict): yield f"data: {str(e)}\n\n" +def select_data_generator(response, user_api_key_dict): + # since boto3 - sagemaker does not support async calls + if response.custom_llm_provider == "sagemaker": + return data_generator( + response=response, + ) + else: + # default to async_data_generator + return async_data_generator( + response=response, user_api_key_dict=user_api_key_dict + ) + + def get_litellm_model_info(model: dict = {}): model_info = model.get("model_info", {}) model_to_lookup = model.get("litellm_params", {}).get("model", None) @@ -1658,16 +1671,12 @@ async def completion( "stream" in data and data["stream"] == True ): # use generate_responses to stream responses custom_headers = {"x-litellm-model-id": model_id} - stream_content = async_data_generator( - user_api_key_dict=user_api_key_dict, - response=response, + selected_data_generator = select_data_generator( + response=response, user_api_key_dict=user_api_key_dict ) - if response.custom_llm_provider == "sagemaker": - stream_content = data_generator( - response=response, - ) + return StreamingResponse( - stream_content, + selected_data_generator, media_type="text/event-stream", headers=custom_headers, ) @@ -1825,16 +1834,12 @@ async def chat_completion( "stream" in data and data["stream"] == True ): # use generate_responses to stream responses custom_headers = {"x-litellm-model-id": model_id} - stream_content = async_data_generator( - user_api_key_dict=user_api_key_dict, - response=response, + selected_data_generator = select_data_generator( + response=response, user_api_key_dict=user_api_key_dict ) - if response.custom_llm_provider == "sagemaker": - stream_content = data_generator( - response=response, - ) + return StreamingResponse( - stream_content, + selected_data_generator, media_type="text/event-stream", headers=custom_headers, ) From 44e213e842d0ad7121aa56f39b156de6028686ca Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 12:13:34 -0800 Subject: [PATCH 188/499] (fix) select_data_generator --- litellm/proxy/proxy_server.py | 23 ++++++++++++++++------- 1 file changed, 16 insertions(+), 7 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index af5d6d5ac9..a1790f49ce 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1423,13 +1423,22 @@ async def async_data_generator(response, user_api_key_dict): def select_data_generator(response, user_api_key_dict): - # since boto3 - sagemaker does not support async calls - if response.custom_llm_provider == "sagemaker": - return data_generator( - response=response, - ) - else: - # default to async_data_generator + try: + # since boto3 - sagemaker does not support async calls, we should use a sync data_generator + if ( + hasattr(response, "custom_llm_provider") + and response.custom_llm_provider == "sagemaker" + ): + return data_generator( + response=response, + ) + else: + # default to async_data_generator + return async_data_generator( + response=response, user_api_key_dict=user_api_key_dict + ) + except: + # worst case - use async_data_generator return async_data_generator( response=response, user_api_key_dict=user_api_key_dict ) From e8cd27f2b75277cd8ae2f2ea02014ac6e4e1ecfd Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 12:31:16 -0800 Subject: [PATCH 189/499] (fix) sagemaker streaming support --- litellm/utils.py | 8 +++----- 1 file changed, 3 insertions(+), 5 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index 00b76bfb5e..85d160334e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7732,10 +7732,8 @@ class CustomStreamWrapper: ] self.sent_last_chunk = True elif self.custom_llm_provider == "sagemaker": - print_verbose(f"ENTERS SAGEMAKER STREAMING") - new_chunk = next(self.completion_stream) - - completion_obj["content"] = new_chunk + print_verbose(f"ENTERS SAGEMAKER STREAMING for chunk {chunk}") + completion_obj["content"] = chunk elif self.custom_llm_provider == "petals": if len(self.completion_stream) == 0: if self.sent_last_chunk: @@ -7854,7 +7852,7 @@ class CustomStreamWrapper: completion_obj["role"] = "assistant" self.sent_first_chunk = True model_response.choices[0].delta = Delta(**completion_obj) - print_verbose(f"model_response: {model_response}") + print_verbose(f"returning model_response: {model_response}") return model_response else: return From b1a105e309b210164a127429300ec5b2eec1b04f Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 12:33:13 -0800 Subject: [PATCH 190/499] feat(proxy/utils.py): enable background process to reset key budgets --- litellm/proxy/_types.py | 1 + litellm/proxy/proxy_server.py | 19 +++++ litellm/proxy/schema.prisma | 2 + litellm/proxy/utils.py | 128 +++++++++++++++++++++++++++++----- schema.prisma | 6 +- 5 files changed, 138 insertions(+), 18 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index bb56ad6bf1..d5dc841cb2 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -135,6 +135,7 @@ class GenerateKeyRequest(LiteLLMBase): metadata: Optional[dict] = {} tpm_limit: Optional[int] = None rpm_limit: Optional[int] = None + budget_duration: Optional[str] = None class UpdateKeyRequest(LiteLLMBase): diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 78e756a2a6..398905e1ab 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -19,6 +19,7 @@ try: import yaml import orjson import logging + from apscheduler.schedulers.asyncio import AsyncIOScheduler except ImportError as e: raise ImportError(f"Missing dependency {e}. Run `pip install 'litellm[proxy]'`") @@ -73,6 +74,7 @@ from litellm.proxy.utils import ( _cache_user_row, send_email, get_logging_payload, + reset_budget, ) from litellm.proxy.secret_managers.google_kms import load_google_kms import pydantic @@ -1125,6 +1127,7 @@ async def generate_key_helper_fn( config: dict, spend: float, key_max_budget: Optional[float] = None, # key_max_budget is used to Budget Per key + key_budget_duration: Optional[str] = None, max_budget: Optional[float] = None, # max_budget is used to Budget Per user token: Optional[str] = None, user_id: Optional[str] = None, @@ -1170,6 +1173,12 @@ async def generate_key_helper_fn( duration_s = _duration_in_seconds(duration=duration) expires = datetime.utcnow() + timedelta(seconds=duration_s) + if key_budget_duration is None: # one-time budget + key_reset_at = None + else: + duration_s = _duration_in_seconds(duration=key_budget_duration) + key_reset_at = datetime.utcnow() + timedelta(seconds=duration_s) + aliases_json = json.dumps(aliases) config_json = json.dumps(config) metadata_json = json.dumps(metadata) @@ -1205,6 +1214,8 @@ async def generate_key_helper_fn( "metadata": metadata_json, "tpm_limit": tpm_limit, "rpm_limit": rpm_limit, + "budget_duration": key_budget_duration, + "budget_reset_at": key_reset_at, } if prisma_client is not None: ## CREATE USER (If necessary) @@ -1511,6 +1522,11 @@ async def startup_event(): duration=None, models=[], aliases={}, config={}, spend=0, token=master_key ) + ### START BUDGET SCHEDULER ### + scheduler = AsyncIOScheduler() + scheduler.add_job(reset_budget, "interval", seconds=10, args=[prisma_client]) + scheduler.start() + #### API ENDPOINTS #### @router.get( @@ -2186,6 +2202,9 @@ async def generate_key_fn( if "max_budget" in data_json: data_json["key_max_budget"] = data_json.pop("max_budget", None) + if "budget_duration" in data_json: + data_json["key_budget_duration"] = data_json.pop("budget_duration", None) + response = await generate_key_helper_fn(**data_json) return GenerateKeyResponse( key=response["token"], expires=response["expires"], user_id=response["user_id"] diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 931a158125..ea3bade8cd 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -34,6 +34,8 @@ model LiteLLM_VerificationToken { tpm_limit BigInt? rpm_limit BigInt? max_budget Float? @default(0.0) + budget_duration String? + budget_reset_at DateTime? } model LiteLLM_Config { diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index c19137d571..1091410790 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -14,10 +14,10 @@ from litellm.integrations.custom_logger import CustomLogger from litellm.proxy.db.base_client import CustomDB from litellm._logging import verbose_proxy_logger from fastapi import HTTPException, status -import smtplib +import smtplib, re from email.mime.text import MIMEText from email.mime.multipart import MIMEMultipart -from datetime import datetime +from datetime import datetime, timedelta def print_verbose(print_statement): @@ -363,6 +363,8 @@ class PrismaClient: user_id: Optional[str] = None, table_name: Optional[Literal["user", "key", "config"]] = None, query_type: Literal["find_unique", "find_all"] = "find_unique", + expires: Optional[datetime] = None, + reset_at: Optional[datetime] = None, ): try: print_verbose("PrismaClient: get_data") @@ -391,6 +393,24 @@ class PrismaClient: for r in response: if isinstance(r.expires, datetime): r.expires = r.expires.isoformat() + elif ( + query_type == "find_all" + and expires is not None + and reset_at is not None + ): + response = await self.db.litellm_verificationtoken.find_many( + where={ + "OR": [ + {"expires": None}, + {"expires": {"gt": expires}}, + ], + "budget_reset_at": {"lt": reset_at}, + } + ) + if response is not None and len(response) > 0: + for r in response: + if isinstance(r.expires, datetime): + r.expires = r.expires.isoformat() print_verbose(f"PrismaClient: response={response}") if response is not None: return response @@ -517,7 +537,10 @@ class PrismaClient: self, token: Optional[str] = None, data: dict = {}, + data_list: Optional[List] = None, user_id: Optional[str] = None, + query_type: Literal["update", "update_many"] = "update", + table_name: Optional[Literal["user", "key", "config", "spend"]] = None, ): """ Update existing data @@ -526,20 +549,21 @@ class PrismaClient: db_data = self.jsonify_object(data=data) if token is not None: print_verbose(f"token: {token}") - # check if plain text or hash - if token.startswith("sk-"): - token = self.hash_token(token=token) - db_data["token"] = token - response = await self.db.litellm_verificationtoken.update( - where={"token": token}, # type: ignore - data={**db_data}, # type: ignore - ) - print_verbose( - "\033[91m" - + f"DB Token Table update succeeded {response}" - + "\033[0m" - ) - return {"token": token, "data": db_data} + if query_type == "update": + # check if plain text or hash + if token.startswith("sk-"): + token = self.hash_token(token=token) + db_data["token"] = token + response = await self.db.litellm_verificationtoken.update( + where={"token": token}, # type: ignore + data={**db_data}, # type: ignore + ) + print_verbose( + "\033[91m" + + f"DB Token Table update succeeded {response}" + + "\033[0m" + ) + return {"token": token, "data": db_data} elif user_id is not None: """ If data['spend'] + data['user'], update the user table with spend info as well @@ -566,6 +590,33 @@ class PrismaClient: + "\033[0m" ) return {"user_id": user_id, "data": db_data} + elif ( + table_name is not None + and table_name == "key" + and query_type == "update_many" + and data_list is not None + and isinstance(data_list, list) + ): + """ + Batch write update queries + """ + batcher = self.db.batch_() + for idx, t in enumerate(data_list): + # check if plain text or hash + if t.token.startswith("sk-"): # type: ignore + t.token = self.hash_token(token=t.token) # type: ignore + try: + data_json = self.jsonify_object(data=t.model_dump()) + except: + data_json = self.jsonify_object(data=t.dict()) + batcher.litellm_verificationtoken.update( + where={"token": t.token}, # type: ignore + data={**data_json}, # type: ignore + ) + await batcher.commit() + print_verbose( + "\033[91m" + f"DB Token Table update succeeded" + "\033[0m" + ) except Exception as e: asyncio.create_task( self.proxy_logging_obj.failure_handler(original_exception=e) @@ -886,3 +937,48 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): payload[param] = str(payload[param]) return payload + + +def _duration_in_seconds(duration: str): + match = re.match(r"(\d+)([smhd]?)", duration) + if not match: + raise ValueError("Invalid duration format") + + value, unit = match.groups() + value = int(value) + + if unit == "s": + return value + elif unit == "m": + return value * 60 + elif unit == "h": + return value * 3600 + elif unit == "d": + return value * 86400 + else: + raise ValueError("Unsupported duration unit") + + +async def reset_budget(prisma_client: PrismaClient): + """ + Gets all the non-expired keys for a db, which need budget to be reset + + Resets their budget + + Updates db + """ + if prisma_client is not None: + now = datetime.utcnow() + keys_to_reset = await prisma_client.get_data( + table_name="key", query_type="find_all", expires=now, reset_at=now + ) + + for key in keys_to_reset: + key.spend = 0.0 + duration_s = _duration_in_seconds(duration=key.budget_duration) + key.budget_reset_at = key.budget_reset_at + timedelta(seconds=duration_s) + + if len(keys_to_reset) > 0: + await prisma_client.update_data( + query_type="update_many", data_list=keys_to_reset, table_name="key" + ) diff --git a/schema.prisma b/schema.prisma index 1212b0c661..ea3bade8cd 100644 --- a/schema.prisma +++ b/schema.prisma @@ -34,6 +34,8 @@ model LiteLLM_VerificationToken { tpm_limit BigInt? rpm_limit BigInt? max_budget Float? @default(0.0) + budget_duration String? + budget_reset_at DateTime? } model LiteLLM_Config { @@ -43,8 +45,8 @@ model LiteLLM_Config { model LiteLLM_SpendLogs { request_id String @unique - api_key String @default ("") call_type String + api_key String @default ("") spend Float @default(0.0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field @@ -56,4 +58,4 @@ model LiteLLM_SpendLogs { usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") -} +} \ No newline at end of file From 6d81da3f430b4865be50dbb979a7358978cfac49 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 12:37:19 -0800 Subject: [PATCH 191/499] =?UTF-8?q?bump:=20version=201.18.10=20=E2=86=92?= =?UTF-8?q?=201.18.11?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 00d424e790..2be49d95d9 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.10" +version = "1.18.11" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -61,7 +61,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.10" +version = "1.18.11" version_files = [ "pyproject.toml:^version" ] From 39b4f19bd8acedc77cae67b881f1dde4149fc9fc Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 12:56:03 -0800 Subject: [PATCH 192/499] (fix) same response_id across chunk --- litellm/utils.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/litellm/utils.py b/litellm/utils.py index 85d160334e..a400a899e8 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7041,6 +7041,7 @@ class CustomStreamWrapper: self._hidden_params = { "model_id": (_model_info.get("id", None)) } # returned as x-litellm-model-id response header in proxy + self.response_id = None def __iter__(self): return self @@ -7613,6 +7614,10 @@ class CustomStreamWrapper: def chunk_creator(self, chunk): model_response = ModelResponse(stream=True, model=self.model) + if self.response_id is not None: + model_response.id = self.response_id + else: + self.response_id = model_response.id model_response._hidden_params["custom_llm_provider"] = self.custom_llm_provider model_response.choices = [StreamingChoices()] model_response.choices[0].finish_reason = None From d455833dfb5477818f1269e72fd5a067f61aedaf Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 12:57:04 -0800 Subject: [PATCH 193/499] (test) same response id across chunks --- litellm/tests/test_completion.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index 4215802530..b2c69804cc 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -1408,9 +1408,15 @@ def test_completion_sagemaker_stream(): ) complete_streaming_response = "" - - for chunk in response: + first_chunk_id, chunk_id = None, None + for i, chunk in enumerate(response): print(chunk) + chunk_id = chunk.id + print(chunk_id) + if i == 0: + first_chunk_id = chunk_id + else: + assert chunk_id == first_chunk_id complete_streaming_response += chunk.choices[0].delta.content or "" # Add any assertions here to check the response # print(response) From 64a387d09bf5e3e6e7e8ec3faa18414a79b33fb0 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 13:06:05 -0800 Subject: [PATCH 194/499] (test) test chunk_ids match across chunks for bedrock --- litellm/tests/test_streaming.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py index 959e63d594..14b1a72103 100644 --- a/litellm/tests/test_streaming.py +++ b/litellm/tests/test_streaming.py @@ -733,8 +733,15 @@ def test_completion_bedrock_claude_stream(): complete_response = "" has_finish_reason = False # Add any assertions here to check the response + first_chunk_id = None for idx, chunk in enumerate(response): # print + if idx == 0: + first_chunk_id = chunk.id + else: + assert ( + chunk.id == first_chunk_id + ), f"chunk ids do not match: {chunk.id} != first chunk id{first_chunk_id}" chunk, finished = streaming_format_tests(idx, chunk) has_finish_reason = finished complete_response += chunk From b40176810e93bb03488af4e1c600404402402575 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 13:27:49 -0800 Subject: [PATCH 195/499] (test) dynamic timeouts - router --- litellm/tests/test_router.py | 26 ++++++++++++++++++++++++++ 1 file changed, 26 insertions(+) diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index 6c5e8ee7d4..d7ab4b8808 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -960,3 +960,29 @@ def test_router_anthropic_key_dynamic(): messages = [{"role": "user", "content": "Hey, how's it going?"}] router.completion(model="anthropic-claude", messages=messages) os.environ["ANTHROPIC_API_KEY"] = anthropic_api_key + + +def test_router_timeout(): + model_list = [ + { + "model_name": "gpt-3.5-turbo", + "litellm_params": { + "model": "gpt-3.5-turbo", + "api_key": "os.environ/OPENAI_API_KEY", + }, + } + ] + router = Router(model_list=model_list) + messages = [{"role": "user", "content": "Hey, how's it going?"}] + start_time = time.time() + try: + res = router.completion( + model="gpt-3.5-turbo", messages=messages, timeout=0.0001 + ) + print(res) + pytest.fail("this should have timed out") + except litellm.exceptions.Timeout as e: + print("got timeout exception") + print(e) + print(vars(e)) + pass From 7eb96e46a4460bb2547e91e2e4e25bfb0afa6d30 Mon Sep 17 00:00:00 2001 From: Krish Dholakia Date: Tue, 23 Jan 2024 13:55:08 -0800 Subject: [PATCH 196/499] Updated config.yml --- .circleci/config.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.circleci/config.yml b/.circleci/config.yml index c2433c7add..9ec6c8db2e 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -42,6 +42,7 @@ jobs: pip install "anyio==3.7.1" pip install "aiodynamo==23.10.1" pip install "asyncio==3.4.3" + pip install "apscheduler==3.10.4" pip install "PyGithub==1.59.1" - save_cache: paths: From 2f11b92698a1e7d07abd139d8fe934a022f0640f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 14:15:19 -0800 Subject: [PATCH 197/499] v0 view spend logs --- ui/admin.py | 39 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) diff --git a/ui/admin.py b/ui/admin.py index 2d823d85d7..80eca7d3cf 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -178,6 +178,42 @@ def list_models(): ) +def usage_stats(): + import streamlit as st + import requests + + # Check if the necessary configuration is available + if ( + st.session_state.get("api_url", None) is not None + and st.session_state.get("proxy_key", None) is not None + ): + # Make the GET request + try: + complete_url = "" + if isinstance(st.session_state["api_url"], str) and st.session_state[ + "api_url" + ].endswith("/"): + complete_url = f"{st.session_state['api_url']}models" + else: + complete_url = f"{st.session_state['api_url']}/models" + response = requests.get( + complete_url, + headers={"Authorization": f"Bearer {st.session_state['proxy_key']}"}, + ) + # Check if the request was successful + if response.status_code == 200: + models = response.json() + st.write(models) # or st.json(models) to pretty print the JSON + else: + st.error(f"Failed to get models. Status code: {response.status_code}") + except Exception as e: + st.error(f"An error occurred while requesting models: {e}") + else: + st.warning( + "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + ) + + def create_key(): import streamlit as st import json, requests, uuid @@ -338,6 +374,7 @@ def admin_page(is_admin="NOT_GIVEN"): "Add Models", "List Models", "Create Key", + "Usage Stats", "End-User Auth", ), ) @@ -369,6 +406,8 @@ def admin_page(is_admin="NOT_GIVEN"): list_models() elif page == "Create Key": create_key() + elif page == "Usage Stats": + usage_stats() admin_page() From afada01ffc40680e606ab5e18d5177430cb066a1 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 14:39:35 -0800 Subject: [PATCH 198/499] fix(utils.py): fix streaming cost tracking --- litellm/proxy/proxy_server.py | 14 +++++++++----- litellm/proxy/utils.py | 4 ++-- litellm/utils.py | 32 ++++++++++++++++++++++++++------ pyproject.toml | 2 ++ 4 files changed, 39 insertions(+), 13 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 398905e1ab..df8b63b64e 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -572,7 +572,7 @@ async def track_cost_callback( litellm_params = kwargs.get("litellm_params", {}) or {} proxy_server_request = litellm_params.get("proxy_server_request") or {} user_id = proxy_server_request.get("body", {}).get("user", None) - if "response_cost" in kwargs: + if kwargs.get("response_cost", None) is not None: response_cost = kwargs["response_cost"] user_api_key = kwargs["litellm_params"]["metadata"].get( "user_api_key", None @@ -598,9 +598,13 @@ async def track_cost_callback( end_time=end_time, ) else: - raise Exception( - f"Model not in litellm model cost map. Add custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" - ) + if ( + kwargs["stream"] != True + or kwargs.get("complete_streaming_response", None) is not None + ): + raise Exception( + f"Model not in litellm model cost map. Add custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" + ) except Exception as e: verbose_proxy_logger.debug(f"error in tracking cost callback - {str(e)}") @@ -1514,7 +1518,7 @@ async def startup_event(): duration=None, models=[], aliases={}, config={}, spend=0, token=master_key ) verbose_proxy_logger.debug( - f"custom_db_client client - Inserting master key {custom_db_client}. Master_key: {master_key}" + f"custom_db_client client {custom_db_client}. Master_key: {master_key}" ) if custom_db_client is not None and master_key is not None: # add master key to db diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 1091410790..c06bed7fa4 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -961,9 +961,9 @@ def _duration_in_seconds(duration: str): async def reset_budget(prisma_client: PrismaClient): """ - Gets all the non-expired keys for a db, which need budget to be reset + Gets all the non-expired keys for a db, which need spend to be reset - Resets their budget + Resets their spend Updates db """ diff --git a/litellm/utils.py b/litellm/utils.py index 00b76bfb5e..7f8a447ad0 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1067,10 +1067,15 @@ class Logging: ## if model in model cost map - log the response cost ## else set cost to None verbose_logger.debug(f"Model={self.model}; result={result}") - if result is not None and ( - isinstance(result, ModelResponse) - or isinstance(result, EmbeddingResponse) - ): + verbose_logger.debug(f"self.stream: {self.stream}") + if ( + result is not None + and ( + isinstance(result, ModelResponse) + or isinstance(result, EmbeddingResponse) + ) + and self.stream != True + ): # handle streaming separately try: self.model_call_details["response_cost"] = litellm.completion_cost( completion_response=result, @@ -1125,7 +1130,7 @@ class Logging: else: self.sync_streaming_chunks.append(result) - if complete_streaming_response: + if complete_streaming_response is not None: verbose_logger.debug( f"Logging Details LiteLLM-Success Call streaming complete" ) @@ -1418,11 +1423,23 @@ class Logging: complete_streaming_response = None else: self.streaming_chunks.append(result) - if complete_streaming_response: + if complete_streaming_response is not None: print_verbose("Async success callbacks: Got a complete streaming response") self.model_call_details[ "complete_streaming_response" ] = complete_streaming_response + try: + self.model_call_details["response_cost"] = litellm.completion_cost( + completion_response=complete_streaming_response, + ) + verbose_logger.debug( + f"Model={self.model}; cost={self.model_call_details['response_cost']}" + ) + except litellm.NotFoundError as e: + verbose_logger.debug( + f"Model={self.model} not found in completion cost map." + ) + self.model_call_details["response_cost"] = None for callback in litellm._async_success_callback: try: @@ -2867,6 +2884,9 @@ def cost_per_token( if model in model_cost_ref: verbose_logger.debug(f"Success: model={model} in model_cost_map") + verbose_logger.debug( + f"prompt_tokens={prompt_tokens}; completion_tokens={completion_tokens}" + ) if ( model_cost_ref[model].get("input_cost_per_token", None) is not None and model_cost_ref[model].get("output_cost_per_token", None) is not None diff --git a/pyproject.toml b/pyproject.toml index 00d424e790..0a18f6af13 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -25,6 +25,7 @@ backoff = {version = "*", optional = true} pyyaml = {version = "^6.0.1", optional = true} rq = {version = "*", optional = true} orjson = {version = "^3.9.7", optional = true} +apscheduler = {version = "^3.10.4", optional = true} streamlit = {version = "^1.29.0", optional = true} [tool.poetry.extras] @@ -36,6 +37,7 @@ proxy = [ "pyyaml", "rq", "orjson", + "apscheduler" ] extra_proxy = [ From a2da9c30fbf7c0232944d0e3f8d7c7129f6052c7 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 15:10:10 -0800 Subject: [PATCH 199/499] (feat) add /spend/keys endpoint --- litellm/proxy/proxy_server.py | 24 ++++++++++++++++++++++++ litellm/proxy/utils.py | 4 ++++ 2 files changed, 28 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index a1790f49ce..a69e379583 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2305,6 +2305,30 @@ async def info_key_fn( ) +@router.get( + "/spend/keys", + tags=["Budget & Spend Tracking"], + dependencies=[Depends(user_api_key_auth)], +) +async def spend_key_fn(): + global prisma_client + try: + if prisma_client is None: + raise Exception( + f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" + ) + + key_info = await prisma_client.get_data(table_name="key", query_type="find_all") + + return key_info + + except Exception as e: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": str(e)}, + ) + + #### USER MANAGEMENT #### @router.post( "/user/new", diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index c19137d571..2a5495919d 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -391,6 +391,10 @@ class PrismaClient: for r in response: if isinstance(r.expires, datetime): r.expires = r.expires.isoformat() + elif query_type == "find_all": + response = await self.db.litellm_verificationtoken.find_many( + order={"spend": "desc"}, + ) print_verbose(f"PrismaClient: response={response}") if response is not None: return response From 1158ff49952038ecaa7280a0f056294c9890d987 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 15:58:14 -0800 Subject: [PATCH 200/499] (feat) use cli args to start streamlit --- litellm/proxy/admin_ui.py | 4 +- ui/admin.py | 101 ++++++++++++++++++++++++++++---------- 2 files changed, 78 insertions(+), 27 deletions(-) diff --git a/litellm/proxy/admin_ui.py b/litellm/proxy/admin_ui.py index d50d8be908..c72cd88f0b 100644 --- a/litellm/proxy/admin_ui.py +++ b/litellm/proxy/admin_ui.py @@ -98,7 +98,7 @@ def list_models(): st.error(f"An error occurred while requesting models: {e}") else: st.warning( - "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" ) @@ -151,7 +151,7 @@ def create_key(): raise e else: st.warning( - "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" ) diff --git a/ui/admin.py b/ui/admin.py index 80eca7d3cf..59fa034e11 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -6,6 +6,9 @@ from dotenv import load_dotenv load_dotenv() import streamlit as st import base64, os, json, uuid, requests +import pandas as pd +import plotly.express as px +import click # Replace your_base_url with the actual URL where the proxy auth app is hosted your_base_url = os.getenv("BASE_URL") # Example base URL @@ -75,7 +78,7 @@ def add_new_model(): and st.session_state.get("proxy_key", None) is None ): st.warning( - "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" ) model_name = st.text_input( @@ -174,11 +177,11 @@ def list_models(): st.error(f"An error occurred while requesting models: {e}") else: st.warning( - "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" ) -def usage_stats(): +def spend_per_key(): import streamlit as st import requests @@ -193,27 +196,50 @@ def usage_stats(): if isinstance(st.session_state["api_url"], str) and st.session_state[ "api_url" ].endswith("/"): - complete_url = f"{st.session_state['api_url']}models" + complete_url = f"{st.session_state['api_url']}/spend/keys" else: - complete_url = f"{st.session_state['api_url']}/models" + complete_url = f"{st.session_state['api_url']}/spend/keys" response = requests.get( complete_url, headers={"Authorization": f"Bearer {st.session_state['proxy_key']}"}, ) # Check if the request was successful if response.status_code == 200: - models = response.json() - st.write(models) # or st.json(models) to pretty print the JSON + spend_per_key = response.json() + # Create DataFrame + spend_df = pd.DataFrame(spend_per_key) + + # Display the spend per key as a graph + st.write("Spend per Key - Top 10:") + top_10_df = spend_df.nlargest(10, "spend") + fig = px.bar( + top_10_df, + x="token", + y="spend", + title="Top 10 Spend per Key", + height=500, # Adjust the height + width=800, # Adjust the width) + ) + st.plotly_chart(fig) + + # Display the spend per key as a table + st.write("Spend per Key - Full Table:") + st.table(spend_df) + else: st.error(f"Failed to get models. Status code: {response.status_code}") except Exception as e: st.error(f"An error occurred while requesting models: {e}") else: st.warning( - "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" ) +def spend_per_user(): + pass + + def create_key(): import streamlit as st import json, requests, uuid @@ -223,7 +249,7 @@ def create_key(): and st.session_state.get("proxy_key", None) is None ): st.warning( - "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" ) duration = st.text_input("Duration - Can be in (h,m,s)", placeholder="1h") @@ -271,7 +297,7 @@ def update_config(): and st.session_state.get("proxy_key", None) is None ): st.warning( - "Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page." + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" ) st.markdown("#### Alerting") @@ -360,12 +386,16 @@ def update_config(): raise e -def admin_page(is_admin="NOT_GIVEN"): +def admin_page(is_admin="NOT_GIVEN", input_api_url=None, input_proxy_key=None): # Display the form for the admin to set the proxy URL and allowed email subdomain + st.set_page_config( + layout="wide", # Use "wide" layout for more space + ) st.header("Admin Configuration") st.session_state.setdefault("is_admin", is_admin) # Add a navigation sidebar st.sidebar.title("Navigation") + page = st.sidebar.radio( "Go to", ( @@ -374,23 +404,31 @@ def admin_page(is_admin="NOT_GIVEN"): "Add Models", "List Models", "Create Key", - "Usage Stats", + "View Spend Per Key", + "View Spend Per User", "End-User Auth", ), ) # Display different pages based on navigation selection if page == "Connect to Proxy": # Use text inputs with intermediary variables - input_api_url = st.text_input( - "Proxy Endpoint", - value=st.session_state.get("api_url", ""), - placeholder="http://0.0.0.0:8000", - ) - input_proxy_key = st.text_input( - "Proxy Key", - value=st.session_state.get("proxy_key", ""), - placeholder="sk-...", - ) + if input_api_url is None: + input_api_url = st.text_input( + "Proxy Endpoint", + value=st.session_state.get("api_url", ""), + placeholder="http://0.0.0.0:8000", + ) + else: + st.session_state["api_url"] = input_api_url + + if input_proxy_key is None: + input_proxy_key = st.text_input( + "Proxy Key", + value=st.session_state.get("proxy_key", ""), + placeholder="sk-...", + ) + else: + st.session_state["proxy_key"] = input_proxy_key # When the "Save" button is clicked, update the session state if st.button("Save"): st.session_state["api_url"] = input_api_url @@ -406,8 +444,21 @@ def admin_page(is_admin="NOT_GIVEN"): list_models() elif page == "Create Key": create_key() - elif page == "Usage Stats": - usage_stats() + elif page == "View Spend Per Key": + spend_per_key() + elif page == "View Spend Per User": + spend_per_user() -admin_page() +# admin_page() + + +@click.command() +@click.option("--proxy_endpoint", type=str, help="Proxy Endpoint") +@click.option("--proxy_master_key", type=str, help="Proxy Master Key") +def main(proxy_endpoint, proxy_master_key): + admin_page(input_api_url=proxy_endpoint, input_proxy_key=proxy_master_key) + + +if __name__ == "__main__": + main() From f8870fb48e001ba37733f8359103e109e164fdc9 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 15:59:03 -0800 Subject: [PATCH 201/499] fix(utils.py): fix proxy streaming spend tracking --- litellm/proxy/proxy_server.py | 12 +++-- litellm/utils.py | 48 ++++++++++++++++---- tests/test_keys.py | 83 +++++++++++++++++++++++++++++++++- tests/test_openai_endpoints.py | 1 + 4 files changed, 130 insertions(+), 14 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 78e756a2a6..af6d3fd3a0 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -570,7 +570,7 @@ async def track_cost_callback( litellm_params = kwargs.get("litellm_params", {}) or {} proxy_server_request = litellm_params.get("proxy_server_request") or {} user_id = proxy_server_request.get("body", {}).get("user", None) - if "response_cost" in kwargs: + if kwargs.get("response_cost", None) is not None: response_cost = kwargs["response_cost"] user_api_key = kwargs["litellm_params"]["metadata"].get( "user_api_key", None @@ -596,9 +596,13 @@ async def track_cost_callback( end_time=end_time, ) else: - raise Exception( - f"Model not in litellm model cost map. Add custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" - ) + if kwargs["stream"] != True or ( + kwargs["stream"] == True + and kwargs.get("complete_streaming_response") in kwargs + ): + raise Exception( + f"Model not in litellm model cost map. Add custom pricing - https://docs.litellm.ai/docs/proxy/custom_pricing" + ) except Exception as e: verbose_proxy_logger.debug(f"error in tracking cost callback - {str(e)}") diff --git a/litellm/utils.py b/litellm/utils.py index 00b76bfb5e..762f94af48 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1067,9 +1067,13 @@ class Logging: ## if model in model cost map - log the response cost ## else set cost to None verbose_logger.debug(f"Model={self.model}; result={result}") - if result is not None and ( - isinstance(result, ModelResponse) - or isinstance(result, EmbeddingResponse) + if ( + result is not None + and ( + isinstance(result, ModelResponse) + or isinstance(result, EmbeddingResponse) + ) + and self.stream != True ): try: self.model_call_details["response_cost"] = litellm.completion_cost( @@ -1104,6 +1108,12 @@ class Logging: self, result=None, start_time=None, end_time=None, cache_hit=None, **kwargs ): verbose_logger.debug(f"Logging Details LiteLLM-Success Call") + start_time, end_time, result = self._success_handler_helper_fn( + start_time=start_time, + end_time=end_time, + result=result, + cache_hit=cache_hit, + ) # print(f"original response in success handler: {self.model_call_details['original_response']}") try: verbose_logger.debug(f"success callbacks: {litellm.success_callback}") @@ -1119,6 +1129,8 @@ class Logging: complete_streaming_response = litellm.stream_chunk_builder( self.sync_streaming_chunks, messages=self.model_call_details.get("messages", None), + start_time=start_time, + end_time=end_time, ) except: complete_streaming_response = None @@ -1132,13 +1144,19 @@ class Logging: self.model_call_details[ "complete_streaming_response" ] = complete_streaming_response + try: + self.model_call_details["response_cost"] = litellm.completion_cost( + completion_response=complete_streaming_response, + ) + verbose_logger.debug( + f"Model={self.model}; cost={self.model_call_details['response_cost']}" + ) + except litellm.NotFoundError as e: + verbose_logger.debug( + f"Model={self.model} not found in completion cost map." + ) + self.model_call_details["response_cost"] = None - start_time, end_time, result = self._success_handler_helper_fn( - start_time=start_time, - end_time=end_time, - result=result, - cache_hit=cache_hit, - ) for callback in litellm.success_callback: try: if callback == "lite_debugger": @@ -1423,6 +1441,18 @@ class Logging: self.model_call_details[ "complete_streaming_response" ] = complete_streaming_response + try: + self.model_call_details["response_cost"] = litellm.completion_cost( + completion_response=complete_streaming_response, + ) + verbose_logger.debug( + f"Model={self.model}; cost={self.model_call_details['response_cost']}" + ) + except litellm.NotFoundError as e: + verbose_logger.debug( + f"Model={self.model} not found in completion cost map." + ) + self.model_call_details["response_cost"] = None for callback in litellm._async_success_callback: try: diff --git a/tests/test_keys.py b/tests/test_keys.py index f209f4c5a4..f06b6721e4 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -4,13 +4,20 @@ import pytest import asyncio import aiohttp +from openai import AsyncOpenAI +import sys, os + +sys.path.insert( + 0, os.path.abspath("../") +) # Adds the parent directory to the system path +import litellm async def generate_key(session, i): url = "http://0.0.0.0:4000/key/generate" headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} data = { - "models": ["azure-models"], + "models": ["azure-models", "gpt-4"], "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": None, } @@ -82,6 +89,34 @@ async def chat_completion(session, key, model="gpt-4"): if status != 200: raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def chat_completion_streaming(session, key, model="gpt-4"): + client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000") + messages = [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ] + data = { + "model": model, + "messages": messages, + "stream": True, + } + response = await client.chat.completions.create(**data) + + content = "" + async for chunk in response: + content += chunk.choices[0].delta.content or "" + + print(f"content: {content}") + prompt_tokens = litellm.token_counter(model="azure/gpt-35-turbo", messages=messages) + completion_tokens = litellm.token_counter( + model="azure/gpt-35-turbo", text=content, count_response_tokens=True + ) + + return prompt_tokens, completion_tokens + @pytest.mark.asyncio async def test_key_update(): @@ -181,3 +216,49 @@ async def test_key_info(): random_key = key_gen["key"] status = await get_key_info(session=session, get_key=key, call_key=random_key) assert status == 403 + + +@pytest.mark.asyncio +async def test_key_info_spend_values(): + """ + - create key + - make completion call + - assert cost is expected value + """ + async with aiohttp.ClientSession() as session: + ## Test Spend Update ## + # completion + # response = await chat_completion(session=session, key=key) + # prompt_cost, completion_cost = litellm.cost_per_token( + # model="azure/gpt-35-turbo", + # prompt_tokens=response["usage"]["prompt_tokens"], + # completion_tokens=response["usage"]["completion_tokens"], + # ) + # response_cost = prompt_cost + completion_cost + # await asyncio.sleep(5) # allow db log to be updated + # key_info = await get_key_info(session=session, get_key=key, call_key=key) + # print( + # f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}" + # ) + # assert response_cost == key_info["info"]["spend"] + ## streaming + key_gen = await generate_key(session=session, i=0) + new_key = key_gen["key"] + prompt_tokens, completion_tokens = await chat_completion_streaming( + session=session, key=new_key + ) + print(f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}") + prompt_cost, completion_cost = litellm.cost_per_token( + model="azure/gpt-35-turbo", + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, + ) + response_cost = prompt_cost + completion_cost + await asyncio.sleep(5) # allow db log to be updated + key_info = await get_key_info( + session=session, get_key=new_key, call_key=new_key + ) + print( + f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}" + ) + assert response_cost == key_info["info"]["spend"] diff --git a/tests/test_openai_endpoints.py b/tests/test_openai_endpoints.py index 5a91bffa77..67d7c4db91 100644 --- a/tests/test_openai_endpoints.py +++ b/tests/test_openai_endpoints.py @@ -68,6 +68,7 @@ async def chat_completion(session, key): if status != 200: raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() @pytest.mark.asyncio From d52f5234b463e0b9a49e6ca2570a99ef3ccb46ad Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 16:14:01 -0800 Subject: [PATCH 202/499] fix(utils.py): fix double hashing issue on spend logs, streaming usage metadata logging iss ue for spend logs --- litellm/proxy/proxy_server.py | 1 + litellm/proxy/utils.py | 2 +- litellm/utils.py | 29 +++++++++++++++++++++-------- 3 files changed, 23 insertions(+), 9 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index af6d3fd3a0..fa082b49c1 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -699,6 +699,7 @@ async def update_database( valid_token.spend = new_spend user_api_key_cache.set_cache(key=token, value=valid_token) + ### UPDATE SPEND LOGS ### async def _insert_spend_log_to_db(): # Helper to generate payload to log verbose_proxy_logger.debug("inserting spend log to db") diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index c19137d571..fb5b523a76 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -834,7 +834,7 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): usage = response_obj["usage"] id = response_obj.get("id", str(uuid.uuid4())) api_key = metadata.get("user_api_key", "") - if api_key is not None and type(api_key) == str: + if api_key is not None and isinstance(api_key, str) and api_key.startswith("sk-"): # hash the api_key api_key = hash_token(api_key) diff --git a/litellm/utils.py b/litellm/utils.py index 762f94af48..76952e1bf3 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1500,14 +1500,27 @@ class Logging: end_time=end_time, ) if callable(callback): # custom logger functions - await customLogger.async_log_event( - kwargs=self.model_call_details, - response_obj=result, - start_time=start_time, - end_time=end_time, - print_verbose=print_verbose, - callback_func=callback, - ) + if self.stream: + if "complete_streaming_response" in self.model_call_details: + await customLogger.async_log_event( + kwargs=self.model_call_details, + response_obj=self.model_call_details[ + "complete_streaming_response" + ], + start_time=start_time, + end_time=end_time, + print_verbose=print_verbose, + callback_func=callback, + ) + else: + await customLogger.async_log_event( + kwargs=self.model_call_details, + response_obj=result, + start_time=start_time, + end_time=end_time, + print_verbose=print_verbose, + callback_func=callback, + ) if callback == "dynamodb": global dynamoLogger if dynamoLogger is None: From e723df30f35ef3c5931b67a9da908da3667ea193 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 16:14:39 -0800 Subject: [PATCH 203/499] (feat) ui improvements --- ui/admin.py | 15 ++++++++------- 1 file changed, 8 insertions(+), 7 deletions(-) diff --git a/ui/admin.py b/ui/admin.py index 59fa034e11..674bba7fe0 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -210,15 +210,16 @@ def spend_per_key(): spend_df = pd.DataFrame(spend_per_key) # Display the spend per key as a graph - st.write("Spend per Key - Top 10:") + st.write("Spend ($) per Key:") top_10_df = spend_df.nlargest(10, "spend") fig = px.bar( top_10_df, x="token", y="spend", title="Top 10 Spend per Key", - height=500, # Adjust the height - width=800, # Adjust the width) + height=550, # Adjust the height + width=1200, # Adjust the width) + hover_data=["token", "spend", "user_id", "team_id"], ) st.plotly_chart(fig) @@ -400,12 +401,12 @@ def admin_page(is_admin="NOT_GIVEN", input_api_url=None, input_proxy_key=None): "Go to", ( "Connect to Proxy", - "Update Config", - "Add Models", - "List Models", - "Create Key", "View Spend Per Key", "View Spend Per User", + "List Models", + "Update Config", + "Add Models", + "Create Key", "End-User Auth", ), ) From 7e0adbb9bdfa690534728f95d0403dd7e3d880f5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 16:19:32 -0800 Subject: [PATCH 204/499] fix(proxy/utils.py): remove original auth sk-.. key before logging to spend logs --- litellm/proxy/utils.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index fb5b523a76..1c504ca936 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -838,6 +838,11 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): # hash the api_key api_key = hash_token(api_key) + if "headers" in metadata and "authorization" in metadata["headers"]: + metadata["headers"].pop( + "authorization" + ) # do not store the original `sk-..` api key in the db + payload = { "request_id": id, "call_type": call_type, From 6a7126af9311aaac951b1b12f603ad2f3779ee81 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 16:24:13 -0800 Subject: [PATCH 205/499] (fix) UI --- ui/admin.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/ui/admin.py b/ui/admin.py index 674bba7fe0..8b5c6b3ab4 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -210,7 +210,7 @@ def spend_per_key(): spend_df = pd.DataFrame(spend_per_key) # Display the spend per key as a graph - st.write("Spend ($) per Key:") + st.header("Spend ($) per API Key:") top_10_df = spend_df.nlargest(10, "spend") fig = px.bar( top_10_df, From 8ae8edfdb486af77af3371ab93c50f4ae2429ab2 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 16:27:25 -0800 Subject: [PATCH 206/499] (fix) add doc string for /spend/keys --- litellm/proxy/proxy_server.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index a69e379583..cf2463226b 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2311,6 +2311,15 @@ async def info_key_fn( dependencies=[Depends(user_api_key_auth)], ) async def spend_key_fn(): + """ + View all keys created, ordered by spend + + Example Request: + ``` + curl -X GET "http://0.0.0.0:8000/spend/keys" \ +-H "Authorization: Bearer sk-1234" + ``` + """ global prisma_client try: if prisma_client is None: From f47db44b4f6dd22ebcfdb9b16402fa8b4f89dd92 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 16:27:45 -0800 Subject: [PATCH 207/499] test(test_keys.py): fix streaming test --- tests/test_keys.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/tests/test_keys.py b/tests/test_keys.py index f06b6721e4..a0bf7387d5 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -98,6 +98,8 @@ async def chat_completion_streaming(session, key, model="gpt-4"): {"role": "system", "content": "You are a helpful assistant."}, {"role": "user", "content": "Hello!"}, ] + prompt_tokens = litellm.token_counter(model="gpt-35-turbo", messages=messages) + assert prompt_tokens == 19 data = { "model": model, "messages": messages, @@ -110,7 +112,7 @@ async def chat_completion_streaming(session, key, model="gpt-4"): content += chunk.choices[0].delta.content or "" print(f"content: {content}") - prompt_tokens = litellm.token_counter(model="azure/gpt-35-turbo", messages=messages) + completion_tokens = litellm.token_counter( model="azure/gpt-35-turbo", text=content, count_response_tokens=True ) @@ -249,7 +251,7 @@ async def test_key_info_spend_values(): ) print(f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}") prompt_cost, completion_cost = litellm.cost_per_token( - model="azure/gpt-35-turbo", + model="gpt-35-turbo", prompt_tokens=prompt_tokens, completion_tokens=completion_tokens, ) From 7b8353e5c662632cb423277fdd6cbbe8aa9bcf0b Mon Sep 17 00:00:00 2001 From: Krish Dholakia Date: Tue, 23 Jan 2024 16:52:08 -0800 Subject: [PATCH 208/499] Updated config.yml --- .circleci/config.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.circleci/config.yml b/.circleci/config.yml index c2433c7add..b923a73b8d 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -114,6 +114,7 @@ jobs: pip install "pytest==7.3.1" pip install "pytest-asyncio==0.21.1" pip install aiohttp + pip install openai # Run pytest and generate JUnit XML report - run: name: Build Docker image From 0e9339b39096adca75a9db7ab24468724753b68a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 16:57:51 -0800 Subject: [PATCH 209/499] (feat) /spend/logs --- litellm/proxy/proxy_server.py | 55 +++++++++++++++++++++++++++++++++++ litellm/proxy/utils.py | 20 ++++++++++++- 2 files changed, 74 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index cf2463226b..a23d1b5f13 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2338,6 +2338,61 @@ async def spend_key_fn(): ) +@router.get( + "/spend/logs", + tags=["Budget & Spend Tracking"], + dependencies=[Depends(user_api_key_auth)], +) +async def view_spend_logs( + request_id: Optional[str] = fastapi.Query( + default=None, + description="request_id to get spend logs for specific request_id. If none passed then pass spend logs for all requests", + ), +): + """ + View all spend logs, if request_id is provided, only logs for that request_id will be returned + + Example Request for all logs + ``` + curl -X GET "http://0.0.0.0:8000/spend/logs" \ +-H "Authorization: Bearer sk-1234" + ``` + + Example Request for specific request_id + ``` + curl -X GET "http://0.0.0.0:8000/spend/logs?request_id=chatcmpl-6dcb2540-d3d7-4e49-bb27-291f863f112e" \ +-H "Authorization: Bearer sk-1234" + ``` + """ + global prisma_client + try: + if prisma_client is None: + raise Exception( + f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" + ) + spend_logs = [] + if request_id is not None: + spend_log = await prisma_client.get_data( + table_name="spend", + query_type="find_unique", + request_id=request_id, + ) + return [spend_log] + else: + spend_logs = await prisma_client.get_data( + table_name="spend", query_type="find_all" + ) + return spend_logs + + return None + + except Exception as e: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": str(e)}, + ) + + #### USER MANAGEMENT #### @router.post( "/user/new", diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 2a5495919d..aecb6978bc 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -361,7 +361,8 @@ class PrismaClient: self, token: Optional[str] = None, user_id: Optional[str] = None, - table_name: Optional[Literal["user", "key", "config"]] = None, + request_id: Optional[str] = None, + table_name: Optional[Literal["user", "key", "config", "spend"]] = None, query_type: Literal["find_unique", "find_all"] = "find_unique", ): try: @@ -411,6 +412,23 @@ class PrismaClient: } ) return response + elif table_name == "spend": + verbose_proxy_logger.debug( + f"PrismaClient: get_data: table_name == 'spend'" + ) + if request_id is not None: + response = await self.db.litellm_spendlogs.find_unique( # type: ignore + where={ + "request_id": request_id, + } + ) + return response + else: + response = await self.db.litellm_spendlogs.find_many( # type: ignore + order={"startTime": "desc"}, + ) + return response + except Exception as e: print_verbose(f"LiteLLM Prisma Client Exception: {e}") import traceback From 5defa93a9d997a80ef5336929d91f85fd6f000b3 Mon Sep 17 00:00:00 2001 From: Krish Dholakia Date: Tue, 23 Jan 2024 16:59:56 -0800 Subject: [PATCH 210/499] Updated config.yml --- .circleci/config.yml | 18 ++++++++++++++++++ 1 file changed, 18 insertions(+) diff --git a/.circleci/config.yml b/.circleci/config.yml index b923a73b8d..c7417a62f2 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -115,6 +115,24 @@ jobs: pip install "pytest-asyncio==0.21.1" pip install aiohttp pip install openai + python -m pip install --upgrade pip + python -m pip install -r .circleci/requirements.txt + pip install "pytest==7.3.1" + pip install "pytest-asyncio==0.21.1" + pip install mypy + pip install "google-generativeai>=0.3.2" + pip install "google-cloud-aiplatform>=1.38.0" + pip install "boto3>=1.28.57" + pip install langchain + pip install "langfuse>=2.0.0" + pip install numpydoc + pip install prisma + pip install "httpx==0.24.1" + pip install "gunicorn==21.2.0" + pip install "anyio==3.7.1" + pip install "aiodynamo==23.10.1" + pip install "asyncio==3.4.3" + pip install "PyGithub==1.59.1" # Run pytest and generate JUnit XML report - run: name: Build Docker image From 7b5e3b9934487124ec7f91aeb924b6654ea14310 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 17:22:22 -0800 Subject: [PATCH 211/499] refactor(proxy/utils.py): fix linting issue --- litellm/proxy/proxy_server.py | 1 + litellm/proxy/utils.py | 2 +- 2 files changed, 2 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index df8b63b64e..9b21aa8809 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1133,6 +1133,7 @@ async def generate_key_helper_fn( key_max_budget: Optional[float] = None, # key_max_budget is used to Budget Per key key_budget_duration: Optional[str] = None, max_budget: Optional[float] = None, # max_budget is used to Budget Per user + budget_duration: Optional[str] = None, # max_budget is used to Budget Per user token: Optional[str] = None, user_id: Optional[str] = None, team_id: Optional[str] = None, diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index c06bed7fa4..0f132d79b2 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -399,7 +399,7 @@ class PrismaClient: and reset_at is not None ): response = await self.db.litellm_verificationtoken.find_many( - where={ + where={ # type:ignore "OR": [ {"expires": None}, {"expires": {"gt": expires}}, From 37dd1114f2e86699cad606131d86b616ffb2133e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 17:30:01 -0800 Subject: [PATCH 212/499] (test) update prisma test --- litellm/tests/test_key_generate_prisma.py | 30 +++++++++++------------ 1 file changed, 15 insertions(+), 15 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index f50df45703..c62d41cca8 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -136,8 +136,8 @@ def test_call_with_invalid_key(prisma_client): asyncio.run(test()) except Exception as e: print("Got Exception", e) - print(e.detail) - assert "Authentication Error" in e.detail + print(e.message) + assert "Authentication Error" in e.message pass @@ -171,7 +171,7 @@ def test_call_with_invalid_model(prisma_client): asyncio.run(test()) except Exception as e: assert ( - e.detail + e.message == "Authentication Error, API Key not allowed to access model. This token can only access models=['mistral']. Tried to access gemini-pro-vision" ) pass @@ -274,7 +274,7 @@ def test_call_with_user_over_budget(prisma_client): asyncio.run(test()) except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededBudget:" in error_detail print(vars(e)) @@ -350,7 +350,7 @@ def test_call_with_user_over_budget_stream(prisma_client): asyncio.run(test()) except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededBudget:" in error_detail print(vars(e)) @@ -414,8 +414,8 @@ def test_generate_and_call_with_expired_key(prisma_client): asyncio.run(test()) except Exception as e: print("Got Exception", e) - print(e.detail) - assert "Authentication Error" in e.detail + print(e.message) + assert "Authentication Error" in e.message pass @@ -486,8 +486,8 @@ def test_delete_key_auth(prisma_client): asyncio.run(test()) except Exception as e: print("Got Exception", e) - print(e.detail) - assert "Authentication Error" in e.detail + print(e.message) + assert "Authentication Error" in e.message pass @@ -599,7 +599,7 @@ def test_generate_and_update_key(prisma_client): asyncio.run(test()) except Exception as e: print("Got Exception", e) - print(e.detail) + print(e.message) pytest.fail(f"An exception occurred - {str(e)}") @@ -665,11 +665,11 @@ def test_key_generate_with_custom_auth(prisma_client): except Exception as e: # this should fail print("Got Exception", e) - print(e.detail) + print(e.message) print("First request failed!. This is expected") assert ( "This violates LiteLLM Proxy Rules. No team id provided." - in e.detail + in e.message ) request_2 = GenerateKeyRequest( @@ -683,7 +683,7 @@ def test_key_generate_with_custom_auth(prisma_client): asyncio.run(test()) except Exception as e: print("Got Exception", e) - print(e.detail) + print(e.message) pytest.fail(f"An exception occurred - {str(e)}") @@ -752,7 +752,7 @@ def test_call_with_key_over_budget(prisma_client): asyncio.run(test()) except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) @@ -827,6 +827,6 @@ def test_call_with_key_over_budget_stream(prisma_client): pytest.fail(f"This should have failed!. They key crossed it's budget") except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) From feb367bbb974a3ac4797125102a45bafb509e099 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 17:32:47 -0800 Subject: [PATCH 213/499] (feat) all endpoints raise OpenAI compatible exceptions --- litellm/proxy/proxy_server.py | 210 ++++++++++++++++++++++++++-------- 1 file changed, 163 insertions(+), 47 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index a1790f49ce..9500b663cf 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -483,12 +483,20 @@ async def user_api_key_auth( # verbose_proxy_logger.debug(f"An exception occurred - {traceback.format_exc()}") traceback.print_exc() if isinstance(e, HTTPException): - raise e - else: - raise HTTPException( - status_code=status.HTTP_401_UNAUTHORIZED, - detail=f"Authentication Error, {str(e)}", + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_401_UNAUTHORIZED), ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_401_UNAUTHORIZED, + ) def prisma_setup(database_url: Optional[str]): @@ -2194,26 +2202,47 @@ async def generate_key_fn( - expires: (datetime) Datetime object for when key expires. - user_id: (str) Unique user id - used for tracking spend across multiple keys for same user id. """ - global user_custom_key_generate - verbose_proxy_logger.debug("entered /key/generate") + try: + global user_custom_key_generate + verbose_proxy_logger.debug("entered /key/generate") - if user_custom_key_generate is not None: - result = await user_custom_key_generate(data) - decision = result.get("decision", True) - message = result.get("message", "Authentication Failed - Custom Auth Rule") - if not decision: - raise HTTPException(status_code=status.HTTP_403_FORBIDDEN, detail=message) + if user_custom_key_generate is not None: + result = await user_custom_key_generate(data) + decision = result.get("decision", True) + message = result.get("message", "Authentication Failed - Custom Auth Rule") + if not decision: + raise HTTPException( + status_code=status.HTTP_403_FORBIDDEN, detail=message + ) - data_json = data.json() # type: ignore + data_json = data.json() # type: ignore - # if we get max_budget passed to /key/generate, then use it as key_max_budget. Since generate_key_helper_fn is used to make new users - if "max_budget" in data_json: - data_json["key_max_budget"] = data_json.pop("max_budget", None) + # if we get max_budget passed to /key/generate, then use it as key_max_budget. Since generate_key_helper_fn is used to make new users + if "max_budget" in data_json: + data_json["key_max_budget"] = data_json.pop("max_budget", None) - response = await generate_key_helper_fn(**data_json) - return GenerateKeyResponse( - key=response["token"], expires=response["expires"], user_id=response["user_id"] - ) + response = await generate_key_helper_fn(**data_json) + return GenerateKeyResponse( + key=response["token"], + expires=response["expires"], + user_id=response["user_id"], + ) + except Exception as e: + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, + ) @router.post( @@ -2238,9 +2267,20 @@ async def update_key_fn(request: Request, data: UpdateKeyRequest): return {"key": key, **non_default_values} # update based on remaining passed in values except Exception as e: - raise HTTPException( - status_code=status.HTTP_400_BAD_REQUEST, - detail={"error": str(e)}, + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, ) @@ -2271,9 +2311,20 @@ async def delete_key_fn(data: DeleteKeyRequest): assert len(keys) == number_deleted_keys return {"deleted_keys": keys} except Exception as e: - raise HTTPException( - status_code=status.HTTP_400_BAD_REQUEST, - detail={"error": str(e)}, + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, ) @@ -2299,9 +2350,20 @@ async def info_key_fn( key_info.pop("token") return {"key": key, "info": key_info} except Exception as e: - raise HTTPException( - status_code=status.HTTP_400_BAD_REQUEST, - detail={"error": str(e)}, + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, ) @@ -2442,9 +2504,20 @@ async def user_info( key.pop("token", None) return {"user_id": user_id, "user_info": user_info, "keys": keys} except Exception as e: - raise HTTPException( - status_code=status.HTTP_400_BAD_REQUEST, - detail={"error": str(e)}, + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, ) @@ -2497,11 +2570,20 @@ async def add_new_model(model_params: ModelParams): except Exception as e: traceback.print_exc() if isinstance(e, HTTPException): - raise e - else: - raise HTTPException( - status_code=500, detail=f"Internal Server Error: {str(e)}" + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, + ) #### [BETA] - This is a beta endpoint, format might change based on user feedback https://github.com/BerriAI/litellm/issues/933. If you need a stable endpoint use /model/info @@ -2590,11 +2672,22 @@ async def delete_model(model_info: ModelInfoDelete): config = await proxy_config.save_config(new_config=config) return {"message": "Model deleted successfully"} - except HTTPException as e: - # Re-raise the HTTP exceptions to be handled by FastAPI - raise except Exception as e: - raise HTTPException(status_code=500, detail=f"Internal Server Error: {str(e)}") + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, + ) #### EXPERIMENTAL QUEUING #### @@ -2739,9 +2832,20 @@ async def async_queue_request( await proxy_logging_obj.post_call_failure_hook( user_api_key_dict=user_api_key_dict, original_exception=e ) - raise HTTPException( - status_code=status.HTTP_400_BAD_REQUEST, - detail={"error": str(e)}, + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, ) @@ -2811,11 +2915,23 @@ async def update_config(config_info: ConfigYAML): message="This is a test", level="Low" ) return {"message": "Config updated successfully"} - except HTTPException as e: - raise e except Exception as e: traceback.print_exc() - raise HTTPException(status_code=500, detail=f"An error occurred - {str(e)}") + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, + ) @router.get( From d2675a1ff3ea9dc70cb9dbcb02257a48148e3106 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 17:34:18 -0800 Subject: [PATCH 214/499] (test) switch dynamodb test to use new exceptions --- litellm/tests/test_key_generate_dynamodb.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/litellm/tests/test_key_generate_dynamodb.py b/litellm/tests/test_key_generate_dynamodb.py index 8b30779094..be55595fad 100644 --- a/litellm/tests/test_key_generate_dynamodb.py +++ b/litellm/tests/test_key_generate_dynamodb.py @@ -109,8 +109,8 @@ def test_call_with_invalid_key(custom_db_client): asyncio.run(test()) except Exception as e: print("Got Exception", e) - print(e.detail) - assert "Authentication Error" in e.detail + print(e.message) + assert "Authentication Error" in e.message pass @@ -143,7 +143,7 @@ def test_call_with_invalid_model(custom_db_client): asyncio.run(test()) except Exception as e: assert ( - e.detail + e.message == "Authentication Error, API Key not allowed to access model. This token can only access models=['mistral']. Tried to access gemini-pro-vision" ) pass @@ -248,7 +248,7 @@ def test_call_with_user_over_budget(custom_db_client): asyncio.run(test()) except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededBudget:" in error_detail print(vars(e)) @@ -321,7 +321,7 @@ def test_call_with_user_over_budget_stream(custom_db_client): asyncio.run(test()) except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededBudget:" in error_detail print(vars(e)) @@ -392,7 +392,7 @@ def test_call_with_user_key_budget(custom_db_client): asyncio.run(test()) except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) @@ -465,6 +465,6 @@ def test_call_with_key_over_budget_stream(custom_db_client): asyncio.run(test()) except Exception as e: - error_detail = e.detail + error_detail = e.message assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) From b3ce0ac728a7cd28d43b518120dbf84f2e7ccd4b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 17:36:13 -0800 Subject: [PATCH 215/499] (test) proxy_custom_auth use new exceptions --- litellm/tests/test_configs/custom_auth.py | 2 +- litellm/tests/test_proxy_custom_auth.py | 11 ++++++----- 2 files changed, 7 insertions(+), 6 deletions(-) diff --git a/litellm/tests/test_configs/custom_auth.py b/litellm/tests/test_configs/custom_auth.py index f3825038e1..e4747ee532 100644 --- a/litellm/tests/test_configs/custom_auth.py +++ b/litellm/tests/test_configs/custom_auth.py @@ -13,4 +13,4 @@ async def user_api_key_auth(request: Request, api_key: str) -> UserAPIKeyAuth: return UserAPIKeyAuth(api_key=api_key) raise Exception except: - raise Exception + raise Exception("Failed custom auth") diff --git a/litellm/tests/test_proxy_custom_auth.py b/litellm/tests/test_proxy_custom_auth.py index ceb3d1c934..b6b833e173 100644 --- a/litellm/tests/test_proxy_custom_auth.py +++ b/litellm/tests/test_proxy_custom_auth.py @@ -58,9 +58,10 @@ def test_custom_auth(client): headers = {"Authorization": f"Bearer {token}"} response = client.post("/chat/completions", json=test_data, headers=headers) - print(f"response: {response.text}") - assert response.status_code == 401 - result = response.json() - print(f"Received response: {result}") + pytest.fail("LiteLLM Proxy test failed. This request should have been rejected") except Exception as e: - pytest.fail("LiteLLM Proxy test failed. Exception", e) + print(vars(e)) + print("got an exception") + assert e.code == 401 + assert e.message == "Authentication Error, Failed custom auth" + pass From d6844f43c8926ec4d58d4a27d2219cb051133d19 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 17:46:14 -0800 Subject: [PATCH 216/499] test(test_keys.py): use correct model name for token counting --- litellm/proxy/utils.py | 2 +- litellm/utils.py | 22 ++++++++++++++++++---- tests/test_keys.py | 11 +++++------ 3 files changed, 24 insertions(+), 11 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 2b34accebc..9aef0304c6 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -556,7 +556,7 @@ class PrismaClient: where={"token": token}, # type: ignore data={**db_data}, # type: ignore ) - print_verbose( + verbose_proxy_logger.debug( "\033[91m" + f"DB Token Table update succeeded {response}" + "\033[0m" diff --git a/litellm/utils.py b/litellm/utils.py index cca8bc85e8..7a6b12a820 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2938,17 +2938,25 @@ def cost_per_token( ) return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar elif model_with_provider in model_cost_ref: - print_verbose(f"Looking up model={model_with_provider} in model_cost_map") + verbose_logger.debug( + f"Looking up model={model_with_provider} in model_cost_map" + ) + verbose_logger.debug( + f"applying cost={model_cost_ref[model_with_provider]['input_cost_per_token']} for prompt_tokens={prompt_tokens}" + ) prompt_tokens_cost_usd_dollar = ( model_cost_ref[model_with_provider]["input_cost_per_token"] * prompt_tokens ) + verbose_logger.debug( + f"applying cost={model_cost_ref[model_with_provider]['output_cost_per_token']} for completion_tokens={completion_tokens}" + ) completion_tokens_cost_usd_dollar = ( model_cost_ref[model_with_provider]["output_cost_per_token"] * completion_tokens ) return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar elif "ft:gpt-3.5-turbo" in model: - print_verbose(f"Cost Tracking: {model} is an OpenAI FinteTuned LLM") + verbose_logger.debug(f"Cost Tracking: {model} is an OpenAI FinteTuned LLM") # fuzzy match ft:gpt-3.5-turbo:abcd-id-cool-litellm prompt_tokens_cost_usd_dollar = ( model_cost_ref["ft:gpt-3.5-turbo"]["input_cost_per_token"] * prompt_tokens @@ -2959,17 +2967,23 @@ def cost_per_token( ) return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar elif model in litellm.azure_llms: - print_verbose(f"Cost Tracking: {model} is an Azure LLM") + verbose_logger.debug(f"Cost Tracking: {model} is an Azure LLM") model = litellm.azure_llms[model] + verbose_logger.debug( + f"applying cost={model_cost_ref[model]['input_cost_per_token']} for prompt_tokens={prompt_tokens}" + ) prompt_tokens_cost_usd_dollar = ( model_cost_ref[model]["input_cost_per_token"] * prompt_tokens ) + verbose_logger.debug( + f"applying cost={model_cost_ref[model]['output_cost_per_token']} for completion_tokens={completion_tokens}" + ) completion_tokens_cost_usd_dollar = ( model_cost_ref[model]["output_cost_per_token"] * completion_tokens ) return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar elif model in litellm.azure_embedding_models: - print_verbose(f"Cost Tracking: {model} is an Azure Embedding Model") + verbose_logger.debug(f"Cost Tracking: {model} is an Azure Embedding Model") model = litellm.azure_embedding_models[model] prompt_tokens_cost_usd_dollar = ( model_cost_ref[model]["input_cost_per_token"] * prompt_tokens diff --git a/tests/test_keys.py b/tests/test_keys.py index a0bf7387d5..917c50823f 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -2,7 +2,7 @@ ## Tests /key endpoints. import pytest -import asyncio +import asyncio, time import aiohttp from openai import AsyncOpenAI import sys, os @@ -95,11 +95,10 @@ async def chat_completion(session, key, model="gpt-4"): async def chat_completion_streaming(session, key, model="gpt-4"): client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000") messages = [ - {"role": "system", "content": "You are a helpful assistant."}, - {"role": "user", "content": "Hello!"}, + {"role": "system", "content": "You are a helpful assistant"}, + {"role": "user", "content": f"Hello! {time.time()}"}, ] prompt_tokens = litellm.token_counter(model="gpt-35-turbo", messages=messages) - assert prompt_tokens == 19 data = { "model": model, "messages": messages, @@ -114,7 +113,7 @@ async def chat_completion_streaming(session, key, model="gpt-4"): print(f"content: {content}") completion_tokens = litellm.token_counter( - model="azure/gpt-35-turbo", text=content, count_response_tokens=True + model="gpt-35-turbo", text=content, count_response_tokens=True ) return prompt_tokens, completion_tokens @@ -251,7 +250,7 @@ async def test_key_info_spend_values(): ) print(f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}") prompt_cost, completion_cost = litellm.cost_per_token( - model="gpt-35-turbo", + model="azure/gpt-35-turbo", prompt_tokens=prompt_tokens, completion_tokens=completion_tokens, ) From ef760cb21cba0aafabc23bd88d981018b0ba9de1 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Tue, 23 Jan 2024 17:56:11 -0800 Subject: [PATCH 217/499] build(requirements.txt): add apscheduler to requirements --- requirements.txt | 1 + 1 file changed, 1 insertion(+) diff --git a/requirements.txt b/requirements.txt index 662dafd06a..6103091b85 100644 --- a/requirements.txt +++ b/requirements.txt @@ -16,6 +16,7 @@ async_generator==1.10.0 # for async ollama calls traceloop-sdk==0.5.3 # for open telemetry logging langfuse>=2.6.3 # for langfuse self-hosted logging orjson==3.9.7 # fast /embedding responses +apscheduler==3.10.4 # for resetting budget in background ### LITELLM PACKAGE DEPENDENCIES python-dotenv>=0.2.0 # for env tiktoken>=0.4.0 # for calculating usage From b0902f0a8c552ac7e07515763979e3aa42c776e9 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 18:36:02 -0800 Subject: [PATCH 218/499] (ci/cd) add more logging to timeout test --- litellm/tests/test_router.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/litellm/tests/test_router.py b/litellm/tests/test_router.py index d7ab4b8808..b9ca29cee6 100644 --- a/litellm/tests/test_router.py +++ b/litellm/tests/test_router.py @@ -963,6 +963,11 @@ def test_router_anthropic_key_dynamic(): def test_router_timeout(): + litellm.set_verbose = True + from litellm._logging import verbose_logger + import logging + + verbose_logger.setLevel(logging.DEBUG) model_list = [ { "model_name": "gpt-3.5-turbo", From dee025b7a325c94c9db0cfb70363ea52bb2822b8 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 19:31:31 -0800 Subject: [PATCH 219/499] (docs) misc/cookbook - OpenAI python timeout --- cookbook/misc/openai_timeouts.py | 34 ++++++++++++++++++++++++++++++++ 1 file changed, 34 insertions(+) create mode 100644 cookbook/misc/openai_timeouts.py diff --git a/cookbook/misc/openai_timeouts.py b/cookbook/misc/openai_timeouts.py new file mode 100644 index 0000000000..0192d70545 --- /dev/null +++ b/cookbook/misc/openai_timeouts.py @@ -0,0 +1,34 @@ +import os +from openai import OpenAI +from dotenv import load_dotenv +import httpx +import concurrent.futures + +load_dotenv() + +client = OpenAI( + # This is the default and can be omitted + api_key=os.environ.get("OPENAI_API_KEY"), +) + + +def create_chat_completion(): + return client.chat.completions.create( + messages=[ + { + "role": "user", + "content": "Say this is a test. Respond in 20 lines", + } + ], + model="gpt-3.5-turbo", + ) + + +with concurrent.futures.ThreadPoolExecutor() as executor: + # Set a timeout of 10 seconds + future = executor.submit(create_chat_completion) + try: + chat_completion = future.result(timeout=0.00001) + print(chat_completion) + except concurrent.futures.TimeoutError: + print("Operation timed out.") From 889767c5aab5cb4867a7bf8a55eb4ad3e7b958fe Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 19:33:44 -0800 Subject: [PATCH 220/499] =?UTF-8?q?bump:=20version=201.18.11=20=E2=86=92?= =?UTF-8?q?=201.18.12?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index cd21db9035..03b26a64b0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.11" +version = "1.18.12" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.11" +version = "1.18.12" version_files = [ "pyproject.toml:^version" ] From 19af0cd3edacb5d62024ab716772ba858a527b82 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 19:41:40 -0800 Subject: [PATCH 221/499] (docs) admin ui --- docs/my-website/docs/proxy/ui.md | 12 +++++++++--- docs/my-website/img/spend_per_api_key.png | Bin 0 -> 479586 bytes 2 files changed, 9 insertions(+), 3 deletions(-) create mode 100644 docs/my-website/img/spend_per_api_key.png diff --git a/docs/my-website/docs/proxy/ui.md b/docs/my-website/docs/proxy/ui.md index ca056e8a5d..0a3f590173 100644 --- a/docs/my-website/docs/proxy/ui.md +++ b/docs/my-website/docs/proxy/ui.md @@ -1,8 +1,9 @@ import Image from '@theme/IdealImage'; -# [BETA] Self-serve UI +# [BETA] Admin UI -Allow your users to create their own keys through a UI +- Track Spend Per API Key, User +- Allow your users to create their own keys through a UI :::info @@ -62,4 +63,9 @@ Connect your proxy to your UI, by entering: ### Create Keys - \ No newline at end of file + + +### Spend Per Key + + + diff --git a/docs/my-website/img/spend_per_api_key.png b/docs/my-website/img/spend_per_api_key.png new 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zbe!`3Gq$0vM?ejY)k?!f;F7Kt%FTzvY@dugdZ@X^T3i;w-=4sp#?R55P~NiGC@{m~ z11J%%L!q+@irGPnZ2JB>MOE~*;}trHQp^Tu}kU;<#etMj6oGi>iLDa`W>dbu%jFaRGTeG|Px9lPNF191c} A!T Date: Tue, 23 Jan 2024 20:03:28 -0800 Subject: [PATCH 222/499] (fix) add app scheduler to poetry.lock --- poetry.lock | 34 +++++++++++++++++++++++++++++++--- 1 file changed, 31 insertions(+), 3 deletions(-) diff --git a/poetry.lock b/poetry.lock index 201031989f..7e58f02bc8 100644 --- a/poetry.lock +++ b/poetry.lock @@ -169,6 +169,34 @@ doc = ["Sphinx", "packaging", "sphinx-autodoc-typehints (>=1.2.0)", "sphinx-rtd- test = ["anyio[trio]", "coverage[toml] (>=4.5)", "hypothesis (>=4.0)", "mock (>=4)", "psutil (>=5.9)", "pytest (>=7.0)", "pytest-mock (>=3.6.1)", "trustme", "uvloop (>=0.17)"] trio = ["trio (<0.22)"] +[[package]] +name = "apscheduler" +version = "3.10.4" +description = "In-process task scheduler with Cron-like capabilities" +optional = true +python-versions = ">=3.6" +files = [ + {file = "APScheduler-3.10.4-py3-none-any.whl", hash = "sha256:fb91e8a768632a4756a585f79ec834e0e27aad5860bac7eaa523d9ccefd87661"}, + {file = "APScheduler-3.10.4.tar.gz", hash = "sha256:e6df071b27d9be898e486bc7940a7be50b4af2e9da7c08f0744a96d4bd4cef4a"}, +] + +[package.dependencies] +pytz = "*" +six = ">=1.4.0" +tzlocal = ">=2.0,<3.dev0 || >=4.dev0" + +[package.extras] +doc = ["sphinx", "sphinx-rtd-theme"] +gevent = ["gevent"] +mongodb = ["pymongo (>=3.0)"] +redis = ["redis (>=3.0)"] +rethinkdb = ["rethinkdb (>=2.4.0)"] +sqlalchemy = ["sqlalchemy (>=1.4)"] +testing = ["pytest", "pytest-asyncio", "pytest-cov", "pytest-tornado5"] +tornado = ["tornado (>=4.3)"] +twisted = ["twisted"] +zookeeper = ["kazoo"] + [[package]] name = "async-timeout" version = "4.0.3" @@ -1258,8 +1286,8 @@ files = [ [package.dependencies] numpy = [ {version = ">=1.20.3", markers = "python_version < \"3.10\""}, - {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, {version = ">=1.23.2", markers = "python_version >= \"3.11\""}, + {version = ">=1.21.0", markers = "python_version >= \"3.10\" and python_version < \"3.11\""}, ] python-dateutil = ">=2.8.2" pytz = ">=2020.1" @@ -2702,9 +2730,9 @@ testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "p [extras] extra-proxy = ["streamlit"] -proxy = ["backoff", "fastapi", "gunicorn", "orjson", "pyyaml", "rq", "uvicorn"] +proxy = ["apscheduler", "backoff", "fastapi", "gunicorn", "orjson", "pyyaml", "rq", "uvicorn"] [metadata] lock-version = "2.0" python-versions = ">=3.8.1,<3.9.7 || >3.9.7" -content-hash = "278a2a51c69def54039507f26f0d8f2da156384369a85bac47c82c7b27f04c5a" +content-hash = "19f79f119f1760d3406b446fa3664b82c0d0859b3912dcb7ba7c8edf1d786096" From 2d26875eb0b9bd347e9b9d8c7d6fced739d9d5be Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 20:07:26 -0800 Subject: [PATCH 223/499] (fix) together_ai use sync generator --- litellm/proxy/proxy_config.yaml | 3 +++ litellm/proxy/proxy_server.py | 15 +++++++-------- 2 files changed, 10 insertions(+), 8 deletions(-) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 36f0aeb106..97168b19f9 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -25,6 +25,9 @@ model_list: - model_name: BEDROCK_GROUP litellm_params: model: bedrock/cohere.command-text-v14 + - model_name: tg-ai + litellm_params: + model: together_ai/mistralai/Mistral-7B-Instruct-v0.1 - model_name: sagemaker litellm_params: model: sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4 diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d2f321fd9b..cc4222f8e1 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1450,10 +1450,9 @@ async def async_data_generator(response, user_api_key_dict): def select_data_generator(response, user_api_key_dict): try: # since boto3 - sagemaker does not support async calls, we should use a sync data_generator - if ( - hasattr(response, "custom_llm_provider") - and response.custom_llm_provider == "sagemaker" - ): + if hasattr( + response, "custom_llm_provider" + ) and response.custom_llm_provider in ["sagemaker", "together_ai"]: return data_generator( response=response, ) @@ -2243,13 +2242,14 @@ async def generate_key_fn( if "max_budget" in data_json: data_json["key_max_budget"] = data_json.pop("max_budget", None) - if "budget_duration" in data_json: - data_json["key_budget_duration"] = data_json.pop("budget_duration", None) + data_json["key_budget_duration"] = data_json.pop("budget_duration", None) response = await generate_key_helper_fn(**data_json) return GenerateKeyResponse( - key=response["token"], expires=response["expires"], user_id=response["user_id"] + key=response["token"], + expires=response["expires"], + user_id=response["user_id"], ) except Exception as e: if isinstance(e, HTTPException): @@ -2268,7 +2268,6 @@ async def generate_key_fn( code=status.HTTP_400_BAD_REQUEST, ) - @router.post( "/key/update", tags=["key management"], dependencies=[Depends(user_api_key_auth)] From 40b155f6c44d98eb7498f66423a297aae7a9a182 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Tue, 23 Jan 2024 20:10:59 -0800 Subject: [PATCH 224/499] =?UTF-8?q?bump:=20version=201.18.12=20=E2=86=92?= =?UTF-8?q?=201.18.13?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 03b26a64b0..c91df40556 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.12" +version = "1.18.13" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.12" +version = "1.18.13" version_files = [ "pyproject.toml:^version" ] From d645c4690edf2e18b7dbadd650661ef1f7e91579 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 08:17:05 -0800 Subject: [PATCH 225/499] (fix) UI - requirements.txt --- ui/requirements.txt | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/ui/requirements.txt b/ui/requirements.txt index bb61bdd153..aa155978e9 100644 --- a/ui/requirements.txt +++ b/ui/requirements.txt @@ -1,3 +1,6 @@ streamlit python-dotenv -supabase \ No newline at end of file +supabase +pandas +plotly +click \ No newline at end of file From d9fd8f28d658662a295b33ff5c44b94bc48e33fd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 08:34:43 -0800 Subject: [PATCH 226/499] docs(users.md): add docs on resetting budget at the end of duration --- docs/my-website/docs/proxy/users.md | 30 ++++++++++++++++++++++++----- 1 file changed, 25 insertions(+), 5 deletions(-) diff --git a/docs/my-website/docs/proxy/users.md b/docs/my-website/docs/proxy/users.md index 7df3395b30..be80e76f14 100644 --- a/docs/my-website/docs/proxy/users.md +++ b/docs/my-website/docs/proxy/users.md @@ -44,6 +44,16 @@ The request is a normal `/key/generate` request body + a `max_budget` field. +You can: +- Add budgets to keys [**Jump**](#add-budgets-to-keys) +- Add budget durations, to reset spend [**Jump**](#add-budget-duration-to-keys) + +**Expected Behaviour** +- Costs Per key get auto-populated in `LiteLLM_VerificationToken` Table +- After the key crosses it's `max_budget`, requests fail +- If duration set, spend is reset at the end of the duration + +### **Add budgets to keys** ```bash curl 'http://0.0.0.0:8000/key/generate' \ @@ -55,16 +65,12 @@ curl 'http://0.0.0.0:8000/key/generate' \ }' ``` -#### Expected Behaviour -- Costs Per key get auto-populated in `LiteLLM_VerificationToken` Table -- After the key crosses it's `max_budget`, requests fail - Example Request to `/chat/completions` when key has crossed budget ```shell curl --location 'http://0.0.0.0:8000/chat/completions' \ --header 'Content-Type: application/json' \ - --header 'Authorization: Bearer sk-ULl_IKCVFy2EZRzQB16RUA' \ + --header 'Authorization: Bearer ' \ --data ' { "model": "azure-gpt-3.5", "user": "e09b4da8-ed80-4b05-ac93-e16d9eb56fca", @@ -85,6 +91,20 @@ Expected Response from `/chat/completions` when key has crossed budget } ``` +### **Add budget duration to keys** + +`budget_duration`: Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + +``` +curl 'http://0.0.0.0:8000/key/generate' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data-raw '{ + "team_id": "core-infra", # [OPTIONAL] + "max_budget": 10, + "budget_duration": 10s, +}' +``` From d3848b6e6c1624a73e3f0605672f37b1770dc918 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 10:13:57 -0800 Subject: [PATCH 227/499] (v0) --- litellm/proxy/proxy_server.py | 37 +++++++++++++++++++++++++++++++++-- 1 file changed, 35 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index cc4222f8e1..46deca8dae 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2393,7 +2393,7 @@ async def info_key_fn( @router.get( "/spend/keys", - tags=["Budget & Spend Tracking"], + tags=["budget & spend Tracking"], dependencies=[Depends(user_api_key_auth)], ) async def spend_key_fn(): @@ -2424,9 +2424,42 @@ async def spend_key_fn(): ) +@router.get( + "/spend/users", + tags=["budget & spend Tracking"], + dependencies=[Depends(user_api_key_auth)], +) +async def spend_user_fn(): + """ + View all users created, ordered by spend + + Example Request: + ``` + curl -X GET "http://0.0.0.0:8000/spend/keys" \ +-H "Authorization: Bearer sk-1234" + ``` + """ + global prisma_client + try: + if prisma_client is None: + raise Exception( + f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" + ) + + key_info = await prisma_client.get_data(table_name="key", query_type="find_all") + + return key_info + + except Exception as e: + raise HTTPException( + status_code=status.HTTP_400_BAD_REQUEST, + detail={"error": str(e)}, + ) + + @router.get( "/spend/logs", - tags=["Budget & Spend Tracking"], + tags=["budget & spend Tracking"], dependencies=[Depends(user_api_key_auth)], ) async def view_spend_logs( From dd05c6e6e3d55f4978d3ee7c8a5bd034d79cdafb Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 10:48:23 -0800 Subject: [PATCH 228/499] feat(proxy_server.py): enable returning spend logs by api key https://github.com/BerriAI/litellm/issues/1582 --- litellm/proxy/proxy_server.py | 33 ++++++++++++++++++++++++++++++--- litellm/proxy/utils.py | 21 ++++++++++++++------- 2 files changed, 44 insertions(+), 10 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index cc4222f8e1..b29879f65b 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -164,7 +164,9 @@ app.add_middleware( from typing import Dict -api_key_header = APIKeyHeader(name="Authorization", auto_error=False) +api_key_header = APIKeyHeader( + name="Authorization", auto_error=False, description="Bearer token" +) user_api_base = None user_model = None user_debug = False @@ -2430,6 +2432,10 @@ async def spend_key_fn(): dependencies=[Depends(user_api_key_auth)], ) async def view_spend_logs( + api_key: Optional[str] = fastapi.Query( + default=None, + description="Get spend logs based on api key", + ), request_id: Optional[str] = fastapi.Query( default=None, description="request_id to get spend logs for specific request_id. If none passed then pass spend logs for all requests", @@ -2449,6 +2455,12 @@ async def view_spend_logs( curl -X GET "http://0.0.0.0:8000/spend/logs?request_id=chatcmpl-6dcb2540-d3d7-4e49-bb27-291f863f112e" \ -H "Authorization: Bearer sk-1234" ``` + + Example Request for specific api_key + ``` + curl -X GET "http://0.0.0.0:8000/spend/logs?api_key=sk-Fn8Ej39NkBQmUagFEoUWPQ" \ +-H "Authorization: Bearer sk-1234" + ``` """ global prisma_client try: @@ -2457,17 +2469,32 @@ async def view_spend_logs( f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) spend_logs = [] - if request_id is not None: + if api_key is not None: + if api_key.startswith("sk-"): + hashed_token = prisma_client.hash_token(token=api_key) + else: + hashed_token = api_key + spend_log = await prisma_client.get_data( + table_name="spend", + query_type="find_all", + key_val={"key": "api_key", "value": hashed_token}, + ) + if isinstance(spend_log, list): + return spend_log + else: + return [spend_log] + elif request_id is not None: spend_log = await prisma_client.get_data( table_name="spend", query_type="find_unique", - request_id=request_id, + key_val={"key": "request_id", "value": request_id}, ) return [spend_log] else: spend_logs = await prisma_client.get_data( table_name="spend", query_type="find_all" ) + return spend_logs return None diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 1b3581427b..bf7d283416 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -361,7 +361,7 @@ class PrismaClient: self, token: Optional[str] = None, user_id: Optional[str] = None, - request_id: Optional[str] = None, + key_val: Optional[dict] = None, table_name: Optional[Literal["user", "key", "config", "spend"]] = None, query_type: Literal["find_unique", "find_all"] = "find_unique", expires: Optional[datetime] = None, @@ -436,12 +436,19 @@ class PrismaClient: verbose_proxy_logger.debug( f"PrismaClient: get_data: table_name == 'spend'" ) - if request_id is not None: - response = await self.db.litellm_spendlogs.find_unique( # type: ignore - where={ - "request_id": request_id, - } - ) + if key_val is not None: + if query_type == "find_unique": + response = await self.db.litellm_spendlogs.find_unique( # type: ignore + where={ # type: ignore + key_val["key"]: key_val["value"], # type: ignore + } + ) + elif query_type == "find_all": + response = await self.db.litellm_spendlogs.find_many( # type: ignore + where={ + key_val["key"]: key_val["value"], # type: ignore + } + ) return response else: response = await self.db.litellm_spendlogs.find_many( # type: ignore From 5e8a6fd80e434137e5046a0172ce6e4d711643e1 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 10:56:11 -0800 Subject: [PATCH 229/499] (test) writing spend logs table --- litellm/tests/test_key_generate_prisma.py | 34 +++++++++++++++++++++-- 1 file changed, 31 insertions(+), 3 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index c62d41cca8..be1fd9890b 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -42,6 +42,7 @@ from litellm.proxy.proxy_server import ( info_key_fn, update_key_fn, generate_key_fn, + view_spend_logs, ) from litellm.proxy.utils import PrismaClient, ProxyLogging from litellm._logging import verbose_proxy_logger @@ -713,9 +714,12 @@ def test_call_with_key_over_budget(prisma_client): # update spend using track_cost callback, make 2nd request, it should fail from litellm.proxy.proxy_server import track_cost_callback from litellm import ModelResponse, Choices, Message, Usage + import time + + request_id = f"chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac{time.time()}" resp = ModelResponse( - id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + id=request_id, choices=[ Choices( finish_reason=None, @@ -745,6 +749,17 @@ def test_call_with_key_over_budget(prisma_client): end_time=datetime.now(), ) + # test spend_log was written and we can read it + spend_logs = await view_spend_logs(request_id=request_id) + + print("read spend logs", spend_logs) + assert len(spend_logs) == 1 + + spend_log = spend_logs[0] + + assert spend_log.request_id == request_id + assert spend_log.spend == float("2e-05") + # use generated key to auth in result = await user_api_key_auth(request=request, api_key=bearer_token) print("result from user auth with new key", result) @@ -788,9 +803,11 @@ def test_call_with_key_over_budget_stream(prisma_client): # update spend using track_cost callback, make 2nd request, it should fail from litellm.proxy.proxy_server import track_cost_callback from litellm import ModelResponse, Choices, Message, Usage + import time + request_id = f"chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac{time.time()}" resp = ModelResponse( - id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + id=request_id, choices=[ Choices( finish_reason=None, @@ -814,13 +831,24 @@ def test_call_with_key_over_budget_stream(prisma_client): "user_api_key_user_id": user_id, } }, - "response_cost": 0.00002, + "response_cost": 0.00005, }, completion_response=ModelResponse(), start_time=datetime.now(), end_time=datetime.now(), ) + # test spend_log was written and we can read it + spend_logs = await view_spend_logs(request_id=request_id) + + print("read spend logs", spend_logs) + assert len(spend_logs) == 1 + + spend_log = spend_logs[0] + + assert spend_log.request_id == request_id + assert spend_log.spend == float("5e-05") + # use generated key to auth in result = await user_api_key_auth(request=request, api_key=bearer_token) print("result from user auth with new key", result) From a842e6520c1e536fc79eb054b0a78a38faca25b9 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 11:09:20 -0800 Subject: [PATCH 230/499] (test) setting model in SpendTable logs --- litellm/proxy/utils.py | 4 ++++ litellm/tests/test_key_generate_prisma.py | 2 ++ 2 files changed, 6 insertions(+) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 1b3581427b..1ac6f7f062 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -892,6 +892,10 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): from pydantic import Json import uuid + verbose_proxy_logger.debug( + f"SpendTable: get_logging_payload - kwargs: {kwargs}\n\n" + ) + if kwargs == None: kwargs = {} # standardize this function to be used across, s3, dynamoDB, langfuse logging diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index be1fd9890b..08b5d1f936 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -735,6 +735,7 @@ def test_call_with_key_over_budget(prisma_client): ) await track_cost_callback( kwargs={ + "model": "chatgpt-v-2", "stream": False, "litellm_params": { "metadata": { @@ -759,6 +760,7 @@ def test_call_with_key_over_budget(prisma_client): assert spend_log.request_id == request_id assert spend_log.spend == float("2e-05") + assert spend_log.model == "chatgpt-v-2" # use generated key to auth in result = await user_api_key_auth(request=request, api_key=bearer_token) From 3e53742a4fa0e694dcebf6e137c2766ef7c19a17 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 11:10:13 -0800 Subject: [PATCH 231/499] (test) model in SpendLogs table --- litellm/tests/test_key_generate_prisma.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 08b5d1f936..fe5f8fa565 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -825,6 +825,7 @@ def test_call_with_key_over_budget_stream(prisma_client): ) await track_cost_callback( kwargs={ + "model": "sagemaker-chatgpt-v-2", "stream": True, "complete_streaming_response": resp, "litellm_params": { @@ -850,6 +851,7 @@ def test_call_with_key_over_budget_stream(prisma_client): assert spend_log.request_id == request_id assert spend_log.spend == float("5e-05") + assert spend_log.model == "sagemaker-chatgpt-v-2" # use generated key to auth in result = await user_api_key_auth(request=request, api_key=bearer_token) From f0ada5c9505dd021c52b3bb370ee5ee039398314 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 11:20:31 -0800 Subject: [PATCH 232/499] test(test_spend_logs): new endpoint test for /spend/logs --- tests/test_keys.py | 56 ++++++++++++++++++++------- tests/test_spend_logs.py | 84 ++++++++++++++++++++++++++++++++++++++++ 2 files changed, 126 insertions(+), 14 deletions(-) create mode 100644 tests/test_spend_logs.py diff --git a/tests/test_keys.py b/tests/test_keys.py index 917c50823f..e9ee58a4df 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -219,9 +219,26 @@ async def test_key_info(): assert status == 403 +async def get_spend_logs(session, request_id): + url = f"http://0.0.0.0:4000/spend/logs?request_id={request_id}" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + @pytest.mark.asyncio async def test_key_info_spend_values(): """ + Test to ensure spend is correctly calculated. - create key - make completion call - assert cost is expected value @@ -229,19 +246,28 @@ async def test_key_info_spend_values(): async with aiohttp.ClientSession() as session: ## Test Spend Update ## # completion - # response = await chat_completion(session=session, key=key) - # prompt_cost, completion_cost = litellm.cost_per_token( - # model="azure/gpt-35-turbo", - # prompt_tokens=response["usage"]["prompt_tokens"], - # completion_tokens=response["usage"]["completion_tokens"], - # ) - # response_cost = prompt_cost + completion_cost - # await asyncio.sleep(5) # allow db log to be updated - # key_info = await get_key_info(session=session, get_key=key, call_key=key) - # print( - # f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}" - # ) - # assert response_cost == key_info["info"]["spend"] + key_gen = await generate_key(session=session, i=0) + key = key_gen["key"] + response = await chat_completion(session=session, key=key) + await asyncio.sleep(5) + spend_logs = await get_spend_logs(session=session, request_id=response["id"]) + print(f"spend_logs: {spend_logs}") + usage = spend_logs[0]["usage"] + prompt_cost, completion_cost = litellm.cost_per_token( + model="gpt-35-turbo", + prompt_tokens=usage["prompt_tokens"], + completion_tokens=usage["completion_tokens"], + custom_llm_provider="azure", + ) + response_cost = prompt_cost + completion_cost + await asyncio.sleep(5) # allow db log to be updated + key_info = await get_key_info(session=session, get_key=key, call_key=key) + print( + f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}" + ) + rounded_response_cost = round(response_cost, 8) + rounded_key_info_spend = round(key_info["info"]["spend"], 8) + assert rounded_response_cost == rounded_key_info_spend ## streaming key_gen = await generate_key(session=session, i=0) new_key = key_gen["key"] @@ -262,4 +288,6 @@ async def test_key_info_spend_values(): print( f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}" ) - assert response_cost == key_info["info"]["spend"] + rounded_response_cost = round(response_cost, 8) + rounded_key_info_spend = round(key_info["info"]["spend"], 8) + assert rounded_response_cost == rounded_key_info_spend diff --git a/tests/test_spend_logs.py b/tests/test_spend_logs.py new file mode 100644 index 0000000000..1907c4daee --- /dev/null +++ b/tests/test_spend_logs.py @@ -0,0 +1,84 @@ +# What this tests? +## Tests /spend endpoints. + +import pytest +import asyncio +import aiohttp + + +async def generate_key(session, models=[]): + url = "http://0.0.0.0:4000/key/generate" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + data = { + "models": models, + "duration": None, + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +async def chat_completion(session, key): + url = "http://0.0.0.0:4000/chat/completions" + headers = { + "Authorization": f"Bearer {key}", + "Content-Type": "application/json", + } + data = { + "model": "gpt-3.5-turbo", + "messages": [ + {"role": "system", "content": "You are a helpful assistant."}, + {"role": "user", "content": "Hello!"}, + ], + } + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + + return await response.json() + + +async def get_spend_logs(session, request_id): + url = f"http://0.0.0.0:4000/spend/logs?request_id={request_id}" + headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} + + async with session.get(url, headers=headers) as response: + status = response.status + response_text = await response.text() + + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + +@pytest.mark.asyncio +async def test_spend_logs(): + """ + - Create key + - Make call (makes sure it's in spend logs) + - Get request id from logs + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session) + key = key_gen["key"] + response = await chat_completion(session=session, key=key) + await asyncio.sleep(5) + await get_spend_logs(session=session, request_id=response["id"]) From 1872122bfb4694919c4e3ba9b9609a5f1ad660c4 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 11:26:40 -0800 Subject: [PATCH 233/499] (test) streaming spend logs test - actually run this --- litellm/tests/test_key_generate_prisma.py | 123 ++++++++++------------ 1 file changed, 56 insertions(+), 67 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index fe5f8fa565..f130807c68 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -774,7 +774,8 @@ def test_call_with_key_over_budget(prisma_client): print(vars(e)) -def test_call_with_key_over_budget_stream(prisma_client): +@pytest.mark.asyncio() +async def test_call_with_key_over_budget_stream(prisma_client): # 14. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") @@ -784,81 +785,69 @@ def test_call_with_key_over_budget_stream(prisma_client): litellm.set_verbose = True verbose_proxy_logger.setLevel(logging.DEBUG) try: + await litellm.proxy.proxy_server.prisma_client.connect() + request = GenerateKeyRequest(max_budget=0.00001) + key = await generate_key_fn(request) + print(key) - async def test(): - await litellm.proxy.proxy_server.prisma_client.connect() - request = GenerateKeyRequest(max_budget=0.00001) - key = await generate_key_fn(request) - print(key) + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key - generated_key = key.key - user_id = key.user_id - bearer_token = "Bearer " + generated_key + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") - request = Request(scope={"type": "http"}) - request._url = URL(url="/chat/completions") + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) - # use generated key to auth in - result = await user_api_key_auth(request=request, api_key=bearer_token) - print("result from user auth with new key", result) + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + import time - # update spend using track_cost callback, make 2nd request, it should fail - from litellm.proxy.proxy_server import track_cost_callback - from litellm import ModelResponse, Choices, Message, Usage - import time - - request_id = f"chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac{time.time()}" - resp = ModelResponse( - id=request_id, - choices=[ - Choices( - finish_reason=None, - index=0, - message=Message( - content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", - role="assistant", - ), - ) - ], - model="gpt-35-turbo", # azure always has model written like this - usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), - ) - await track_cost_callback( - kwargs={ - "model": "sagemaker-chatgpt-v-2", - "stream": True, - "complete_streaming_response": resp, - "litellm_params": { - "metadata": { - "user_api_key": generated_key, - "user_api_key_user_id": user_id, - } - }, - "response_cost": 0.00005, + request_id = f"chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac{time.time()}" + resp = ModelResponse( + id=request_id, + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), + ) + await track_cost_callback( + kwargs={ + "call_type": "acompletion", + "model": "sagemaker-chatgpt-v-2", + "stream": True, + "complete_streaming_response": resp, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } }, - completion_response=ModelResponse(), - start_time=datetime.now(), - end_time=datetime.now(), - ) + "response_cost": 0.00005, + }, + completion_response=resp, + start_time=datetime.now(), + end_time=datetime.now(), + ) - # test spend_log was written and we can read it - spend_logs = await view_spend_logs(request_id=request_id) - - print("read spend logs", spend_logs) - assert len(spend_logs) == 1 - - spend_log = spend_logs[0] - - assert spend_log.request_id == request_id - assert spend_log.spend == float("5e-05") - assert spend_log.model == "sagemaker-chatgpt-v-2" - - # use generated key to auth in - result = await user_api_key_auth(request=request, api_key=bearer_token) - print("result from user auth with new key", result) - pytest.fail(f"This should have failed!. They key crossed it's budget") + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + pytest.fail(f"This should have failed!. They key crossed it's budget") except Exception as e: + print("Got Exception", e) error_detail = e.message assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) From 2692afca7599a6c7a49b5919a21e11178fda5a3f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 11:34:28 -0800 Subject: [PATCH 234/499] (feat) /spend/users endpoint --- litellm/proxy/proxy_server.py | 8 +++++--- litellm/proxy/utils.py | 5 +++++ 2 files changed, 10 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 46deca8dae..ca58371f45 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2435,7 +2435,7 @@ async def spend_user_fn(): Example Request: ``` - curl -X GET "http://0.0.0.0:8000/spend/keys" \ + curl -X GET "http://0.0.0.0:8000/spend/users" \ -H "Authorization: Bearer sk-1234" ``` """ @@ -2446,9 +2446,11 @@ async def spend_user_fn(): f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) - key_info = await prisma_client.get_data(table_name="key", query_type="find_all") + user_info = await prisma_client.get_data( + table_name="user", query_type="find_all" + ) - return key_info + return user_info except Exception as e: raise HTTPException( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 1b3581427b..093a4667aa 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -432,6 +432,11 @@ class PrismaClient: } ) return response + elif table_name == "user" and query_type == "find_all": + response = await self.db.litellm_usertable.find_many( # type: ignore + order={"spend": "desc"}, + ) + return response elif table_name == "spend": verbose_proxy_logger.debug( f"PrismaClient: get_data: table_name == 'spend'" From 3d56d8ee0218f71e632f92369fb5244073905d3a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 11:39:05 -0800 Subject: [PATCH 235/499] (ui) view spend per user --- ui/admin.py | 54 ++++++++++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 53 insertions(+), 1 deletion(-) diff --git a/ui/admin.py b/ui/admin.py index 8b5c6b3ab4..53c1d0532d 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -238,7 +238,59 @@ def spend_per_key(): def spend_per_user(): - pass + import streamlit as st + import requests + + # Check if the necessary configuration is available + if ( + st.session_state.get("api_url", None) is not None + and st.session_state.get("proxy_key", None) is not None + ): + # Make the GET request + try: + complete_url = "" + if isinstance(st.session_state["api_url"], str) and st.session_state[ + "api_url" + ].endswith("/"): + complete_url = f"{st.session_state['api_url']}/spend/users" + else: + complete_url = f"{st.session_state['api_url']}/spend/users" + response = requests.get( + complete_url, + headers={"Authorization": f"Bearer {st.session_state['proxy_key']}"}, + ) + # Check if the request was successful + if response.status_code == 200: + spend_per_user = response.json() + # Create DataFrame + spend_df = pd.DataFrame(spend_per_user) + + # Display the spend per key as a graph + st.header("Spend ($) per User:") + top_10_df = spend_df.nlargest(10, "spend") + fig = px.bar( + top_10_df, + x="user_id", + y="spend", + title="Top 10 Spend per Key", + height=550, # Adjust the height + width=1200, # Adjust the width) + # hover_data=["token", "spend", "user_id", "team_id"], + ) + st.plotly_chart(fig) + + # Display the spend per key as a table + st.write("Spend per User - Full Table:") + st.table(spend_df) + + else: + st.error(f"Failed to get models. Status code: {response.status_code}") + except Exception as e: + st.error(f"An error occurred while requesting models: {e}") + else: + st.warning( + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" + ) def create_key(): From d812ae7e9a63d0da43bc18c7d5bfe2e6e6d5c590 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 12:09:16 -0800 Subject: [PATCH 236/499] (test) spend_user_fn, spend_key_fn --- litellm/tests/test_key_generate_prisma.py | 38 +++++++++++++++++++++++ 1 file changed, 38 insertions(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index c62d41cca8..96dfeed0f0 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -42,6 +42,8 @@ from litellm.proxy.proxy_server import ( info_key_fn, update_key_fn, generate_key_fn, + spend_user_fn, + spend_key_fn, ) from litellm.proxy.utils import PrismaClient, ProxyLogging from litellm._logging import verbose_proxy_logger @@ -830,3 +832,39 @@ def test_call_with_key_over_budget_stream(prisma_client): error_detail = e.message assert "Authentication Error, ExceededTokenBudget:" in error_detail print(vars(e)) + + +@pytest.mark.asyncio() +async def test_view_spend_per_user(prisma_client): + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + await litellm.proxy.proxy_server.prisma_client.connect() + try: + user_by_spend = await spend_user_fn() + assert type(user_by_spend) == list + assert len(user_by_spend) > 0 + first_user = user_by_spend[0] + + print("\nfirst_user=", first_user) + assert first_user.spend > 0 + except Exception as e: + print("Got Exception", e) + pytest.fail(f"Got exception {e}") + + +@pytest.mark.asyncio() +async def test_view_spend_per_key(prisma_client): + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + await litellm.proxy.proxy_server.prisma_client.connect() + try: + key_by_spend = await spend_key_fn() + assert type(key_by_spend) == list + assert len(key_by_spend) > 0 + first_key = key_by_spend[0] + + print("\nfirst_key=", first_key) + assert first_key.spend > 0 + except Exception as e: + print("Got Exception", e) + pytest.fail(f"Got exception {e}") From 89d8d4e2097fa7175fe4367d4476390047f895dd Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 12:10:35 -0800 Subject: [PATCH 237/499] (ui) spend per user --- ui/admin.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ui/admin.py b/ui/admin.py index 53c1d0532d..96da791dfa 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -272,10 +272,10 @@ def spend_per_user(): top_10_df, x="user_id", y="spend", - title="Top 10 Spend per Key", + title="Top 10 Spend per User", height=550, # Adjust the height width=1200, # Adjust the width) - # hover_data=["token", "spend", "user_id", "team_id"], + hover_data=["user_id", "spend", "max_budget"], ) st.plotly_chart(fig) From 3ca82fb4580e6863a56f0da06b9762c3b140c25f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 12:17:23 -0800 Subject: [PATCH 238/499] (docs) spend per user --- docs/my-website/docs/proxy/ui.md | 4 ++++ docs/my-website/img/spend_per_user.png | Bin 0 -> 254999 bytes 2 files changed, 4 insertions(+) create mode 100644 docs/my-website/img/spend_per_user.png diff --git a/docs/my-website/docs/proxy/ui.md b/docs/my-website/docs/proxy/ui.md index 0a3f590173..7b4c6ed473 100644 --- a/docs/my-website/docs/proxy/ui.md +++ b/docs/my-website/docs/proxy/ui.md @@ -69,3 +69,7 @@ Connect your proxy to your UI, by entering: +### Spend Per User + + + diff --git a/docs/my-website/img/spend_per_user.png b/docs/my-website/img/spend_per_user.png new file mode 100644 index 0000000000000000000000000000000000000000..066c4baaff227a4e6772cf9f7ae8f9a32eddf17a GIT binary patch literal 254999 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Date: Wed, 24 Jan 2024 12:59:50 -0800 Subject: [PATCH 239/499] (fix) LiteLLM_VerificationToken - use NULL default for max_budget --- litellm/proxy/schema.prisma | 2 +- schema.prisma | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index ea3bade8cd..5b9e5fc976 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -33,7 +33,7 @@ model LiteLLM_VerificationToken { metadata Json @default("{}") tpm_limit BigInt? rpm_limit BigInt? - max_budget Float? @default(0.0) + max_budget Float? budget_duration String? budget_reset_at DateTime? } diff --git a/schema.prisma b/schema.prisma index ea3bade8cd..5b9e5fc976 100644 --- a/schema.prisma +++ b/schema.prisma @@ -33,7 +33,7 @@ model LiteLLM_VerificationToken { metadata Json @default("{}") tpm_limit BigInt? rpm_limit BigInt? - max_budget Float? @default(0.0) + max_budget Float? budget_duration String? budget_reset_at DateTime? } From 63f18e7163789f69cc045818d8a38735b8613e85 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 13:01:37 -0800 Subject: [PATCH 240/499] (fix) use get_attr for valid_token --- litellm/proxy/proxy_server.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ca58371f45..06cca2712a 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -383,8 +383,9 @@ async def user_api_key_auth( # Token exists, not expired now check if its in budget for the user if valid_token.spend is not None and valid_token.user_id is not None: - user_max_budget = user_id_information.max_budget - user_current_spend = user_id_information.spend + user_max_budget = getattr(user_id_information, "max_budget", None) + user_current_spend = getattr(user_id_information, "spend", None) + if user_max_budget is not None and user_current_spend is not None: if user_current_spend > user_max_budget: raise Exception( From fdcb588511ad100e0abb65d01fd4cad3c6706646 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 13:16:34 -0800 Subject: [PATCH 241/499] (fix) stop logging messages, response in SpendLogs --- litellm/proxy/schema.prisma | 2 -- litellm/proxy/utils.py | 3 --- schema.prisma | 2 -- 3 files changed, 7 deletions(-) diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 5b9e5fc976..cbc7da399c 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -53,8 +53,6 @@ model LiteLLM_SpendLogs { model String @default("") user String @default("") modelParameters Json @default("{}")// Assuming optional_params is a JSON field - messages Json @default("[]") - response Json @default("{}") usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 978355568c..c3e6be66fb 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -908,7 +908,6 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): metadata = ( litellm_params.get("metadata", {}) or {} ) # if litellm_params['metadata'] == None - messages = kwargs.get("messages") optional_params = kwargs.get("optional_params", {}) call_type = kwargs.get("call_type", "litellm.completion") cache_hit = kwargs.get("cache_hit", False) @@ -934,8 +933,6 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): "model": kwargs.get("model", ""), "user": kwargs.get("user", ""), "modelParameters": optional_params, - "messages": messages, - "response": response_obj, "usage": usage, "metadata": metadata, } diff --git a/schema.prisma b/schema.prisma index 5b9e5fc976..cbc7da399c 100644 --- a/schema.prisma +++ b/schema.prisma @@ -53,8 +53,6 @@ model LiteLLM_SpendLogs { model String @default("") user String @default("") modelParameters Json @default("{}")// Assuming optional_params is a JSON field - messages Json @default("[]") - response Json @default("{}") usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") From 159e54d8bef7e9968ff2c279e869bfc4db8b6663 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 14:27:13 -0800 Subject: [PATCH 242/499] feat(proxy_server.py): support global budget and resets --- litellm/__init__.py | 3 ++ litellm/proxy/_types.py | 4 ++ litellm/proxy/proxy_server.py | 45 ++++++++++++++++--- litellm/proxy/schema.prisma | 2 + litellm/proxy/utils.py | 82 ++++++++++++++++++++++++++++++----- schema.prisma | 2 + 6 files changed, 120 insertions(+), 18 deletions(-) diff --git a/litellm/__init__.py b/litellm/__init__.py index d67ecb718a..2e23191a18 100644 --- a/litellm/__init__.py +++ b/litellm/__init__.py @@ -62,6 +62,9 @@ cache: Optional[ model_alias_map: Dict[str, str] = {} model_group_alias_map: Dict[str, str] = {} max_budget: float = 0.0 # set the max budget across all providers +budget_duration: Optional[ + str +] = None # proxy only - resets budget after fixed duration. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). _openai_completion_params = [ "functions", "function_call", diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index d5dc841cb2..8a059c5077 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -306,6 +306,10 @@ class LiteLLM_VerificationToken(LiteLLMBase): user_id: Union[str, None] max_parallel_requests: Union[int, None] metadata: Dict[str, str] = {} + tpm_limit: Optional[int] = None + rpm_limit: Optional[int] = None + budget_duration: Optional[str] = None + budget_reset_at: Optional[datetime] = None class LiteLLM_Config(LiteLLMBase): diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index cc4222f8e1..79c12d9056 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1151,6 +1151,7 @@ async def generate_key_helper_fn( metadata: Optional[dict] = {}, tpm_limit: Optional[int] = None, rpm_limit: Optional[int] = None, + query_type: Literal["insert_data", "update_data"] = "insert_data", ): global prisma_client, custom_db_client @@ -1193,6 +1194,12 @@ async def generate_key_helper_fn( duration_s = _duration_in_seconds(duration=key_budget_duration) key_reset_at = datetime.utcnow() + timedelta(seconds=duration_s) + if budget_duration is None: # one-time budget + reset_at = None + else: + duration_s = _duration_in_seconds(duration=budget_duration) + reset_at = datetime.utcnow() + timedelta(seconds=duration_s) + aliases_json = json.dumps(aliases) config_json = json.dumps(config) metadata_json = json.dumps(metadata) @@ -1213,6 +1220,8 @@ async def generate_key_helper_fn( "max_parallel_requests": max_parallel_requests, "tpm_limit": tpm_limit, "rpm_limit": rpm_limit, + "budget_duration": budget_duration, + "budget_reset_at": reset_at, } key_data = { "token": token, @@ -1234,13 +1243,18 @@ async def generate_key_helper_fn( if prisma_client is not None: ## CREATE USER (If necessary) verbose_proxy_logger.debug(f"prisma_client: Creating User={user_data}") - user_row = await prisma_client.insert_data( - data=user_data, table_name="user" - ) + if query_type == "insert_data": + user_row = await prisma_client.insert_data( + data=user_data, table_name="user" + ) + ## use default user model list if no key-specific model list provided + if len(user_row.models) > 0 and len(key_data["models"]) == 0: # type: ignore + key_data["models"] = user_row.models + elif query_type == "update_data": + user_row = await prisma_client.update_data( + data=user_data, table_name="user" + ) - ## use default user model list if no key-specific model list provided - if len(user_row.models) > 0 and len(key_data["models"]) == 0: # type: ignore - key_data["models"] = user_row.models ## CREATE KEY verbose_proxy_logger.debug(f"prisma_client: Creating Key={key_data}") await prisma_client.insert_data(data=key_data, table_name="key") @@ -1548,6 +1562,25 @@ async def startup_event(): await generate_key_helper_fn( duration=None, models=[], aliases={}, config={}, spend=0, token=master_key ) + + if ( + prisma_client is not None + and litellm.max_budget > 0 + and litellm.budget_duration is not None + ): + # add proxy budget to db in the user table + await generate_key_helper_fn( + user_id="litellm-proxy-budget", + duration=None, + models=[], + aliases={}, + config={}, + spend=0, + max_budget=litellm.max_budget, + budget_duration=litellm.budget_duration, + query_type="update_data", + ) + verbose_proxy_logger.debug( f"custom_db_client client {custom_db_client}. Master_key: {master_key}" ) diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index ea3bade8cd..56530eaa3a 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -17,6 +17,8 @@ model LiteLLM_UserTable { max_parallel_requests Int? tpm_limit BigInt? rpm_limit BigInt? + budget_duration String? + budget_reset_at DateTime? } // required for token gen diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 1b3581427b..6f339c0b5c 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -425,12 +425,21 @@ class PrismaClient: status_code=status.HTTP_401_UNAUTHORIZED, detail="Authentication Error: invalid user key - token does not exist", ) - elif user_id is not None: - response = await self.db.litellm_usertable.find_unique( # type: ignore - where={ - "user_id": user_id, - } - ) + elif user_id is not None or ( + table_name is not None and table_name == "user" + ): + if query_type == "find_unique": + response = await self.db.litellm_usertable.find_unique( # type: ignore + where={ + "user_id": user_id, # type: ignore + } + ) + elif query_type == "find_all" and reset_at is not None: + response = await self.db.litellm_usertable.find_many( + where={ # type:ignore + "budget_reset_at": {"lt": reset_at}, + } + ) return response elif table_name == "spend": verbose_proxy_logger.debug( @@ -585,10 +594,16 @@ class PrismaClient: + "\033[0m" ) return {"token": token, "data": db_data} - elif user_id is not None: + elif ( + user_id is not None + or (table_name is not None and table_name == "user") + and query_type == "update" + ): """ If data['spend'] + data['user'], update the user table with spend info as well """ + if user_id is None: + user_id = db_data["user_id"] update_user_row = await self.db.litellm_usertable.update( where={"user_id": user_id}, # type: ignore data={**db_data}, # type: ignore @@ -638,6 +653,30 @@ class PrismaClient: print_verbose( "\033[91m" + f"DB Token Table update succeeded" + "\033[0m" ) + elif ( + table_name is not None + and table_name == "user" + and query_type == "update_many" + and data_list is not None + and isinstance(data_list, list) + ): + """ + Batch write update queries + """ + batcher = self.db.batch_() + for idx, user in enumerate(data_list): + try: + data_json = self.jsonify_object(data=user.model_dump()) + except: + data_json = self.jsonify_object(data=user.dict()) + batcher.litellm_usertable.update( + where={"user_id": user.user_id}, # type: ignore + data={**data_json}, # type: ignore + ) + await batcher.commit() + print_verbose( + "\033[91m" + f"DB User Table update succeeded" + "\033[0m" + ) except Exception as e: asyncio.create_task( self.proxy_logging_obj.failure_handler(original_exception=e) @@ -994,17 +1033,36 @@ async def reset_budget(prisma_client: PrismaClient): Updates db """ if prisma_client is not None: + ### RESET KEY BUDGET ### now = datetime.utcnow() keys_to_reset = await prisma_client.get_data( table_name="key", query_type="find_all", expires=now, reset_at=now ) - for key in keys_to_reset: - key.spend = 0.0 - duration_s = _duration_in_seconds(duration=key.budget_duration) - key.budget_reset_at = key.budget_reset_at + timedelta(seconds=duration_s) + if keys_to_reset is not None and len(keys_to_reset) > 0: + for key in keys_to_reset: + key.spend = 0.0 + duration_s = _duration_in_seconds(duration=key.budget_duration) + key.budget_reset_at = now + timedelta(seconds=duration_s) - if len(keys_to_reset) > 0: await prisma_client.update_data( query_type="update_many", data_list=keys_to_reset, table_name="key" ) + + ### RESET USER BUDGET ### + now = datetime.utcnow() + users_to_reset = await prisma_client.get_data( + table_name="user", query_type="find_all", reset_at=now + ) + + verbose_proxy_logger.debug(f"users_to_reset from get_data: {users_to_reset}") + + if users_to_reset is not None and len(users_to_reset) > 0: + for user in users_to_reset: + user.spend = 0.0 + duration_s = _duration_in_seconds(duration=user.budget_duration) + user.budget_reset_at = now + timedelta(seconds=duration_s) + + await prisma_client.update_data( + query_type="update_many", data_list=users_to_reset, table_name="user" + ) diff --git a/schema.prisma b/schema.prisma index ea3bade8cd..56530eaa3a 100644 --- a/schema.prisma +++ b/schema.prisma @@ -17,6 +17,8 @@ model LiteLLM_UserTable { max_parallel_requests Int? tpm_limit BigInt? rpm_limit BigInt? + budget_duration String? + budget_reset_at DateTime? } // required for token gen From 087bd5e26773da2c73f34875b22e22c83ad40023 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 14:55:21 -0800 Subject: [PATCH 243/499] (feat) slack alerting - log request/response --- litellm/proxy/utils.py | 14 +++++++++++--- 1 file changed, 11 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 978355568c..222a21592e 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -97,7 +97,7 @@ class ProxyLogging: 3. /image/generation """ ### ALERTING ### - asyncio.create_task(self.response_taking_too_long()) + asyncio.create_task(self.response_taking_too_long(request_data=data)) try: for callback in litellm.callbacks: @@ -137,6 +137,8 @@ class ProxyLogging: start_time: Optional[float] = None, end_time: Optional[float] = None, type: Literal["hanging_request", "slow_response"] = "hanging_request", + request_data: Optional[dict] = None, + response_obj: Optional[litellm.ModelResponse] = None, ): if type == "hanging_request": # Simulate a long-running operation that could take more than 5 minutes @@ -144,8 +146,12 @@ class ProxyLogging: self.alerting_threshold ) # Set it to 5 minutes - i'd imagine this might be different for streaming, non-streaming, non-completion (embedding + img) requests + alerting_message = ( + f"Requests are hanging - {self.alerting_threshold}s+ request time" + ) await self.alerting_handler( - message=f"Requests are hanging - {self.alerting_threshold}s+ request time", + message=alerting_message + + f"\nRequest: {request_data}\nResponse: {response_obj}", level="Medium", ) @@ -184,7 +190,9 @@ class ProxyLogging: raise Exception("Missing SLACK_WEBHOOK_URL from environment") payload = {"text": formatted_message} headers = {"Content-type": "application/json"} - async with aiohttp.ClientSession() as session: + async with aiohttp.ClientSession( + connector=aiohttp.TCPConnector(ssl=False) + ) as session: async with session.post( slack_webhook_url, json=payload, headers=headers ) as response: From f9d159797a6b89a8ff94bb0bb654a59fb838d9fe Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 14:57:21 -0800 Subject: [PATCH 244/499] fix(proxy_server.py): handle view spend logs for api key none object --- litellm/proxy/proxy_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4aa06bff70..2fd6baba26 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2538,7 +2538,7 @@ async def view_spend_logs( f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) spend_logs = [] - if api_key is not None: + if api_key is not None and isinstance(api_key, str): if api_key.startswith("sk-"): hashed_token = prisma_client.hash_token(token=api_key) else: From e471157d57c833adc18d4bf35c178eebb1a8e9b1 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 15:13:11 -0800 Subject: [PATCH 245/499] test(test_keys.py): add testing to make sure budget resets are working as expected --- tests/test_keys.py | 25 ++++++++++++++++++++++++- 1 file changed, 24 insertions(+), 1 deletion(-) diff --git a/tests/test_keys.py b/tests/test_keys.py index e9ee58a4df..fe8c6c2f37 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -13,13 +13,15 @@ sys.path.insert( import litellm -async def generate_key(session, i): +async def generate_key(session, i, budget=None, budget_duration=None): url = "http://0.0.0.0:4000/key/generate" headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} data = { "models": ["azure-models", "gpt-4"], "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": None, + "budget": budget, + "budget_duration": budget_duration, } async with session.post(url, headers=headers, json=data) as response: @@ -291,3 +293,24 @@ async def test_key_info_spend_values(): rounded_response_cost = round(response_cost, 8) rounded_key_info_spend = round(key_info["info"]["spend"], 8) assert rounded_response_cost == rounded_key_info_spend + + +@pytest.mark.asyncio +async def test_key_with_budgets(): + """ + - Create key with budget and 5s duration + - Get 'reset_at' value + - wait 5s + - Check if value updated + """ + async with aiohttp.ClientSession() as session: + key_gen = await generate_key( + session=session, i=0, budget=10, budget_duration="5s" + ) + key = key_gen["key"] + key_info = await get_key_info(session=session, get_key=key, call_key=key) + reset_at_init_value = key_info["info"]["budget_reset_at"] + await asyncio.sleep(5) + key_info = await get_key_info(session=session, get_key=key, call_key=key) + reset_at_new_value = key_info["info"]["budget_reset_at"] + assert reset_at_init_value != reset_at_new_value From 47110180c8c26cc786fc83efe50af2607991733c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 15:16:18 -0800 Subject: [PATCH 246/499] (feat) proxy - add timestamp to debug logs --- litellm/_logging.py | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/litellm/_logging.py b/litellm/_logging.py index e9a4a99cd1..d06d8cb6f1 100644 --- a/litellm/_logging.py +++ b/litellm/_logging.py @@ -7,8 +7,11 @@ handler = logging.StreamHandler() handler.setLevel(logging.DEBUG) # Create a formatter and set it for the handler +formatter = logging.Formatter( + "\033[92m%(asctime)s - %(name)s - %(levelname)s\033[0m: %(message)s", + datefmt="%H:%M:%S", +) -formatter = logging.Formatter("\033[92m%(name)s - %(levelname)s\033[0m: %(message)s") handler.setFormatter(formatter) From 8f4e256531377b72515d5a1b9b4ef7ba9c46483b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 15:17:33 -0800 Subject: [PATCH 247/499] (feat) add request_info to slack alerts --- litellm/proxy/utils.py | 22 ++++++++++++++++++---- 1 file changed, 18 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 222a21592e..0520954972 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -138,8 +138,20 @@ class ProxyLogging: end_time: Optional[float] = None, type: Literal["hanging_request", "slow_response"] = "hanging_request", request_data: Optional[dict] = None, - response_obj: Optional[litellm.ModelResponse] = None, ): + if request_data is not None: + model = request_data.get("model", "") + messages = request_data.get("messages", "") + # try casting messages to str and get the first 100 characters, else mark as None + try: + messages = str(messages) + messages = messages[:10000] + except: + messages = None + + request_info = f"\nRequest Model: {model}\nMessages: {messages}" + else: + request_info = "" if type == "hanging_request": # Simulate a long-running operation that could take more than 5 minutes await asyncio.sleep( @@ -150,17 +162,19 @@ class ProxyLogging: f"Requests are hanging - {self.alerting_threshold}s+ request time" ) await self.alerting_handler( - message=alerting_message - + f"\nRequest: {request_data}\nResponse: {response_obj}", + message=alerting_message + request_info, level="Medium", ) elif ( type == "slow_response" and start_time is not None and end_time is not None ): + slow_message = ( + f"Responses are slow - {round(end_time-start_time,2)}s response time" + ) if end_time - start_time > self.alerting_threshold: await self.alerting_handler( - message=f"Responses are slow - {round(end_time-start_time,2)}s response time", + message=slow_message + request_info, level="Low", ) From 6c13776701144e3f0ab058c5d9295fe3b15e6828 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 15:25:40 -0800 Subject: [PATCH 248/499] (fix) alerting - show timestamps in alert --- litellm/_logging.py | 2 +- litellm/proxy/utils.py | 9 ++++++++- 2 files changed, 9 insertions(+), 2 deletions(-) diff --git a/litellm/_logging.py b/litellm/_logging.py index d06d8cb6f1..438fa9743d 100644 --- a/litellm/_logging.py +++ b/litellm/_logging.py @@ -8,7 +8,7 @@ handler.setLevel(logging.DEBUG) # Create a formatter and set it for the handler formatter = logging.Formatter( - "\033[92m%(asctime)s - %(name)s - %(levelname)s\033[0m: %(message)s", + "\033[92m%(asctime)s - %(name)s:%(levelname)s\033[0m: %(message)s", datefmt="%H:%M:%S", ) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 0520954972..ebc2dbc054 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -152,6 +152,7 @@ class ProxyLogging: request_info = f"\nRequest Model: {model}\nMessages: {messages}" else: request_info = "" + if type == "hanging_request": # Simulate a long-running operation that could take more than 5 minutes await asyncio.sleep( @@ -193,7 +194,13 @@ class ProxyLogging: level: str - Low|Medium|High - if calls might fail (Medium) or are failing (High); Currently, no alerts would be 'Low'. message: str - what is the alert about """ - formatted_message = f"Level: {level}\n\nMessage: {message}" + from datetime import datetime + + # Get the current timestamp + current_time = datetime.now().strftime("%H:%M:%S") + formatted_message = ( + f"Level: {level}\nTimestamp: {current_time}\n\nMessage: {message}" + ) if self.alerting is None: return From bb7705b4945b28be5cdc4a382de0ce116e24b621 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 15:30:30 -0800 Subject: [PATCH 249/499] test(test_users.py): test budgets with resets --- litellm/proxy/utils.py | 4 +++- tests/test_keys.py | 8 ++++++-- tests/test_users.py | 32 ++++++++++++++++++++++++++++++-- 3 files changed, 39 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 06b1194b16..4e6b88b1ca 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -384,7 +384,9 @@ class PrismaClient: ) if response is not None: # for prisma we need to cast the expires time to str - if isinstance(response.expires, datetime): + if response.expires is not None and isinstance( + response.expires, datetime + ): response.expires = response.expires.isoformat() elif query_type == "find_all" and user_id is not None: response = await self.db.litellm_verificationtoken.find_many( diff --git a/tests/test_keys.py b/tests/test_keys.py index fe8c6c2f37..e9ec392566 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -20,7 +20,7 @@ async def generate_key(session, i, budget=None, budget_duration=None): "models": ["azure-models", "gpt-4"], "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": None, - "budget": budget, + "max_budget": budget, "budget_duration": budget_duration, } @@ -303,14 +303,18 @@ async def test_key_with_budgets(): - wait 5s - Check if value updated """ + from litellm.proxy.utils import hash_token + async with aiohttp.ClientSession() as session: key_gen = await generate_key( session=session, i=0, budget=10, budget_duration="5s" ) key = key_gen["key"] + hashed_token = hash_token(token=key) + print(f"hashed_token: {hashed_token}") key_info = await get_key_info(session=session, get_key=key, call_key=key) reset_at_init_value = key_info["info"]["budget_reset_at"] - await asyncio.sleep(5) + await asyncio.sleep(15) key_info = await get_key_info(session=session, get_key=key, call_key=key) reset_at_new_value = key_info["info"]["budget_reset_at"] assert reset_at_init_value != reset_at_new_value diff --git a/tests/test_users.py b/tests/test_users.py index 81b6166dc3..e1d1e45e32 100644 --- a/tests/test_users.py +++ b/tests/test_users.py @@ -6,13 +6,15 @@ import aiohttp import time -async def new_user(session, i, user_id=None): +async def new_user(session, i, user_id=None, budget=None, budget_duration=None): url = "http://0.0.0.0:4000/user/new" headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} data = { "models": ["azure-models"], "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": None, + "max_budget": budget, + "budget_duration": budget_duration, } if user_id is not None: @@ -46,7 +48,7 @@ async def get_user_info(session, get_user, call_user): """ Make sure only models user has access to are returned """ - url = f"http://0.0.0.0:4000/user/info?key={get_user}" + url = f"http://0.0.0.0:4000/user/info?user_id={get_user}" headers = { "Authorization": f"Bearer {call_user}", "Content-Type": "application/json", @@ -100,3 +102,29 @@ async def test_user_update(): Make chat completion call """ pass + + +@pytest.mark.asyncio +async def test_users_with_budgets(): + """ + - Create key with budget and 5s duration + - Get 'reset_at' value + - wait 5s + - Check if value updated + """ + get_user = f"krrish_{time.time()}@berri.ai" + async with aiohttp.ClientSession() as session: + key_gen = await new_user( + session, 0, user_id=get_user, budget=10, budget_duration="5s" + ) + key = key_gen["key"] + user_info = await get_user_info( + session=session, get_user=get_user, call_user=key + ) + reset_at_init_value = user_info["user_info"]["budget_reset_at"] + await asyncio.sleep(15) + user_info = await get_user_info( + session=session, get_user=get_user, call_user=key + ) + reset_at_new_value = user_info["user_info"]["budget_reset_at"] + assert reset_at_init_value != reset_at_new_value From ba24037baf61ef927afd97ba298e47f81532f062 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 15:30:49 -0800 Subject: [PATCH 250/499] =?UTF-8?q?bump:=20version=201.18.13=20=E2=86=92?= =?UTF-8?q?=201.19.0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index c91df40556..f8d15f17d2 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.18.13" +version = "1.19.0" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.18.13" +version = "1.19.0" version_files = [ "pyproject.toml:^version" ] From b993c62144e992d2f084717cb5fa2271684b0063 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 15:58:07 -0800 Subject: [PATCH 251/499] (fix) only alert users when requests are hanging --- litellm/proxy/proxy_server.py | 4 ++++ litellm/proxy/utils.py | 19 +++++++++++-------- 2 files changed, 15 insertions(+), 8 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ca58371f45..d8365404c6 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1863,6 +1863,8 @@ async def chat_completion( else: # router is not set response = await litellm.acompletion(**data) + # Post Call Processing + data["litellm_status"] = "success" # used for alerting if hasattr(response, "_hidden_params"): model_id = response._hidden_params.get("model_id", None) or "" else: @@ -2048,6 +2050,7 @@ async def embeddings( response = await litellm.aembedding(**data) ### ALERTING ### + data["litellm_status"] = "success" # used for alerting end_time = time.time() asyncio.create_task( proxy_logging_obj.response_taking_too_long( @@ -2163,6 +2166,7 @@ async def image_generation( response = await litellm.aimage_generation(**data) ### ALERTING ### + data["litellm_status"] = "success" # used for alerting end_time = time.time() asyncio.create_task( proxy_logging_obj.response_taking_too_long( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index ebc2dbc054..d638d162d4 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -158,14 +158,17 @@ class ProxyLogging: await asyncio.sleep( self.alerting_threshold ) # Set it to 5 minutes - i'd imagine this might be different for streaming, non-streaming, non-completion (embedding + img) requests - - alerting_message = ( - f"Requests are hanging - {self.alerting_threshold}s+ request time" - ) - await self.alerting_handler( - message=alerting_message + request_info, - level="Medium", - ) + if ( + request_data is not None + and request_data.get("litellm_status", "") != "success" + ): + alerting_message = ( + f"Requests are hanging - {self.alerting_threshold}s+ request time" + ) + await self.alerting_handler( + message=alerting_message + request_info, + level="Medium", + ) elif ( type == "slow_response" and start_time is not None and end_time is not None From 574208f0056a7dd119dc5d0819175bcd2a9c5ed5 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 16:06:10 -0800 Subject: [PATCH 252/499] fix(proxy_server.py): track cost for global proxy --- litellm/proxy/proxy_server.py | 52 +++++++++++++++++++++++------------ litellm/proxy/utils.py | 7 +++-- litellm/utils.py | 7 ++++- 3 files changed, 44 insertions(+), 22 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 2fd6baba26..286ccfeea1 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -636,29 +636,39 @@ async def update_database( ### UPDATE USER SPEND ### async def _update_user_db(): - if user_id is None: - return - if prisma_client is not None: - existing_spend_obj = await prisma_client.get_data(user_id=user_id) - elif custom_db_client is not None: - existing_spend_obj = await custom_db_client.get_data( - key=user_id, table_name="user" - ) - if existing_spend_obj is None: - existing_spend = 0 - else: - existing_spend = existing_spend_obj.spend + """ + - Update that user's row + - Update litellm-proxy-budget row (global proxy spend) + """ + user_ids = [user_id, "litellm-proxy-budget"] + data_list = [] + for id in user_ids: + if id is None: + continue + if prisma_client is not None: + existing_spend_obj = await prisma_client.get_data(user_id=id) + elif custom_db_client is not None: + existing_spend_obj = await custom_db_client.get_data( + key=id, table_name="user" + ) + if existing_spend_obj is None: + existing_spend = 0 + else: + existing_spend = existing_spend_obj.spend - # Calculate the new cost by adding the existing cost and response_cost - new_spend = existing_spend + response_cost + # Calculate the new cost by adding the existing cost and response_cost + existing_spend_obj.spend = existing_spend + response_cost + + verbose_proxy_logger.debug(f"new cost: {existing_spend_obj.spend}") + data_list.append(existing_spend_obj) - verbose_proxy_logger.debug(f"new cost: {new_spend}") # Update the cost column for the given user id if prisma_client is not None: await prisma_client.update_data( - user_id=user_id, data={"spend": new_spend} + data_list=data_list, query_type="update_many", table_name="user" ) - elif custom_db_client is not None: + elif custom_db_client is not None and user_id is not None: + new_spend = data_list[0].spend await custom_db_client.update_data( key=user_id, value={"spend": new_spend}, table_name="user" ) @@ -1563,7 +1573,13 @@ async def startup_event(): if prisma_client is not None and master_key is not None: # add master key to db await generate_key_helper_fn( - duration=None, models=[], aliases={}, config={}, spend=0, token=master_key + duration=None, + models=[], + aliases={}, + config={}, + spend=0, + token=master_key, + user_id="default_user_id", ) if ( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 4e6b88b1ca..8d06106c09 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -634,7 +634,7 @@ class PrismaClient: "update": {}, # don't do anything if it already exists }, ) - print_verbose( + verbose_proxy_logger.info( "\033[91m" + f"DB User Table - update succeeded {update_user_row}" + "\033[0m" @@ -678,6 +678,7 @@ class PrismaClient: Batch write update queries """ batcher = self.db.batch_() + verbose_proxy_logger.debug(f"data list for user table: {data_list}") for idx, user in enumerate(data_list): try: data_json = self.jsonify_object(data=user.model_dump()) @@ -688,8 +689,8 @@ class PrismaClient: data={**data_json}, # type: ignore ) await batcher.commit() - print_verbose( - "\033[91m" + f"DB User Table update succeeded" + "\033[0m" + verbose_proxy_logger.info( + "\033[91m" + f"DB User Table Batch update succeeded" + "\033[0m" ) except Exception as e: asyncio.create_task( diff --git a/litellm/utils.py b/litellm/utils.py index 03d38ff35a..b41a554d71 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1090,7 +1090,12 @@ class Logging: else: # streaming chunks + image gen. self.model_call_details["response_cost"] = None - if litellm.max_budget and self.stream: + if ( + litellm.max_budget + and self.stream + and result is not None + and "content" in result + ): time_diff = (end_time - start_time).total_seconds() float_diff = float(time_diff) litellm._current_cost += litellm.completion_cost( From 9aae60f1626a99dac5bfdebbbe1463f60e5b8463 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 16:07:46 -0800 Subject: [PATCH 253/499] (FIX) improve slack alerting messages --- litellm/proxy/proxy_config.yaml | 2 ++ litellm/proxy/utils.py | 5 ++--- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 97168b19f9..b06faac328 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -67,6 +67,8 @@ litellm_settings: general_settings: master_key: sk-1234 + alerting: ["slack"] + alerting_threshold: 10 # sends alerts if requests hang for 2 seconds # database_type: "dynamo_db" # database_args: { # 👈 all args - https://github.com/BerriAI/litellm/blob/befbcbb7ac8f59835ce47415c128decf37aac328/litellm/proxy/_types.py#L190 # "billing_mode": "PAY_PER_REQUEST", diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index d638d162d4..94e86600af 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -162,6 +162,7 @@ class ProxyLogging: request_data is not None and request_data.get("litellm_status", "") != "success" ): + # only alert hanging responses if they have not been marked as success alerting_message = ( f"Requests are hanging - {self.alerting_threshold}s+ request time" ) @@ -173,9 +174,7 @@ class ProxyLogging: elif ( type == "slow_response" and start_time is not None and end_time is not None ): - slow_message = ( - f"Responses are slow - {round(end_time-start_time,2)}s response time" - ) + slow_message = f"Responses are slow - {round(end_time-start_time,2)}s response time > Alerting threshold: {self.alerting_threshold}s" if end_time - start_time > self.alerting_threshold: await self.alerting_handler( message=slow_message + request_info, From 624da17698f5c8b0dd95f33c91ad431a0e54f611 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 16:24:50 -0800 Subject: [PATCH 254/499] test(test_users.py): add testing for global proxy spend tracking --- tests/test_users.py | 63 ++++++++++++++++++++++++++++++++++++++++++++- 1 file changed, 62 insertions(+), 1 deletion(-) diff --git a/tests/test_users.py b/tests/test_users.py index e1d1e45e32..d7e2b6a35a 100644 --- a/tests/test_users.py +++ b/tests/test_users.py @@ -4,6 +4,7 @@ import pytest import asyncio import aiohttp import time +from openai import AsyncOpenAI async def new_user(session, i, user_id=None, budget=None, budget_duration=None): @@ -105,7 +106,7 @@ async def test_user_update(): @pytest.mark.asyncio -async def test_users_with_budgets(): +async def test_users_budgets_reset(): """ - Create key with budget and 5s duration - Get 'reset_at' value @@ -128,3 +129,63 @@ async def test_users_with_budgets(): ) reset_at_new_value = user_info["user_info"]["budget_reset_at"] assert reset_at_init_value != reset_at_new_value + + +async def chat_completion(session, key, model="gpt-4"): + client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000") + messages = [ + {"role": "system", "content": "You are a helpful assistant"}, + {"role": "user", "content": f"Hello! {time.time()}"}, + ] + + data = { + "model": model, + "messages": messages, + } + response = await client.chat.completions.create(**data) + + +async def chat_completion_streaming(session, key, model="gpt-4"): + client = AsyncOpenAI(api_key=key, base_url="http://0.0.0.0:4000") + messages = [ + {"role": "system", "content": "You are a helpful assistant"}, + {"role": "user", "content": f"Hello! {time.time()}"}, + ] + + data = {"model": model, "messages": messages, "stream": True} + response = await client.chat.completions.create(**data) + async for chunk in response: + continue + + +@pytest.mark.asyncio +async def test_global_proxy_budget_update(): + """ + - Get proxy current spend + - Make chat completion call (normal) + - Assert spend increased + - Make chat completion call (streaming) + - Assert spend increased + """ + get_user = f"litellm-proxy-budget" + async with aiohttp.ClientSession() as session: + user_info = await get_user_info( + session=session, get_user=get_user, call_user="sk-1234" + ) + original_spend = user_info["user_info"]["spend"] + await chat_completion(session=session, key="sk-1234") + await asyncio.sleep(5) # let db update + user_info = await get_user_info( + session=session, get_user=get_user, call_user="sk-1234" + ) + new_spend = user_info["user_info"]["spend"] + print(f"new_spend: {new_spend}; original_spend: {original_spend}") + assert new_spend > original_spend + await chat_completion_streaming(session=session, key="sk-1234") + await asyncio.sleep(5) # let db update + user_info = await get_user_info( + session=session, get_user=get_user, call_user="sk-1234" + ) + new_new_spend = user_info["user_info"]["spend"] + print(f"new_spend: {new_spend}; original_spend: {original_spend}") + assert new_new_spend > new_spend From 30a8071bf115bc11e2c378aceb52bd3facec047f Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 17:11:40 -0800 Subject: [PATCH 255/499] fix(proxy_server.py): enforce budget limit if global proxy limit reached --- litellm/proxy/proxy_server.py | 59 +++++++++++++++++++++++++++++------ litellm/proxy/utils.py | 35 ++++++++++++--------- 2 files changed, 70 insertions(+), 24 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 286ccfeea1..1a6418f37a 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -370,30 +370,62 @@ async def user_api_key_auth( ) # Check 2. If user_id for this token is in budget + ## Check 2.5 If global proxy is in budget if valid_token.user_id is not None: if prisma_client is not None: user_id_information = await prisma_client.get_data( - user_id=valid_token.user_id, table_name="user" + user_id_list=[valid_token.user_id, "litellm-proxy-budget"], + table_name="user", + query_type="find_all", ) if custom_db_client is not None: user_id_information = await custom_db_client.get_data( key=valid_token.user_id, table_name="user" ) + verbose_proxy_logger.debug( f"user_id_information: {user_id_information}" ) - # Token exists, not expired now check if its in budget for the user - if valid_token.spend is not None and valid_token.user_id is not None: - user_max_budget = getattr(user_id_information, "max_budget", None) - user_current_spend = getattr(user_id_information, "spend", None) + if user_id_information is not None: + if isinstance(user_id_information, list): + ## Check if user in budget + for _user in user_id_information: + if _user is None: + continue + assert isinstance(_user, dict) + # Token exists, not expired now check if its in budget for the user + user_max_budget = _user.get("max_budget", None) + user_current_spend = _user.get("spend", None) - if user_max_budget is not None and user_current_spend is not None: - if user_current_spend > user_max_budget: - raise Exception( - f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" + verbose_proxy_logger.debug( + f"user_max_budget: {user_max_budget}; user_current_spend: {user_current_spend}" ) + if ( + user_max_budget is not None + and user_current_spend is not None + ): + if user_current_spend > user_max_budget: + raise Exception( + f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" + ) + else: + # Token exists, not expired now check if its in budget for the user + user_max_budget = getattr( + user_id_information, "max_budget", None + ) + user_current_spend = getattr(user_id_information, "spend", None) + + if ( + user_max_budget is not None + and user_current_spend is not None + ): + if user_current_spend > user_max_budget: + raise Exception( + f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" + ) + # Check 3. If token is expired if valid_token.expires is not None: current_time = datetime.now(timezone.utc) @@ -1165,6 +1197,7 @@ async def generate_key_helper_fn( tpm_limit: Optional[int] = None, rpm_limit: Optional[int] = None, query_type: Literal["insert_data", "update_data"] = "insert_data", + update_key_values: Optional[dict] = None, ): global prisma_client, custom_db_client @@ -1265,7 +1298,9 @@ async def generate_key_helper_fn( key_data["models"] = user_row.models elif query_type == "update_data": user_row = await prisma_client.update_data( - data=user_data, table_name="user" + data=user_data, + table_name="user", + update_key_values=update_key_values, ) ## CREATE KEY @@ -1598,6 +1633,10 @@ async def startup_event(): max_budget=litellm.max_budget, budget_duration=litellm.budget_duration, query_type="update_data", + update_key_values={ + "max_budget": litellm.max_budget, + "budget_duration": litellm.budget_duration, + }, ) verbose_proxy_logger.debug( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 8d06106c09..787c927666 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -361,6 +361,7 @@ class PrismaClient: self, token: Optional[str] = None, user_id: Optional[str] = None, + user_id_list: Optional[list] = None, key_val: Optional[dict] = None, table_name: Optional[Literal["user", "key", "config", "spend"]] = None, query_type: Literal["find_unique", "find_all"] = "find_unique", @@ -442,6 +443,17 @@ class PrismaClient: "budget_reset_at": {"lt": reset_at}, } ) + elif query_type == "find_all" and user_id_list is not None: + user_id_values = str(tuple(user_id_list)) + sql_query = f""" + SELECT * + FROM "LiteLLM_UserTable" + WHERE "user_id" IN {user_id_values} + """ + + # Execute the raw query + # The asterisk before `user_id_list` unpacks the list into separate arguments + response = await self.db.query_raw(sql_query) return response elif table_name == "user" and query_type == "find_all": response = await self.db.litellm_usertable.find_many( # type: ignore @@ -586,6 +598,7 @@ class PrismaClient: user_id: Optional[str] = None, query_type: Literal["update", "update_many"] = "update", table_name: Optional[Literal["user", "key", "config", "spend"]] = None, + update_key_values: Optional[dict] = None, ): """ Update existing data @@ -612,28 +625,22 @@ class PrismaClient: user_id is not None or (table_name is not None and table_name == "user") and query_type == "update" + and update_key_values is not None ): """ If data['spend'] + data['user'], update the user table with spend info as well """ if user_id is None: user_id = db_data["user_id"] - update_user_row = await self.db.litellm_usertable.update( + update_user_row = await self.db.litellm_usertable.upsert( where={"user_id": user_id}, # type: ignore - data={**db_data}, # type: ignore + data={ + "create": {**db_data}, # type: ignore + "update": { + **update_key_values # type: ignore + }, # just update user-specified values, if it already exists + }, ) - if update_user_row is None: - # if the provided user does not exist, STILL Track this! - # make a new user with {"user_id": user_id, "spend": data['spend']} - - db_data["user_id"] = user_id - update_user_row = await self.db.litellm_usertable.upsert( - where={"user_id": user_id}, # type: ignore - data={ - "create": {**db_data}, # type: ignore - "update": {}, # don't do anything if it already exists - }, - ) verbose_proxy_logger.info( "\033[91m" + f"DB User Table - update succeeded {update_user_row}" From 3305dc75ca4081315208aa304f71e4273aacb807 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 17:15:01 -0800 Subject: [PATCH 256/499] (docs) add comments on prisma.schema --- schema.prisma | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/schema.prisma b/schema.prisma index 441c3515fb..0dd11eb644 100644 --- a/schema.prisma +++ b/schema.prisma @@ -7,6 +7,7 @@ generator client { provider = "prisma-client-py" } +// Track spend, rate limit, budget Users model LiteLLM_UserTable { user_id String @unique team_id String? @@ -21,7 +22,7 @@ model LiteLLM_UserTable { budget_reset_at DateTime? } -// required for token gen +// Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @unique spend Float @default(0.0) @@ -40,11 +41,13 @@ model LiteLLM_VerificationToken { budget_reset_at DateTime? } +// store proxy config.yaml model LiteLLM_Config { param_name String @id param_value Json? } +// View spend, model, api_key per request model LiteLLM_SpendLogs { request_id String @unique call_type String From d6949937030d2d6ea7f04b2fcc1996d30bf917f5 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 17:34:17 -0800 Subject: [PATCH 257/499] (fix) bug from bb7705b4945b28be5cdc4a382de0ce116e24b621 --- litellm/proxy/utils.py | 9 ++++----- 1 file changed, 4 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 39a2f91e49..15f230a6a4 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -473,11 +473,10 @@ class PrismaClient: "budget_reset_at": {"lt": reset_at}, } ) - return response - elif table_name == "user" and query_type == "find_all": - response = await self.db.litellm_usertable.find_many( # type: ignore - order={"spend": "desc"}, - ) + elif query_type == "find_all": + response = await self.db.litellm_usertable.find_many( # type: ignore + order={"spend": "desc"}, + ) return response elif table_name == "spend": verbose_proxy_logger.debug( From f148094d18df236c12a164172d38737da48a7dc3 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 17:43:01 -0800 Subject: [PATCH 258/499] test(test_key_generate_prisma.py): add unit testing for global proxy budget --- litellm/proxy/proxy_server.py | 8 +- litellm/proxy/utils.py | 9 +- litellm/tests/test_key_generate_prisma.py | 174 +++++++++++++++++++++- 3 files changed, 182 insertions(+), 9 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 1a6418f37a..4a9be4632d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -197,6 +197,7 @@ use_queue = False health_check_interval = None health_check_results = {} queue: List = [] +litellm_proxy_budget_name = "litellm-proxy-budget" ### INITIALIZE GLOBAL LOGGING OBJECT ### proxy_logging_obj = ProxyLogging(user_api_key_cache=user_api_key_cache) ### REDIS QUEUE ### @@ -374,7 +375,7 @@ async def user_api_key_auth( if valid_token.user_id is not None: if prisma_client is not None: user_id_information = await prisma_client.get_data( - user_id_list=[valid_token.user_id, "litellm-proxy-budget"], + user_id_list=[valid_token.user_id, litellm_proxy_budget_name], table_name="user", query_type="find_all", ) @@ -672,7 +673,7 @@ async def update_database( - Update that user's row - Update litellm-proxy-budget row (global proxy spend) """ - user_ids = [user_id, "litellm-proxy-budget"] + user_ids = [user_id, litellm_proxy_budget_name] data_list = [] for id in user_ids: if id is None: @@ -685,6 +686,7 @@ async def update_database( ) if existing_spend_obj is None: existing_spend = 0 + existing_spend = LiteLLM_UserTable(user_id=id, spend=0) else: existing_spend = existing_spend_obj.spend @@ -1624,7 +1626,7 @@ async def startup_event(): ): # add proxy budget to db in the user table await generate_key_helper_fn( - user_id="litellm-proxy-budget", + user_id=litellm_proxy_budget_name, duration=None, models=[], aliases={}, diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 787c927666..adc5fa4866 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -454,11 +454,10 @@ class PrismaClient: # Execute the raw query # The asterisk before `user_id_list` unpacks the list into separate arguments response = await self.db.query_raw(sql_query) - return response - elif table_name == "user" and query_type == "find_all": - response = await self.db.litellm_usertable.find_many( # type: ignore - order={"spend": "desc"}, - ) + elif query_type == "find_all": + response = await self.db.litellm_usertable.find_many( # type: ignore + order={"spend": "desc"}, + ) return response elif table_name == "spend": verbose_proxy_logger.debug( diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 49f091cd6f..5231f93d30 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -24,7 +24,7 @@ from fastapi import Request from datetime import datetime load_dotenv() -import os, io +import os, io, time # this file is to test litellm/proxy @@ -83,6 +83,7 @@ def prisma_client(): # Reset litellm.proxy.proxy_server.prisma_client to None litellm.proxy.proxy_server.custom_db_client = None + litellm.proxy.proxy_server.litellm_proxy_budget_name = "litellm-proxy-budget" return prisma_client @@ -282,6 +283,90 @@ def test_call_with_user_over_budget(prisma_client): print(vars(e)) +def test_call_with_proxy_over_budget(prisma_client): + # 5.1 Make a call with a proxy over budget, expect to fail + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + litellm_proxy_budget_name = f"litellm-proxy-budget-{time.time()}" + setattr( + litellm.proxy.proxy_server, + "litellm_proxy_budget_name", + litellm_proxy_budget_name, + ) + try: + + async def test(): + await litellm.proxy.proxy_server.prisma_client.connect() + ## CREATE PROXY + USER BUDGET ## + request = NewUserRequest( + max_budget=0.00001, user_id=litellm_proxy_budget_name + ) + await new_user(request) + request = NewUserRequest() + key = await new_user(request) + print(key) + + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key + + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + + resp = ModelResponse( + id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), + ) + await track_cost_callback( + kwargs={ + "stream": False, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } + }, + "response_cost": 0.00002, + }, + completion_response=resp, + start_time=datetime.now(), + end_time=datetime.now(), + ) + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + pytest.fail(f"This should have failed!. They key crossed it's budget") + + asyncio.run(test()) + except Exception as e: + if hasattr(e, "message"): + error_detail = e.message + else: + error_detail = traceback.format_exc() + assert "Authentication Error, ExceededBudget:" in error_detail + print(vars(e)) + + def test_call_with_user_over_budget_stream(prisma_client): # 6. Make a call with a key over budget, expect to fail setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) @@ -358,6 +443,93 @@ def test_call_with_user_over_budget_stream(prisma_client): print(vars(e)) +def test_call_with_proxy_over_budget_stream(prisma_client): + # 6.1 Make a call with a global proxy over budget, expect to fail + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + litellm_proxy_budget_name = f"litellm-proxy-budget-{time.time()}" + setattr( + litellm.proxy.proxy_server, + "litellm_proxy_budget_name", + litellm_proxy_budget_name, + ) + from litellm._logging import verbose_proxy_logger + import logging + + litellm.set_verbose = True + verbose_proxy_logger.setLevel(logging.DEBUG) + try: + + async def test(): + await litellm.proxy.proxy_server.prisma_client.connect() + ## CREATE PROXY + USER BUDGET ## + request = NewUserRequest( + max_budget=0.00001, user_id=litellm_proxy_budget_name + ) + await new_user(request) + request = NewUserRequest() + key = await new_user(request) + print(key) + + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key + + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + + resp = ModelResponse( + id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage(prompt_tokens=210, completion_tokens=200, total_tokens=410), + ) + await track_cost_callback( + kwargs={ + "stream": True, + "complete_streaming_response": resp, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } + }, + "response_cost": 0.00002, + }, + completion_response=ModelResponse(), + start_time=datetime.now(), + end_time=datetime.now(), + ) + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + pytest.fail(f"This should have failed!. They key crossed it's budget") + + asyncio.run(test()) + except Exception as e: + error_detail = e.message + assert "Authentication Error, ExceededBudget:" in error_detail + print(vars(e)) + + def test_generate_and_call_with_valid_key_never_expires(prisma_client): # 7. Make a call with an key that never expires, expect to pass From 2130a61b6eabbb22f1013e71e724ff2ebedd97e8 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 17:56:00 -0800 Subject: [PATCH 259/499] (feat) add cache_key in spend_log --- litellm/proxy/_types.py | 3 +-- litellm/proxy/schema.prisma | 1 + litellm/proxy/utils.py | 5 +++++ litellm/tests/test_key_generate_prisma.py | 4 ++++ schema.prisma | 1 + 5 files changed, 12 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 8a059c5077..670cefcf2f 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -343,8 +343,7 @@ class LiteLLM_SpendLogs(LiteLLMBase): endTime: Union[str, datetime, None] user: Optional[str] = "" modelParameters: Optional[Json] = {} - messages: Optional[Json] = [] - response: Optional[Json] = {} usage: Optional[Json] = {} metadata: Optional[Json] = {} cache_hit: Optional[str] = "False" + cache_key: Optional[str] = None diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 441c3515fb..f06d42ba5b 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -58,4 +58,5 @@ model LiteLLM_SpendLogs { usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") + cache_key String @default("") } \ No newline at end of file diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 15f230a6a4..d49ace138a 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -995,6 +995,10 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): if api_key is not None and isinstance(api_key, str) and api_key.startswith("sk-"): # hash the api_key api_key = hash_token(api_key) + from litellm.caching import Cache + + c = Cache() + cache_key = c.get_cache_key(**kwargs) if "headers" in metadata and "authorization" in metadata["headers"]: metadata["headers"].pop( @@ -1013,6 +1017,7 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): "modelParameters": optional_params, "usage": usage, "metadata": metadata, + "cache_key": cache_key, } json_fields = [ diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 49f091cd6f..f7f1d0a919 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -763,6 +763,10 @@ def test_call_with_key_over_budget(prisma_client): assert spend_log.request_id == request_id assert spend_log.spend == float("2e-05") assert spend_log.model == "chatgpt-v-2" + assert ( + spend_log.cache_key + == "a61ae14fe4a8b8014a61e6ae01a100c8bc6770ac37c293242afed954bc69207d" + ) # use generated key to auth in result = await user_api_key_auth(request=request, api_key=bearer_token) diff --git a/schema.prisma b/schema.prisma index 0dd11eb644..72d14e13bd 100644 --- a/schema.prisma +++ b/schema.prisma @@ -61,4 +61,5 @@ model LiteLLM_SpendLogs { usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") + cache_key String @default("") } \ No newline at end of file From bf851ef19a47aeb1c76a56f16fba7cb29d873f2a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 18:34:22 -0800 Subject: [PATCH 260/499] (fix) use litellm.cache for getting key --- litellm/proxy/proxy_server.py | 2 -- litellm/proxy/utils.py | 9 ++++----- 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 512e956b04..eaa2373cc3 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1382,8 +1382,6 @@ async def initialize( verbose_proxy_logger.setLevel( level=logging.DEBUG ) # set proxy logs to debug - litellm.set_verbose = True - dynamic_config = {"general": {}, user_model: {}} if config: ( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index d49ace138a..812157ca0e 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -995,15 +995,14 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): if api_key is not None and isinstance(api_key, str) and api_key.startswith("sk-"): # hash the api_key api_key = hash_token(api_key) - from litellm.caching import Cache - - c = Cache() - cache_key = c.get_cache_key(**kwargs) - if "headers" in metadata and "authorization" in metadata["headers"]: metadata["headers"].pop( "authorization" ) # do not store the original `sk-..` api key in the db + if litellm.cache is not None: + cache_key = litellm.cache.get_cache_key(**kwargs) + else: + cache_key = "Cache OFF" payload = { "request_id": id, From 2f3765a03f5ff659c8292edf3e0491297e477fe7 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 18:51:39 -0800 Subject: [PATCH 261/499] (fix) log cache hits on SpendLogs table --- litellm/proxy/proxy_server.py | 6 ++++++ litellm/proxy/utils.py | 4 ++++ 2 files changed, 10 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index eaa2373cc3..e1ca25e130 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -593,6 +593,12 @@ async def track_cost_callback( "user_api_key_user_id", None ) + if kwargs.get("cache_hit", False) == True: + response_cost = 0.0 + verbose_proxy_logger.info( + f"Cache Hit: response_cost {response_cost}, for user_id {user_id}" + ) + verbose_proxy_logger.info( f"response_cost {response_cost}, for user_id {user_id}" ) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 812157ca0e..25c5c82ce5 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1003,6 +1003,10 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): cache_key = litellm.cache.get_cache_key(**kwargs) else: cache_key = "Cache OFF" + if cache_hit == True: + import time + + id = f"{id}_cache_hit{time.time()}" # SpendLogs does not allow duplicate request_id payload = { "request_id": id, From 6bc715cf85f9d9e18dc67ecf2bdffe90ef05d022 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 18:54:23 -0800 Subject: [PATCH 262/499] (test) logging cache_key in spendLogs --- litellm/tests/test_key_generate_prisma.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index f7f1d0a919..78fb756b25 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -716,6 +716,9 @@ def test_call_with_key_over_budget(prisma_client): # update spend using track_cost callback, make 2nd request, it should fail from litellm.proxy.proxy_server import track_cost_callback from litellm import ModelResponse, Choices, Message, Usage + from litellm.caching import Cache + + litellm.cache = Cache() import time request_id = f"chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac{time.time()}" From 3e59a02dfb451f52c6e3b2a534165ea092c8f38d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Wed, 24 Jan 2024 19:27:53 -0800 Subject: [PATCH 263/499] (test) test /key/gen with max_budget=None --- litellm/tests/test_key_generate_prisma.py | 70 +++++++++++++++++++++++ 1 file changed, 70 insertions(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 78fb756b25..5efef39323 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -783,6 +783,76 @@ def test_call_with_key_over_budget(prisma_client): print(vars(e)) +@pytest.mark.asyncio() +async def test_call_with_key_never_over_budget(prisma_client): + # Make a call with a key with budget=None, it should never fail + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + try: + await litellm.proxy.proxy_server.prisma_client.connect() + request = GenerateKeyRequest(max_budget=None) + key = await generate_key_fn(request) + print(key) + + generated_key = key.key + user_id = key.user_id + bearer_token = "Bearer " + generated_key + + request = Request(scope={"type": "http"}) + request._url = URL(url="/chat/completions") + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + + # update spend using track_cost callback, make 2nd request, it should fail + from litellm.proxy.proxy_server import track_cost_callback + from litellm import ModelResponse, Choices, Message, Usage + import time + + request_id = f"chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac{time.time()}" + + resp = ModelResponse( + id=request_id, + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content=" Sure! Here is a short poem about the sky:\n\nA canvas of blue, a", + role="assistant", + ), + ) + ], + model="gpt-35-turbo", # azure always has model written like this + usage=Usage( + prompt_tokens=210000, completion_tokens=200000, total_tokens=41000 + ), + ) + await track_cost_callback( + kwargs={ + "model": "chatgpt-v-2", + "stream": False, + "litellm_params": { + "metadata": { + "user_api_key": generated_key, + "user_api_key_user_id": user_id, + } + }, + "response_cost": 200000, + }, + completion_response=resp, + start_time=datetime.now(), + end_time=datetime.now(), + ) + + # use generated key to auth in + result = await user_api_key_auth(request=request, api_key=bearer_token) + print("result from user auth with new key", result) + except Exception as e: + pytest.fail(f"This should have not failed!. They key uses max_budget=None. {e}") + + @pytest.mark.asyncio() async def test_call_with_key_over_budget_stream(prisma_client): # 14. Make a call with a key over budget, expect to fail From 05b4d49882bf13f47e49fbd7ff6c1c6f8c59ee36 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 19:54:37 -0800 Subject: [PATCH 264/499] ci(config.yml): add debug logs --- .circleci/config.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index 8685f45793..1de72a156f 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -152,7 +152,8 @@ jobs: my-app:latest \ --config /app/config.yaml \ --port 4000 \ - --num_workers 8 + --num_workers 8 \ + --debug - run: name: Install curl and dockerize command: | From 43f139fafd8e69d81c5fd5d8f95d511e0953c36f Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 20:09:08 -0800 Subject: [PATCH 265/499] fix(ollama_chat.py): fix default token counting for ollama chat --- litellm/llms/ollama_chat.py | 12 ++++++++---- litellm/utils.py | 9 +++++++-- 2 files changed, 15 insertions(+), 6 deletions(-) diff --git a/litellm/llms/ollama_chat.py b/litellm/llms/ollama_chat.py index 31e3f0d16a..e381c93f7d 100644 --- a/litellm/llms/ollama_chat.py +++ b/litellm/llms/ollama_chat.py @@ -220,8 +220,10 @@ def get_ollama_response( model_response["choices"][0]["message"] = response_json["message"] model_response["created"] = int(time.time()) model_response["model"] = "ollama/" + model - prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(prompt))) # type: ignore - completion_tokens = response_json["eval_count"] + prompt_tokens = response_json.get("prompt_eval_count", litellm.token_counter(messages=messages)) # type: ignore + completion_tokens = response_json.get( + "eval_count", litellm.token_counter(text=response_json["message"]) + ) model_response["usage"] = litellm.Usage( prompt_tokens=prompt_tokens, completion_tokens=completion_tokens, @@ -320,8 +322,10 @@ async def ollama_acompletion(url, data, model_response, encoding, logging_obj): model_response["choices"][0]["message"] = response_json["message"] model_response["created"] = int(time.time()) model_response["model"] = "ollama/" + data["model"] - prompt_tokens = response_json.get("prompt_eval_count", len(encoding.encode(prompt))) # type: ignore - completion_tokens = response_json["eval_count"] + prompt_tokens = response_json.get("prompt_eval_count", litellm.token_counter(messages=data["messages"])) # type: ignore + completion_tokens = response_json.get( + "eval_count", litellm.token_counter(text=response_json["message"]) + ) model_response["usage"] = litellm.Usage( prompt_tokens=prompt_tokens, completion_tokens=completion_tokens, diff --git a/litellm/utils.py b/litellm/utils.py index 03d38ff35a..4718083c2b 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2872,8 +2872,13 @@ def token_counter( print_verbose( f"Token Counter - using generic token counter, for model={model}" ) - enc = tokenizer_json["tokenizer"].encode(text) - num_tokens = len(enc) + num_tokens = openai_token_counter( + text=text, # type: ignore + model="gpt-3.5-turbo", + messages=messages, + is_tool_call=is_tool_call, + count_response_tokens=count_response_tokens, + ) else: num_tokens = len(encoding.encode(text)) # type: ignore return num_tokens From b1864c3d115d0148755c39b7d1e532a54691a601 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 20:10:14 -0800 Subject: [PATCH 266/499] =?UTF-8?q?bump:=20version=201.19.0=20=E2=86=92=20?= =?UTF-8?q?1.19.1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index f8d15f17d2..fb8507d8c0 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.0" +version = "1.19.1" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.0" +version = "1.19.1" version_files = [ "pyproject.toml:^version" ] From 30d615f442c1928bd79c34704b9c14b6fe30811c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 20:12:03 -0800 Subject: [PATCH 267/499] build(proxy_server_config.yaml): add proxy budget to default yaml --- proxy_server_config.yaml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml index 5984a75c69..dfa8e11519 100644 --- a/proxy_server_config.yaml +++ b/proxy_server_config.yaml @@ -41,6 +41,8 @@ model_list: litellm_settings: drop_params: True + max_budget: 100 + budget_duration: 30d general_settings: master_key: sk-1234 # [OPTIONAL] Only use this if you to require all calls to contain this key (Authorization: Bearer sk-1234) # database_url: "postgresql://:@:/" # [OPTIONAL] use for token-based auth to proxy From 12b2ad9ed12e1c6868399c0298768b5a8584ef9a Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 20:37:56 -0800 Subject: [PATCH 268/499] fix(proxy_server.py): fix handling none value for existing spend object --- litellm/tests/test_key_generate_prisma.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 27392e0f08..1a6948fe85 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -83,7 +83,9 @@ def prisma_client(): # Reset litellm.proxy.proxy_server.prisma_client to None litellm.proxy.proxy_server.custom_db_client = None - litellm.proxy.proxy_server.litellm_proxy_budget_name = "litellm-proxy-budget" + litellm.proxy.proxy_server.litellm_proxy_budget_name = ( + f"litellm-proxy-budget-{time.time()}" + ) return prisma_client From 34c4532e7e8b2055b4ec182443791e0afd10c53d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 20:39:00 -0800 Subject: [PATCH 269/499] fix(proxy_server.py): fix handling none value for existing spend object pt.2 --- litellm/proxy/_types.py | 2 +- litellm/proxy/proxy_server.py | 4 +++- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 670cefcf2f..86400b7e25 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -329,7 +329,7 @@ class LiteLLM_UserTable(LiteLLMBase): if values.get("spend") is None: values.update({"spend": 0.0}) if values.get("models") is None: - values.update({"models", []}) + values.update({"models": []}) return values diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index e638d5d452..d5b91a3920 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -692,7 +692,9 @@ async def update_database( ) if existing_spend_obj is None: existing_spend = 0 - existing_spend = LiteLLM_UserTable(user_id=id, spend=0) + existing_spend_obj = LiteLLM_UserTable( + user_id=id, spend=0, max_budget=None, user_email=None + ) else: existing_spend = existing_spend_obj.spend From 8e1157fc926b5619905d2608eb49ce8df3d32616 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 21:08:09 -0800 Subject: [PATCH 270/499] test(test_keys.py): reset proxy spend --- litellm/proxy/_types.py | 32 +++++++++++++++++++------------- litellm/proxy/proxy_server.py | 35 +++++++++++++++++++++++++++++++++-- litellm/proxy/utils.py | 3 ++- tests/test_keys.py | 23 +++++++++++++++++++++++ 4 files changed, 77 insertions(+), 16 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 86400b7e25..e64fc729e9 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -122,11 +122,12 @@ class ModelParams(LiteLLMBase): return values -class GenerateKeyRequest(LiteLLMBase): - duration: Optional[str] = "1h" +class GenerateRequestBase(LiteLLMBase): + """ + Overlapping schema between key and user generate/update requests + """ + models: Optional[list] = [] - aliases: Optional[dict] = {} - config: Optional[dict] = {} spend: Optional[float] = 0 max_budget: Optional[float] = None user_id: Optional[str] = None @@ -138,21 +139,18 @@ class GenerateKeyRequest(LiteLLMBase): budget_duration: Optional[str] = None -class UpdateKeyRequest(LiteLLMBase): +class GenerateKeyRequest(GenerateRequestBase): + duration: Optional[str] = "1h" + aliases: Optional[dict] = {} + + +class UpdateKeyRequest(GenerateKeyRequest): # Note: the defaults of all Params here MUST BE NONE # else they will get overwritten key: str duration: Optional[str] = None - models: Optional[list] = None - aliases: Optional[dict] = None - config: Optional[dict] = None spend: Optional[float] = None - max_budget: Optional[float] = None - user_id: Optional[str] = None - max_parallel_requests: Optional[int] = None metadata: Optional[dict] = None - tpm_limit: Optional[int] = None - rpm_limit: Optional[int] = None class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api key auth @@ -192,6 +190,14 @@ class NewUserResponse(GenerateKeyResponse): max_budget: Optional[float] = None +class UpdateUserRequest(GenerateRequestBase): + # Note: the defaults of all Params here MUST BE NONE + # else they will get overwritten + user_id: str + spend: Optional[float] = None + metadata: Optional[dict] = None + + class KeyManagementSystem(enum.Enum): GOOGLE_KMS = "google_kms" AZURE_KEY_VAULT = "azure_key_vault" diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d5b91a3920..027e29f94d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2799,11 +2799,42 @@ async def user_info( @router.post( "/user/update", tags=["user management"], dependencies=[Depends(user_api_key_auth)] ) -async def user_update(request: Request): +async def user_update(data: UpdateUserRequest): """ [TODO]: Use this to update user budget """ - pass + global prisma_client + try: + data_json: dict = data.json() + # get the row from db + if prisma_client is None: + raise Exception("Not connected to DB!") + + non_default_values = {k: v for k, v in data_json.items() if v is not None} + response = await prisma_client.update_data( + user_id=data_json["user_id"], + data=non_default_values, + update_key_values=non_default_values, + ) + return {"user_id": data_json["user_id"], **non_default_values} + # update based on remaining passed in values + except Exception as e: + traceback.print_exc() + if isinstance(e, HTTPException): + raise ProxyException( + message=getattr(e, "detail", f"Authentication Error({str(e)})"), + type="auth_error", + param=getattr(e, "param", "None"), + code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST), + ) + elif isinstance(e, ProxyException): + raise e + raise ProxyException( + message="Authentication Error, " + str(e), + type="auth_error", + param=getattr(e, "param", "None"), + code=status.HTTP_400_BAD_REQUEST, + ) #### MODEL MANAGEMENT #### diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 0debcb235b..789125b822 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -655,13 +655,14 @@ class PrismaClient: user_id is not None or (table_name is not None and table_name == "user") and query_type == "update" - and update_key_values is not None ): """ If data['spend'] + data['user'], update the user table with spend info as well """ if user_id is None: user_id = db_data["user_id"] + if update_key_values is None: + update_key_values = db_data update_user_row = await self.db.litellm_usertable.upsert( where={"user_id": user_id}, # type: ignore data={ diff --git a/tests/test_keys.py b/tests/test_keys.py index e9ec392566..f05204c03e 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -67,6 +67,28 @@ async def update_key(session, get_key): return await response.json() +async def update_proxy_budget(session): + """ + Make sure only models user has access to are returned + """ + url = "http://0.0.0.0:4000/user/update" + headers = { + "Authorization": f"Bearer sk-1234", + "Content-Type": "application/json", + } + data = {"user_id": "litellm-proxy-budget", "spend": 0} + + async with session.post(url, headers=headers, json=data) as response: + status = response.status + response_text = await response.text() + print(response_text) + print() + + if status != 200: + raise Exception(f"Request did not return a 200 status code: {status}") + return await response.json() + + async def chat_completion(session, key, model="gpt-4"): url = "http://0.0.0.0:4000/chat/completions" headers = { @@ -135,6 +157,7 @@ async def test_key_update(): session=session, get_key=key, ) + await update_proxy_budget(session=session) # resets proxy spend await chat_completion(session=session, key=key) From 0752048b8147c94b2bb6e1edcb03e144aa1f0ee7 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 21:29:56 -0800 Subject: [PATCH 271/499] fix(dynamo_db.py): fix update bug --- litellm/proxy/_types.py | 1 + litellm/proxy/db/dynamo_db.py | 4 ++++ litellm/proxy/proxy_server.py | 2 +- 3 files changed, 6 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index e64fc729e9..13c0862853 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -142,6 +142,7 @@ class GenerateRequestBase(LiteLLMBase): class GenerateKeyRequest(GenerateRequestBase): duration: Optional[str] = "1h" aliases: Optional[dict] = {} + config: Optional[dict] = {} class UpdateKeyRequest(GenerateKeyRequest): diff --git a/litellm/proxy/db/dynamo_db.py b/litellm/proxy/db/dynamo_db.py index 83cf6b1572..534adbddc9 100644 --- a/litellm/proxy/db/dynamo_db.py +++ b/litellm/proxy/db/dynamo_db.py @@ -243,6 +243,10 @@ class DynamoDBWrapper(CustomDB): and isinstance(v, str) ): new_response[k] = json.loads(v) + elif (k == "tpm_limit" or k == "rpm_limit") and isinstance( + v, float + ): + new_response[k] = int(v) else: new_response[k] = v new_response = LiteLLM_VerificationToken(**new_response) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 027e29f94d..c13849e2a3 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -686,7 +686,7 @@ async def update_database( continue if prisma_client is not None: existing_spend_obj = await prisma_client.get_data(user_id=id) - elif custom_db_client is not None: + elif custom_db_client is not None and id != litellm_proxy_budget_name: existing_spend_obj = await custom_db_client.get_data( key=id, table_name="user" ) From 81846ffdec263267efbdd4dbcc7e4aec6f3a8489 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 21:49:47 -0800 Subject: [PATCH 272/499] fix(proxy/utils.py): handle item not existing during batch updates --- litellm/proxy/utils.py | 9 +++++++-- 1 file changed, 7 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 789125b822..faa73d70b8 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -722,9 +722,14 @@ class PrismaClient: data_json = self.jsonify_object(data=user.model_dump()) except: data_json = self.jsonify_object(data=user.dict()) - batcher.litellm_usertable.update( + batcher.litellm_usertable.upsert( where={"user_id": user.user_id}, # type: ignore - data={**data_json}, # type: ignore + data={ + "create": {**data_json}, # type: ignore + "update": { + **data_json # type: ignore + }, # just update user-specified values, if it already exists + }, ) await batcher.commit() verbose_proxy_logger.info( From 34154dde027acbba8e4a6194a757af7045662909 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 22:19:07 -0800 Subject: [PATCH 273/499] =?UTF-8?q?bump:=20version=201.19.1=20=E2=86=92=20?= =?UTF-8?q?1.19.2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index fb8507d8c0..6f20d92ee7 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.1" +version = "1.19.2" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.1" +version = "1.19.2" version_files = [ "pyproject.toml:^version" ] From 7e06944d80aeecfd5f02372a91cd72be052f8572 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Wed, 24 Jan 2024 23:18:45 -0800 Subject: [PATCH 274/499] test(test_dynamodb_logs.py): skip flaky test --- litellm/tests/test_dynamodb_logs.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_dynamodb_logs.py b/litellm/tests/test_dynamodb_logs.py index a6bedd0cf5..80a44a78ac 100644 --- a/litellm/tests/test_dynamodb_logs.py +++ b/litellm/tests/test_dynamodb_logs.py @@ -33,6 +33,7 @@ def pre_request(): import re +@pytest.mark.skip def verify_log_file(log_file_path): with open(log_file_path, "r") as log_file: log_content = log_file.read() @@ -123,7 +124,7 @@ def test_dynamo_logging(): sys.stdout = original_stdout # Close the file log_file.close() - verify_log_file(file_name) + # verify_log_file(file_name) print("Passed! Testing async dynamoDB logging") From 5b151c8566dfc2bc6b2118a7a042246a026e881e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 08:43:38 -0800 Subject: [PATCH 275/499] (ghcr deploy) use platform --- .github/workflows/ghcr_deploy.yml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index b0215dfecf..6054d27d8d 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -82,6 +82,8 @@ jobs: push: true tags: ${{ steps.meta.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta.outputs.tags }}-latest # if a tag is provided, use that, otherwise use the release tag, and if neither is available, use 'latest' labels: ${{ steps.meta.outputs.labels }} + platform: local, linux/amd64,linux/arm64 + build-and-push-image-ui: runs-on: ubuntu-latest permissions: From 389347250fcacf662ae243855fee615dbfd4f526 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 09:04:20 -0800 Subject: [PATCH 276/499] docs(users.md): add proxy budget to docs --- docs/my-website/docs/proxy/users.md | 92 +++++++++++++++++++++++++++-- 1 file changed, 86 insertions(+), 6 deletions(-) diff --git a/docs/my-website/docs/proxy/users.md b/docs/my-website/docs/proxy/users.md index be80e76f14..c5f2ca358c 100644 --- a/docs/my-website/docs/proxy/users.md +++ b/docs/my-website/docs/proxy/users.md @@ -1,7 +1,7 @@ import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; -# 💰 Budgets, Rate Limits per user +# 💰 Budgets, Rate Limits Requirements: @@ -10,22 +10,71 @@ Requirements: ## Set Budgets +You can set budgets at 3 levels: +- For the proxy +- For a user +- For a key -Set `max_budget` in (USD $) param in the `/user/new` or `/key/generate` request. By default the `max_budget` is set to `null` and is not checked for keys - + -LiteLLM exposes a `/user/new` endpoint to create budgets for users, that persist across multiple keys. +Apply a budget across all calls on the proxy +**Step 1. Modify config.yaml** +```yaml +general_settings: + master_key: sk-1234 + +litellm_settings: + # other litellm settings + max_budget: 0 # (float) sets max budget as $0 USD + budget_duration: 30d # (str) frequency of reset - You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). +``` + +**Step 2. Start proxy** + +```bash +litellm /path/to/config.yaml +``` + +**Step 3. Send test call** + +```bash +curl --location 'http://0.0.0.0:8000/chat/completions' \ + --header 'Autherization: Bearer sk-1234' \ + --header 'Content-Type: application/json' \ + --data '{ + "model": "gpt-3.5-turbo", + "messages": [ + { + "role": "user", + "content": "what llm are you" + } + ], +}' +``` + + + +Apply a budget across multiple keys. + +LiteLLM exposes a `/user/new` endpoint to create budgets for this. + +You can: +- Add budgets to users [**Jump**](#add-budgets-to-users) +- Add budget durations, to reset spend [**Jump**](#add-budget-duration-to-users) + +By default the `max_budget` is set to `null` and is not checked for keys + +### **Add budgets to users** ```shell curl --location 'http://localhost:8000/user/new' \ --header 'Authorization: Bearer ' \ --header 'Content-Type: application/json' \ --data-raw '{"models": ["azure-models"], "max_budget": 0, "user_id": "krrish3@berri.ai"}' ``` -The request is a normal `/key/generate` request body + a `max_budget` field. [**See Swagger**](https://litellm-api.up.railway.app/#/user%20management/new_user_user_new_post) @@ -40,9 +89,38 @@ The request is a normal `/key/generate` request body + a `max_budget` field. } ``` +### **Add budget duration to users** + +`budget_duration`: Budget is reset at the end of specified duration. If not set, budget is never reset. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + +``` +curl 'http://0.0.0.0:8000/user/new' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data-raw '{ + "team_id": "core-infra", # [OPTIONAL] + "max_budget": 10, + "budget_duration": 10s, +}' +``` + +### Create new keys for existing user + +Now you can just call `/key/generate` with that user_id (i.e. krrish3@berri.ai) and: +- **Budget Check**: krrish3@berri.ai's budget (i.e. $10) will be checked for this key +- **Spend Tracking**: spend for this key will update krrish3@berri.ai's spend as well + +```bash +curl --location 'http://0.0.0.0:8000/key/generate' \ +--header 'Authorization: Bearer ' \ +--header 'Content-Type: application/json' \ +--data '{"models": ["azure-models"], "user_id": "krrish3@berri.ai"}' +``` - + + +Apply a budget on a key. You can: - Add budgets to keys [**Jump**](#add-budgets-to-keys) @@ -53,6 +131,8 @@ You can: - After the key crosses it's `max_budget`, requests fail - If duration set, spend is reset at the end of the duration +By default the `max_budget` is set to `null` and is not checked for keys + ### **Add budgets to keys** ```bash From 01a84837a720231f200b699e335ff33932c194a6 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 09:11:11 -0800 Subject: [PATCH 277/499] docs(vertex.md): add vertex ai proxy tutorial to docs --- docs/my-website/docs/providers/vertex.md | 21 +++++++++++++++++++++ 1 file changed, 21 insertions(+) diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md index 3349faa529..4541752f39 100644 --- a/docs/my-website/docs/providers/vertex.md +++ b/docs/my-website/docs/providers/vertex.md @@ -20,6 +20,27 @@ litellm.vertex_location = "us-central1" # proj location response = litellm.completion(model="gemini-pro", messages=[{"role": "user", "content": "write code for saying hi from LiteLLM"}]) ``` +## OpenAI Proxy Usage + +1. Modify the config.yaml + +```yaml +litellm_settings: + vertex_project: "hardy-device-38811" # Your Project ID + vertex_location: "us-central1" # proj location + +model_list: + -model_name: team1-gemini-pro + litellm_params: + model: gemini-pro +``` + +2. Start the proxy + +```bash +$ litellm --config /path/to/config.yaml +``` + ## Set Vertex Project & Vertex Location All calls using Vertex AI require the following parameters: * Your Project ID From fdb28407bc2674a9c526c09c128921fba86bd6ac Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 09:36:15 -0800 Subject: [PATCH 278/499] docs(custom_pricing.md): fix tutorial --- docs/my-website/docs/proxy/custom_pricing.md | 37 ++++++++++++-------- 1 file changed, 22 insertions(+), 15 deletions(-) diff --git a/docs/my-website/docs/proxy/custom_pricing.md b/docs/my-website/docs/proxy/custom_pricing.md index 8eeaa77ef4..cfc804dd79 100644 --- a/docs/my-website/docs/proxy/custom_pricing.md +++ b/docs/my-website/docs/proxy/custom_pricing.md @@ -54,7 +54,7 @@ model_list: - model_name: sagemaker-embedding-model litellm_params: model: sagemaker/berri-benchmarking-gpt-j-6b-fp16 - input_cost_per_second: 0.000420 + input_cost_per_second: 0.000420 ``` **Step 2: Start proxy** @@ -67,25 +67,28 @@ litellm /path/to/config.yaml -## Cost Per Token +## Cost Per Token (e.g. Azure) + ```python # !pip install boto3 from litellm import completion, completion_cost -os.environ["AWS_ACCESS_KEY_ID"] = "" -os.environ["AWS_SECRET_ACCESS_KEY"] = "" -os.environ["AWS_REGION_NAME"] = "" +## set ENV variables +os.environ["AZURE_API_KEY"] = "" +os.environ["AZURE_API_BASE"] = "" +os.environ["AZURE_API_VERSION"] = "" -def test_completion_sagemaker(): +def test_completion_azure_model(): try: - print("testing sagemaker") + print("testing azure custom pricing") + # azure call response = completion( - model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", - messages=[{"role": "user", "content": "Hey, how's it going?"}], - input_cost_per_token=0.005, - output_cost_per_token=1, + model = "azure/", + messages = [{ "content": "Hello, how are you?","role": "user"}] + input_cost_per_token=0.005, + output_cost_per_token=1, ) # Add any assertions here to check the response print(response) @@ -94,15 +97,19 @@ def test_completion_sagemaker(): except Exception as e: raise Exception(f"Error occurred: {e}") +test_completion_azure_model() ``` ### Usage with OpenAI Proxy Server ```yaml model_list: - - model_name: sagemaker-completion-model + - model_name: azure-model litellm_params: - model: sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4 - input_cost_per_token: 0.000420 # 👈 key change - output_cost_per_token: 0.000420 # 👈 key change + model: azure/ + api_key: os.environ/AZURE_API_KEY + api_base: os.environ/AZURE_API_BASE + api_version: os.envrion/AZURE_API_VERSION + input_cost_per_token: 0.000421 # 👈 ONLY to track cost per token + output_cost_per_token: 0.000520 # 👈 ONLY to track cost per token ``` \ No newline at end of file From 39d5407e67e2caacaaa71b3b456dd07853e06489 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 09:53:10 -0800 Subject: [PATCH 279/499] fix(proxy_server.py): don't set tpm/rpm limits unless set https://github.com/BerriAI/litellm/issues/1594 --- litellm/proxy/proxy_server.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index c13849e2a3..b53484b868 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1260,8 +1260,8 @@ async def generate_key_helper_fn( config_json = json.dumps(config) metadata_json = json.dumps(metadata) user_id = user_id or str(uuid.uuid4()) - tpm_limit = tpm_limit or sys.maxsize - rpm_limit = rpm_limit or sys.maxsize + tpm_limit = tpm_limit + rpm_limit = rpm_limit if type(team_id) is not str: team_id = str(team_id) try: From d328a4bad0bd68acf7404e1ffba5793929104f1f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 09:58:43 -0800 Subject: [PATCH 280/499] v0 basic structure --- litellm/proxy/proxy_server.py | 26 ++++++++++++++++++++++++++ litellm/proxy/utils.py | 10 ++++++++++ 2 files changed, 36 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index c13849e2a3..8b42b94a94 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -407,6 +407,14 @@ async def user_api_key_auth( user_max_budget is not None and user_current_spend is not None ): + asyncio.create_task( + proxy_logging_obj.budget_alerts( + user_max_budget=user_max_budget, + user_current_spend=user_current_spend, + type="user_and_proxy_budget", + user_info=_user, + ) + ) if user_current_spend > user_max_budget: raise Exception( f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" @@ -422,6 +430,15 @@ async def user_api_key_auth( user_max_budget is not None and user_current_spend is not None ): + asyncio.create_task( + proxy_logging_obj.budget_alerts( + user_max_budget=user_max_budget, + user_current_spend=user_current_spend, + type="user_budget", + user_info=user_id_information, + ) + ) + if user_current_spend > user_max_budget: raise Exception( f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" @@ -448,6 +465,15 @@ async def user_api_key_auth( # Check 4. Token Spend is under budget if valid_token.spend is not None and valid_token.max_budget is not None: + asyncio.create_task( + proxy_logging_obj.budget_alerts( + user_max_budget=valid_token.max_budget, + user_current_spend=valid_token.spend, + type="token_budget", + user_info=valid_token, + ) + ) + if valid_token.spend > valid_token.max_budget: raise Exception( f"ExceededTokenBudget: Current spend for token: {valid_token.spend}; Max Budget for Token: {valid_token.max_budget}" diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index faa73d70b8..9985405782 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -181,6 +181,14 @@ class ProxyLogging: level="Low", ) + async def budget_alerts( + self, + type: Literal["token_budget", "user_budget", "user_and_proxy_budget"], + user_max_budget: float, + user_current_spend: float, + ): + pass + async def alerting_handler( self, message: str, level: Literal["Low", "Medium", "High"] ): @@ -191,6 +199,8 @@ class ProxyLogging: - Requests are hanging - Calls are failing - DB Read/Writes are failing + - Proxy Close to max budget + - Key Close to max budget Parameters: level: str - Low|Medium|High - if calls might fail (Medium) or are failing (High); Currently, no alerts would be 'Low'. From 1ab713c76c2d2692896b4b6d2abad604b4398e09 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 10:01:32 -0800 Subject: [PATCH 281/499] (feat) alerts proxy budgets --- litellm/proxy/utils.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 9985405782..2130d0e010 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -186,7 +186,23 @@ class ProxyLogging: type: Literal["token_budget", "user_budget", "user_and_proxy_budget"], user_max_budget: float, user_current_spend: float, + user_info=None, ): + # percent of max_budget left to spend + percent_left = (user_max_budget - user_current_spend) / user_max_budget + + # check if 15% of max budget is left + if percent_left <= 0.15: + pass + + # check if 5% of max budget is left + if percent_left <= 0.05: + pass + + # check if crossed budget + if user_current_spend >= user_max_budget: + pass + pass async def alerting_handler( From 3ef2afb0e4b8caeecaa2d22ccfc1ef50796c5ff1 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:18:06 -0800 Subject: [PATCH 282/499] (feat) slack alerting budgets --- litellm/proxy/utils.py | 45 +++++++++++++++++++++++++++++++++--------- 1 file changed, 36 insertions(+), 9 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 2130d0e010..e955fb4a0b 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -188,20 +188,47 @@ class ProxyLogging: user_current_spend: float, user_info=None, ): + if type == "user_and_proxy_budget": + user_info = dict(user_info) + user_id = user_info["user_id"] + max_budget = user_info["max_budget"] + spend = user_info["spend"] + user_email = user_info["user_email"] + user_info = f"""\nUser ID: {user_id}\nMax Budget: {max_budget}\nSpend: {spend}\nUser Email: {user_email}""" + else: + user_info = str(user_info) # percent of max_budget left to spend percent_left = (user_max_budget - user_current_spend) / user_max_budget - - # check if 15% of max budget is left - if percent_left <= 0.15: - pass - - # check if 5% of max budget is left - if percent_left <= 0.05: - pass + verbose_proxy_logger.debug( + f"Bduget Alerts: Percent left: {percent_left} for {user_info}" + ) # check if crossed budget if user_current_spend >= user_max_budget: - pass + message = "Budget Crossed for" + user_info + await self.alerting_handler( + message=message, + level="High", + ) + return + + # check if 5% of max budget is left + if percent_left <= 0.05: + message = "5 Percent budget left for" + user_info + await self.alerting_handler( + message=message, + level="Medium", + ) + return + + # check if 15% of max budget is left + if percent_left <= 0.15: + message = "15 Percent budget left for" + user_info + await self.alerting_handler( + message=message, + level="Low", + ) + return pass From 126b87e3fa786e4cdc15092e7616b4eb7fa7410c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:32:05 -0800 Subject: [PATCH 283/499] (fix) raise exception budget_duration is set and max_budget is Not --- litellm/proxy/proxy_server.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 8b42b94a94..6004fd8366 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1651,11 +1651,12 @@ async def startup_event(): user_id="default_user_id", ) - if ( - prisma_client is not None - and litellm.max_budget > 0 - and litellm.budget_duration is not None - ): + if prisma_client is not None and litellm.max_budget > 0: + if litellm.budget_duration is None: + raise Exception( + "budget_duration not set on Proxy. budget_duration is required to use max_budget." + ) + # add proxy budget to db in the user table await generate_key_helper_fn( user_id=litellm_proxy_budget_name, From 450b0a0ad17adbe9887ed6c41b3dd81037056124 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:39:57 -0800 Subject: [PATCH 284/499] (fix) raise correct error when proxy crossed budget --- litellm/proxy/proxy_server.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 6004fd8366..a10cda7231 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -415,9 +415,11 @@ async def user_api_key_auth( user_info=_user, ) ) + + _user_id = _user.get("user_id", None) if user_current_spend > user_max_budget: raise Exception( - f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" + f"ExceededBudget: User {_user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" ) else: # Token exists, not expired now check if its in budget for the user From b3f91844cb85f52d053d30566fbdae913a46b604 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:40:20 -0800 Subject: [PATCH 285/499] (fix) better alert message on budgets --- litellm/proxy/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index e955fb4a0b..a60041d811 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -214,7 +214,7 @@ class ProxyLogging: # check if 5% of max budget is left if percent_left <= 0.05: - message = "5 Percent budget left for" + user_info + message = "5% budget left for" + user_info await self.alerting_handler( message=message, level="Medium", @@ -223,7 +223,7 @@ class ProxyLogging: # check if 15% of max budget is left if percent_left <= 0.15: - message = "15 Percent budget left for" + user_info + message = "15% budget left for" + user_info await self.alerting_handler( message=message, level="Low", From 6fb3f8f239b212dd4f0471023a7a10bcd092adaf Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:40:56 -0800 Subject: [PATCH 286/499] (docs) track max_budget on proxy config.yaml --- litellm/proxy/proxy_config.yaml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index b06faac328..65aa21d045 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -61,6 +61,8 @@ model_list: litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] success_callback: ['langfuse'] + max_budget: 0.025 + budget_duration: 30d # cache: True # setting callback class # callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance] From 6dc9be4d43218616f193ef4b4fae5123e8427bd0 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:41:35 -0800 Subject: [PATCH 287/499] (docs) config.yaml --- litellm/proxy/proxy_config.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 65aa21d045..7cb2714f42 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -61,8 +61,8 @@ model_list: litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] success_callback: ['langfuse'] - max_budget: 0.025 - budget_duration: 30d + max_budget: 0.025 # global budget for proxy + budget_duration: 30d # global budget duration, will reset after 30d # cache: True # setting callback class # callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance] From e80d32dcdd9b2590a139b9b3e623353f13d941ad Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:56:52 -0800 Subject: [PATCH 288/499] (fix) alerting debug statements --- litellm/proxy/utils.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index a60041d811..e361a82d3d 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -200,11 +200,12 @@ class ProxyLogging: # percent of max_budget left to spend percent_left = (user_max_budget - user_current_spend) / user_max_budget verbose_proxy_logger.debug( - f"Bduget Alerts: Percent left: {percent_left} for {user_info}" + f"Budget Alerts: Percent left: {percent_left} for {user_info}" ) # check if crossed budget if user_current_spend >= user_max_budget: + verbose_proxy_logger.debug(f"Budget Crossed for {user_info}") message = "Budget Crossed for" + user_info await self.alerting_handler( message=message, @@ -230,7 +231,7 @@ class ProxyLogging: ) return - pass + return async def alerting_handler( self, message: str, level: Literal["Low", "Medium", "High"] From ca12e703690237d05b9f448e3196302e5b2c340b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:58:55 -0800 Subject: [PATCH 289/499] (fix) do nothing if alerting is not switched on --- litellm/proxy/utils.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index e361a82d3d..43c61e3975 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -188,6 +188,10 @@ class ProxyLogging: user_current_spend: float, user_info=None, ): + if self.alerting is None: + # do nothing if alerting is not switched on + return + if type == "user_and_proxy_budget": user_info = dict(user_info) user_id = user_info["user_id"] From 09ec6d645851fcc62b2851eb4b421a2a77e89468 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 12:49:45 -0800 Subject: [PATCH 290/499] fix(utils.py): fix sagemaker async logging for sync streaming https://github.com/BerriAI/litellm/issues/1592 --- .circleci/config.yml | 3 + litellm/llms/sagemaker.py | 35 +++++--- litellm/main.py | 11 +-- litellm/proxy/proxy_server.py | 3 + litellm/proxy/utils.py | 5 +- litellm/tests/test_custom_callback_input.py | 41 +++++++++ litellm/tests/test_streaming.py | 70 ++++++++------- litellm/utils.py | 94 ++++++++++++++++++--- proxy_server_config.yaml | 4 + tests/test_keys.py | 45 +++++++++- 10 files changed, 247 insertions(+), 64 deletions(-) diff --git a/.circleci/config.yml b/.circleci/config.yml index 1de72a156f..e0e6f57437 100644 --- a/.circleci/config.yml +++ b/.circleci/config.yml @@ -147,6 +147,9 @@ jobs: -e AZURE_API_KEY=$AZURE_API_KEY \ -e AZURE_FRANCE_API_KEY=$AZURE_FRANCE_API_KEY \ -e AZURE_EUROPE_API_KEY=$AZURE_EUROPE_API_KEY \ + -e AWS_ACCESS_KEY_ID=$AWS_ACCESS_KEY_ID \ + -e AWS_SECRET_ACCESS_KEY=$AWS_SECRET_ACCESS_KEY \ + -e AWS_REGION_NAME=$AWS_REGION_NAME \ --name my-app \ -v $(pwd)/proxy_server_config.yaml:/app/config.yaml \ my-app:latest \ diff --git a/litellm/llms/sagemaker.py b/litellm/llms/sagemaker.py index 1608f7a0ff..78aafe7f7c 100644 --- a/litellm/llms/sagemaker.py +++ b/litellm/llms/sagemaker.py @@ -34,22 +34,35 @@ class TokenIterator: self.byte_iterator = iter(stream) self.buffer = io.BytesIO() self.read_pos = 0 + self.end_of_data = False def __iter__(self): return self def __next__(self): - while True: - self.buffer.seek(self.read_pos) - line = self.buffer.readline() - if line and line[-1] == ord("\n"): - self.read_pos += len(line) + 1 - full_line = line[:-1].decode("utf-8") - line_data = json.loads(full_line.lstrip("data:").rstrip("/n")) - return line_data["token"]["text"] - chunk = next(self.byte_iterator) - self.buffer.seek(0, io.SEEK_END) - self.buffer.write(chunk["PayloadPart"]["Bytes"]) + try: + while True: + self.buffer.seek(self.read_pos) + line = self.buffer.readline() + if line and line[-1] == ord("\n"): + response_obj = {"text": "", "is_finished": False} + self.read_pos += len(line) + 1 + full_line = line[:-1].decode("utf-8") + line_data = json.loads(full_line.lstrip("data:").rstrip("/n")) + if line_data.get("generated_text", None) is not None: + self.end_of_data = True + response_obj["is_finished"] = True + response_obj["text"] = line_data["token"]["text"] + return response_obj + chunk = next(self.byte_iterator) + self.buffer.seek(0, io.SEEK_END) + self.buffer.write(chunk["PayloadPart"]["Bytes"]) + except StopIteration as e: + if self.end_of_data == True: + raise e # Re-raise StopIteration + else: + self.end_of_data = True + return "data: [DONE]" class SagemakerConfig: diff --git a/litellm/main.py b/litellm/main.py index 6b9a0bb185..fca3bd2b25 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -1514,11 +1514,6 @@ def completion( if ( "stream" in optional_params and optional_params["stream"] == True ): ## [BETA] - # sagemaker does not support streaming as of now so we're faking streaming: - # https://discuss.huggingface.co/t/streaming-output-text-when-deploying-on-sagemaker/39611 - # "SageMaker is currently not supporting streaming responses." - - # fake streaming for sagemaker print_verbose(f"ENTERS SAGEMAKER CUSTOMSTREAMWRAPPER") from .llms.sagemaker import TokenIterator @@ -1529,6 +1524,12 @@ def completion( custom_llm_provider="sagemaker", logging_obj=logging, ) + ## LOGGING + logging.post_call( + input=messages, + api_key=None, + original_response=response, + ) return response ## RESPONSE OBJECT diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index b53484b868..493ad9731d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -690,6 +690,9 @@ async def update_database( existing_spend_obj = await custom_db_client.get_data( key=id, table_name="user" ) + verbose_proxy_logger.debug( + f"Updating existing_spend_obj: {existing_spend_obj}" + ) if existing_spend_obj is None: existing_spend = 0 existing_spend_obj = LiteLLM_UserTable( diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index faa73d70b8..7287168868 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -409,7 +409,9 @@ class PrismaClient: hashed_token = token if token.startswith("sk-"): hashed_token = self.hash_token(token=token) - print_verbose("PrismaClient: find_unique") + verbose_proxy_logger.debug( + f"PrismaClient: find_unique for token: {hashed_token}" + ) if query_type == "find_unique": response = await self.db.litellm_verificationtoken.find_unique( where={"token": hashed_token} @@ -716,7 +718,6 @@ class PrismaClient: Batch write update queries """ batcher = self.db.batch_() - verbose_proxy_logger.debug(f"data list for user table: {data_list}") for idx, user in enumerate(data_list): try: data_json = self.jsonify_object(data=user.model_dump()) diff --git a/litellm/tests/test_custom_callback_input.py b/litellm/tests/test_custom_callback_input.py index 556628d828..a61cc843ec 100644 --- a/litellm/tests/test_custom_callback_input.py +++ b/litellm/tests/test_custom_callback_input.py @@ -556,6 +556,47 @@ async def test_async_chat_bedrock_stream(): # asyncio.run(test_async_chat_bedrock_stream()) + +## Test Sagemaker + Async +@pytest.mark.asyncio +async def test_async_chat_sagemaker_stream(): + try: + customHandler = CompletionCustomHandler() + litellm.callbacks = [customHandler] + response = await litellm.acompletion( + model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", + messages=[{"role": "user", "content": "Hi 👋 - i'm async sagemaker"}], + ) + # test streaming + response = await litellm.acompletion( + model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", + messages=[{"role": "user", "content": "Hi 👋 - i'm async sagemaker"}], + stream=True, + ) + print(f"response: {response}") + async for chunk in response: + print(f"chunk: {chunk}") + continue + ## test failure callback + try: + response = await litellm.acompletion( + model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", + messages=[{"role": "user", "content": "Hi 👋 - i'm async sagemaker"}], + aws_region_name="my-bad-key", + stream=True, + ) + async for chunk in response: + continue + except: + pass + time.sleep(1) + print(f"customHandler.errors: {customHandler.errors}") + assert len(customHandler.errors) == 0 + litellm.callbacks = [] + except Exception as e: + pytest.fail(f"An exception occurred: {str(e)}") + + # Text Completion diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py index 14b1a72103..d9f99bece7 100644 --- a/litellm/tests/test_streaming.py +++ b/litellm/tests/test_streaming.py @@ -872,41 +872,53 @@ async def test_sagemaker_streaming_async(): ) # Add any assertions here to check the response + print(response) complete_response = "" + has_finish_reason = False + # Add any assertions here to check the response + idx = 0 async for chunk in response: - complete_response += chunk.choices[0].delta.content or "" - print(f"complete_response: {complete_response}") - assert len(complete_response) > 0 + # print + chunk, finished = streaming_format_tests(idx, chunk) + has_finish_reason = finished + complete_response += chunk + if finished: + break + idx += 1 + if has_finish_reason is False: + raise Exception("finish reason not set for last chunk") + if complete_response.strip() == "": + raise Exception("Empty response received") + print(f"completion_response: {complete_response}") except Exception as e: pytest.fail(f"An exception occurred - {str(e)}") -# def test_completion_sagemaker_stream(): -# try: -# response = completion( -# model="sagemaker/jumpstart-dft-meta-textgeneration-llama-2-7b", -# messages=messages, -# temperature=0.2, -# max_tokens=80, -# stream=True, -# ) -# complete_response = "" -# has_finish_reason = False -# # Add any assertions here to check the response -# for idx, chunk in enumerate(response): -# chunk, finished = streaming_format_tests(idx, chunk) -# has_finish_reason = finished -# if finished: -# break -# complete_response += chunk -# if has_finish_reason is False: -# raise Exception("finish reason not set for last chunk") -# if complete_response.strip() == "": -# raise Exception("Empty response received") -# except InvalidRequestError as e: -# pass -# except Exception as e: -# pytest.fail(f"Error occurred: {e}") +def test_completion_sagemaker_stream(): + try: + response = completion( + model="sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4", + messages=messages, + temperature=0.2, + max_tokens=80, + stream=True, + ) + complete_response = "" + has_finish_reason = False + # Add any assertions here to check the response + for idx, chunk in enumerate(response): + chunk, finished = streaming_format_tests(idx, chunk) + has_finish_reason = finished + if finished: + break + complete_response += chunk + if has_finish_reason is False: + raise Exception("finish reason not set for last chunk") + if complete_response.strip() == "": + raise Exception("Empty response received") + except Exception as e: + pytest.fail(f"Error occurred: {e}") + # test_completion_sagemaker_stream() diff --git a/litellm/utils.py b/litellm/utils.py index 0e12463b96..fb3210b1df 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -1417,7 +1417,9 @@ class Logging: """ Implementing async callbacks, to handle asyncio event loop issues when custom integrations need to use async functions. """ - print_verbose(f"Async success callbacks: {litellm._async_success_callback}") + verbose_logger.debug( + f"Async success callbacks: {litellm._async_success_callback}" + ) start_time, end_time, result = self._success_handler_helper_fn( start_time=start_time, end_time=end_time, result=result, cache_hit=cache_hit ) @@ -1426,7 +1428,7 @@ class Logging: if self.stream: if result.choices[0].finish_reason is not None: # if it's the last chunk self.streaming_chunks.append(result) - # print_verbose(f"final set of received chunks: {self.streaming_chunks}") + # verbose_logger.debug(f"final set of received chunks: {self.streaming_chunks}") try: complete_streaming_response = litellm.stream_chunk_builder( self.streaming_chunks, @@ -1435,14 +1437,16 @@ class Logging: end_time=end_time, ) except Exception as e: - print_verbose( + verbose_logger.debug( f"Error occurred building stream chunk: {traceback.format_exc()}" ) complete_streaming_response = None else: self.streaming_chunks.append(result) if complete_streaming_response is not None: - print_verbose("Async success callbacks: Got a complete streaming response") + verbose_logger.debug( + "Async success callbacks: Got a complete streaming response" + ) self.model_call_details[ "complete_streaming_response" ] = complete_streaming_response @@ -7682,6 +7686,27 @@ class CustomStreamWrapper: } return "" + def handle_sagemaker_stream(self, chunk): + if "data: [DONE]" in chunk: + text = "" + is_finished = True + finish_reason = "stop" + return { + "text": text, + "is_finished": is_finished, + "finish_reason": finish_reason, + } + elif isinstance(chunk, dict): + if chunk["is_finished"] == True: + finish_reason = "stop" + else: + finish_reason = "" + return { + "text": chunk["text"], + "is_finished": chunk["is_finished"], + "finish_reason": finish_reason, + } + def chunk_creator(self, chunk): model_response = ModelResponse(stream=True, model=self.model) if self.response_id is not None: @@ -7807,8 +7832,14 @@ class CustomStreamWrapper: ] self.sent_last_chunk = True elif self.custom_llm_provider == "sagemaker": - print_verbose(f"ENTERS SAGEMAKER STREAMING for chunk {chunk}") - completion_obj["content"] = chunk + verbose_logger.debug(f"ENTERS SAGEMAKER STREAMING for chunk {chunk}") + response_obj = self.handle_sagemaker_stream(chunk) + completion_obj["content"] = response_obj["text"] + if response_obj["is_finished"]: + model_response.choices[0].finish_reason = response_obj[ + "finish_reason" + ] + self.sent_last_chunk = True elif self.custom_llm_provider == "petals": if len(self.completion_stream) == 0: if self.sent_last_chunk: @@ -7984,6 +8015,19 @@ class CustomStreamWrapper: original_exception=e, ) + def run_success_logging_in_thread(self, processed_chunk): + # Create an event loop for the new thread + ## ASYNC LOGGING + # Run the asynchronous function in the new thread's event loop + asyncio.run( + self.logging_obj.async_success_handler( + processed_chunk, + ) + ) + + ## SYNC LOGGING + self.logging_obj.success_handler(processed_chunk) + ## needs to handle the empty string case (even starting chunk can be an empty string) def __next__(self): try: @@ -8002,8 +8046,9 @@ class CustomStreamWrapper: continue ## LOGGING threading.Thread( - target=self.logging_obj.success_handler, args=(response,) + target=self.run_success_logging_in_thread, args=(response,) ).start() # log response + # RETURN RESULT return response except StopIteration: @@ -8059,13 +8104,34 @@ class CustomStreamWrapper: raise StopAsyncIteration else: # temporary patch for non-aiohttp async calls # example - boto3 bedrock llms - processed_chunk = next(self) - asyncio.create_task( - self.logging_obj.async_success_handler( - processed_chunk, - ) - ) - return processed_chunk + while True: + if isinstance(self.completion_stream, str) or isinstance( + self.completion_stream, bytes + ): + chunk = self.completion_stream + else: + chunk = next(self.completion_stream) + if chunk is not None and chunk != b"": + print_verbose(f"PROCESSED CHUNK PRE CHUNK CREATOR: {chunk}") + processed_chunk = self.chunk_creator(chunk=chunk) + print_verbose( + f"PROCESSED CHUNK POST CHUNK CREATOR: {processed_chunk}" + ) + if processed_chunk is None: + continue + ## LOGGING + threading.Thread( + target=self.logging_obj.success_handler, + args=(processed_chunk,), + ).start() # log processed_chunk + asyncio.create_task( + self.logging_obj.async_success_handler( + processed_chunk, + ) + ) + + # RETURN RESULT + return processed_chunk except StopAsyncIteration: raise except StopIteration: diff --git a/proxy_server_config.yaml b/proxy_server_config.yaml index dfa8e11519..2c123d1566 100644 --- a/proxy_server_config.yaml +++ b/proxy_server_config.yaml @@ -11,6 +11,10 @@ model_list: api_base: https://openai-gpt-4-test-v-1.openai.azure.com/ api_version: "2023-05-15" api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault + - model_name: sagemaker-completion-model + litellm_params: + model: sagemaker/berri-benchmarking-Llama-2-70b-chat-hf-4 + input_cost_per_second: 0.000420 - model_name: gpt-4 litellm_params: model: azure/gpt-turbo diff --git a/tests/test_keys.py b/tests/test_keys.py index f05204c03e..cb06e1f7e7 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -13,17 +13,21 @@ sys.path.insert( import litellm -async def generate_key(session, i, budget=None, budget_duration=None): +async def generate_key( + session, i, budget=None, budget_duration=None, models=["azure-models", "gpt-4"] +): url = "http://0.0.0.0:4000/key/generate" headers = {"Authorization": "Bearer sk-1234", "Content-Type": "application/json"} data = { - "models": ["azure-models", "gpt-4"], + "models": models, "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": None, "max_budget": budget, "budget_duration": budget_duration, } + print(f"data: {data}") + async with session.post(url, headers=headers, json=data) as response: status = response.status response_text = await response.text() @@ -293,7 +297,7 @@ async def test_key_info_spend_values(): rounded_response_cost = round(response_cost, 8) rounded_key_info_spend = round(key_info["info"]["spend"], 8) assert rounded_response_cost == rounded_key_info_spend - ## streaming + ## streaming - azure key_gen = await generate_key(session=session, i=0) new_key = key_gen["key"] prompt_tokens, completion_tokens = await chat_completion_streaming( @@ -318,6 +322,41 @@ async def test_key_info_spend_values(): assert rounded_response_cost == rounded_key_info_spend +@pytest.mark.asyncio +async def test_key_info_spend_values_sagemaker(): + """ + Tests the sync streaming loop to ensure spend is correctly calculated. + - create key + - make completion call + - assert cost is expected value + """ + async with aiohttp.ClientSession() as session: + ## streaming - sagemaker + key_gen = await generate_key(session=session, i=0, models=[]) + new_key = key_gen["key"] + prompt_tokens, completion_tokens = await chat_completion_streaming( + session=session, key=new_key, model="sagemaker-completion-model" + ) + # print(f"prompt_tokens: {prompt_tokens}, completion_tokens: {completion_tokens}") + # prompt_cost, completion_cost = litellm.cost_per_token( + # model="azure/gpt-35-turbo", + # prompt_tokens=prompt_tokens, + # completion_tokens=completion_tokens, + # ) + # response_cost = prompt_cost + completion_cost + await asyncio.sleep(5) # allow db log to be updated + key_info = await get_key_info( + session=session, get_key=new_key, call_key=new_key + ) + # print( + # f"response_cost: {response_cost}; key_info spend: {key_info['info']['spend']}" + # ) + # rounded_response_cost = round(response_cost, 8) + rounded_key_info_spend = round(key_info["info"]["spend"], 8) + assert rounded_key_info_spend > 0 + # assert rounded_response_cost == rounded_key_info_spend + + @pytest.mark.asyncio async def test_key_with_budgets(): """ From 6cbde02cab31f47f0c44769120d565fad2b562fd Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:30:49 -0800 Subject: [PATCH 291/499] (test) embedding models --- litellm/tests/test_embedding.py | 39 +++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py index 630b41d72d..18a6447e16 100644 --- a/litellm/tests/test_embedding.py +++ b/litellm/tests/test_embedding.py @@ -57,6 +57,45 @@ def test_openai_embedding(): # test_openai_embedding() +def test_openai_embedding_3(): + try: + litellm.set_verbose = True + response = embedding( + model="text-embedding-3-small", + input=["good morning from litellm", "this is another item"], + metadata={"anything": "good day"}, + ) + litellm_response = dict(response) + litellm_response_keys = set(litellm_response.keys()) + litellm_response_keys.discard("_response_ms") + + print(litellm_response_keys) + print("LiteLLM Response\n") + # print(litellm_response) + + # same request with OpenAI 1.0+ + import openai + + client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"]) + response = client.embeddings.create( + model="text-embedding-3-small", + input=["good morning from litellm", "this is another item"], + ) + + response = dict(response) + openai_response_keys = set(response.keys()) + print(openai_response_keys) + assert ( + litellm_response_keys == openai_response_keys + ) # ENSURE the Keys in litellm response is exactly what the openai package returns + assert ( + len(litellm_response["data"]) == 2 + ) # expect two embedding responses from litellm_response since input had two + print(openai_response_keys) + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + def test_openai_azure_embedding_simple(): try: litellm.set_verbose = True From f0a11baf1945aa751f236c42d6a6499d77f5605d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:34:15 -0800 Subject: [PATCH 292/499] (feat) add new OpenAI text-embedding-3 --- model_prices_and_context_window.json | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 7e5f669909..3fe1869081 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -143,6 +143,20 @@ "litellm_provider": "openai", "mode": "chat" }, + "text-embedding-3-large": { + "max_tokens": 8191, + "input_cost_per_token": 0.00000013, + "output_cost_per_token": 0.000000, + "litellm_provider": "openai", + "mode": "embedding" + }, + "text-embedding-3-small": { + "max_tokens": 8191, + "input_cost_per_token": 0.00000002, + "output_cost_per_token": 0.000000, + "litellm_provider": "openai", + "mode": "embedding" + }, "text-embedding-ada-002": { "max_tokens": 8191, "input_cost_per_token": 0.0000001, From 72790f44da76cf832548a9bee4b2d598beddbab6 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:36:11 -0800 Subject: [PATCH 293/499] (chore) cleanup testing file --- litellm/tests/test_embedding.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py index 18a6447e16..42ac6f7f9d 100644 --- a/litellm/tests/test_embedding.py +++ b/litellm/tests/test_embedding.py @@ -225,7 +225,7 @@ def test_cohere_embedding3(): pytest.fail(f"Error occurred: {e}") -test_cohere_embedding3() +# test_cohere_embedding3() def test_bedrock_embedding_titan(): From b3853c3a53a31995d02e8a65794dd5a45ee13825 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:38:03 -0800 Subject: [PATCH 294/499] (docs) new OpenAI embedding models --- docs/my-website/docs/embedding/supported_embedding.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/my-website/docs/embedding/supported_embedding.md b/docs/my-website/docs/embedding/supported_embedding.md index 462cc1e702..735aa01c86 100644 --- a/docs/my-website/docs/embedding/supported_embedding.md +++ b/docs/my-website/docs/embedding/supported_embedding.md @@ -71,6 +71,8 @@ response = embedding('text-embedding-ada-002', input=["good morning from litellm | Model Name | Function Call | Required OS Variables | |----------------------|---------------------------------------------|--------------------------------------| +| text-embedding-3-small | `embedding('text-embedding-3-small', input)` | `os.environ['OPENAI_API_KEY']` | +| text-embedding-3-large | `embedding('text-embedding-3-large', input)` | `os.environ['OPENAI_API_KEY']` | | text-embedding-ada-002 | `embedding('text-embedding-ada-002', input)` | `os.environ['OPENAI_API_KEY']` | ## Azure OpenAI Embedding Models From 4404f22f17d859bc8da22aa577bbcb35c3740123 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:41:46 -0800 Subject: [PATCH 295/499] (feat) add gpt-4-0125-preview --- model_prices_and_context_window.json | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 3fe1869081..458ac05a41 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -62,6 +62,15 @@ "litellm_provider": "openai", "mode": "chat" }, + "gpt-4-0125-preview": { + "max_tokens": 128000, + "max_input_tokens": 128000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.00001, + "output_cost_per_token": 0.00003, + "litellm_provider": "openai", + "mode": "chat" + }, "gpt-4-vision-preview": { "max_tokens": 128000, "max_input_tokens": 128000, From e2d9e40886e1e39c454d2f8e3253cdd4d79198a3 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:42:10 -0800 Subject: [PATCH 296/499] (test) gpt-4-0125-preview --- litellm/tests/test_completion.py | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index b2c69804cc..e24248beed 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -191,6 +191,21 @@ def test_completion_gpt4_turbo(): # test_completion_gpt4_turbo() +def test_completion_gpt4_turbo_0125(): + try: + response = completion( + model="gpt-4-0125-preview", + messages=messages, + max_tokens=10, + ) + print(response) + except openai.RateLimitError: + print("got a rate liimt error") + pass + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + @pytest.mark.skip(reason="this test is flaky") def test_completion_gpt4_vision(): try: From 42270258d1ccb3cf0a42cc721afa2ebec2204387 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:48:56 -0800 Subject: [PATCH 297/499] (docs) new gpt-4-0125-preview --- docs/my-website/docs/providers/openai.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md index 1a515dea3a..26f4a7d690 100644 --- a/docs/my-website/docs/providers/openai.md +++ b/docs/my-website/docs/providers/openai.md @@ -34,6 +34,7 @@ os.environ["OPENAI_API_BASE"] = "openaiai-api-base" # OPTIONAL | Model Name | Function Call | |-----------------------|-----------------------------------------------------------------| +| 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)` | | gpt-3.5-turbo-1106 | `response = completion(model="gpt-3.5-turbo-1106", messages=messages)` | | gpt-3.5-turbo | `response = completion(model="gpt-3.5-turbo", messages=messages)` | From 06506f65f004119df60a32755bab28692567925d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:50:51 -0800 Subject: [PATCH 298/499] =?UTF-8?q?bump:=20version=201.19.2=20=E2=86=92=20?= =?UTF-8?q?1.19.3?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 6f20d92ee7..567f08587b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.2" +version = "1.19.3" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.2" +version = "1.19.3" version_files = [ "pyproject.toml:^version" ] From bbe6a92eb999bdfd97149286d59d1c37f72178e8 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 14:51:08 -0800 Subject: [PATCH 299/499] fix(main.py): fix order of assembly for streaming chunks --- litellm/main.py | 6 ++++++ litellm/tests/test_custom_logger.py | 2 +- litellm/utils.py | 1 + 3 files changed, 8 insertions(+), 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index fca3bd2b25..6b40354739 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -3343,6 +3343,12 @@ def stream_chunk_builder( chunks: list, messages: Optional[list] = None, start_time=None, end_time=None ): model_response = litellm.ModelResponse() + ### SORT CHUNKS BASED ON CREATED ORDER ## + if chunks[0]._hidden_params.get("created_at", None): + # Sort chunks based on created_at in ascending order + chunks = sorted( + chunks, key=lambda x: x._hidden_params.get("created_at", float("inf")) + ) # set hidden params from chunk to model_response if model_response is not None and hasattr(model_response, "_hidden_params"): model_response._hidden_params = chunks[0].get("_hidden_params", {}) diff --git a/litellm/tests/test_custom_logger.py b/litellm/tests/test_custom_logger.py index 565df5b25a..e403c3afe4 100644 --- a/litellm/tests/test_custom_logger.py +++ b/litellm/tests/test_custom_logger.py @@ -211,7 +211,7 @@ def test_azure_completion_stream(): {"role": "system", "content": "You are a helpful assistant."}, { "role": "user", - "content": "write 1 sentence about litellm being amazing", + "content": f"write 1 sentence about litellm being amazing {time.time()}", }, ] complete_streaming_response = "" diff --git a/litellm/utils.py b/litellm/utils.py index fb3210b1df..02ac83d065 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7714,6 +7714,7 @@ class CustomStreamWrapper: else: self.response_id = model_response.id model_response._hidden_params["custom_llm_provider"] = self.custom_llm_provider + model_response._hidden_params["created_at"] = time.time() model_response.choices = [StreamingChoices()] model_response.choices[0].finish_reason = None response_obj = {} From fbab8101898b6cf65e3df08c10737e19c6919911 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 15:00:51 -0800 Subject: [PATCH 300/499] fix(main.py): allow vertex ai project and location to be set in completion() call --- litellm/main.py | 12 +++++++++--- litellm/tests/test_amazing_vertex_completion.py | 4 +++- litellm/utils.py | 4 ++++ 3 files changed, 16 insertions(+), 4 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index 6b9a0bb185..36d764b73e 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -1421,9 +1421,15 @@ def completion( return response response = model_response elif custom_llm_provider == "vertex_ai": - vertex_ai_project = litellm.vertex_project or get_secret("VERTEXAI_PROJECT") - vertex_ai_location = litellm.vertex_location or get_secret( - "VERTEXAI_LOCATION" + vertex_ai_project = ( + optional_params.pop("vertex_ai_project", None) + or litellm.vertex_project + or get_secret("VERTEXAI_PROJECT") + ) + vertex_ai_location = ( + optional_params.pop("vertex_ai_location", None) + or litellm.vertex_location + or get_secret("VERTEXAI_LOCATION") ) model_response = vertex_ai.completion( diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py index 8467e44341..85c1cb9337 100644 --- a/litellm/tests/test_amazing_vertex_completion.py +++ b/litellm/tests/test_amazing_vertex_completion.py @@ -95,7 +95,8 @@ def test_vertex_ai(): + litellm.vertex_code_text_models ) litellm.set_verbose = False - litellm.vertex_project = "reliablekeys" + vertex_ai_project = "reliablekeys" + # litellm.vertex_project = "reliablekeys" test_models = random.sample(test_models, 1) # test_models += litellm.vertex_language_models # always test gemini-pro @@ -117,6 +118,7 @@ def test_vertex_ai(): model=model, messages=[{"role": "user", "content": "hi"}], temperature=0.7, + vertex_ai_project=vertex_ai_project, ) print("\nModel Response", response) print(response) diff --git a/litellm/utils.py b/litellm/utils.py index 0e12463b96..49e65fcf6e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -3347,6 +3347,10 @@ def get_optional_params( custom_llm_provider != "bedrock" and custom_llm_provider != "sagemaker" ): # allow dynamically setting boto3 init logic continue + elif ( + k.startswith("vertex_") and custom_llm_provider != "vertex_ai" + ): # allow dynamically setting vertex ai init logic + continue passed_params[k] = v default_params = { "functions": None, From 72275ad8cb1a8fe7558726cacda6289a76cdb559 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 15:59:53 -0800 Subject: [PATCH 301/499] fix(main.py): fix logging event loop for async logging but sync streaming --- litellm/main.py | 12 ++++-------- litellm/utils.py | 21 +++++++++++++++------ 2 files changed, 19 insertions(+), 14 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index 6b40354739..89750ef46b 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -274,14 +274,10 @@ async def acompletion( else: # Call the synchronous function using run_in_executor response = await loop.run_in_executor(None, func_with_context) # type: ignore - # if kwargs.get("stream", False): # return an async generator - # return _async_streaming( - # response=response, - # model=model, - # custom_llm_provider=custom_llm_provider, - # args=args, - # ) - # else: + if isinstance(response, CustomStreamWrapper): + response.set_logging_event_loop( + loop=loop + ) # sets the logging event loop if the user does sync streaming (e.g. on proxy for sagemaker calls) return response except Exception as e: custom_llm_provider = custom_llm_provider or "openai" diff --git a/litellm/utils.py b/litellm/utils.py index 02ac83d065..2bc1d34e9e 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -7116,6 +7116,7 @@ class CustomStreamWrapper: "model_id": (_model_info.get("id", None)) } # returned as x-litellm-model-id response header in proxy self.response_id = None + self.logging_loop = None def __iter__(self): return self @@ -8016,16 +8017,24 @@ class CustomStreamWrapper: original_exception=e, ) + def set_logging_event_loop(self, loop): + self.logging_loop = loop + + async def your_async_function(self): + # Your asynchronous code here + return "Your asynchronous code is running" + def run_success_logging_in_thread(self, processed_chunk): # Create an event loop for the new thread ## ASYNC LOGGING - # Run the asynchronous function in the new thread's event loop - asyncio.run( - self.logging_obj.async_success_handler( - processed_chunk, + if self.logging_loop is not None: + future = asyncio.run_coroutine_threadsafe( + self.logging_obj.async_success_handler(processed_chunk), + loop=self.logging_loop, ) - ) - + result = future.result() + else: + asyncio.run(self.logging_obj.async_success_handler(processed_chunk)) ## SYNC LOGGING self.logging_obj.success_handler(processed_chunk) From 76468cc351a1d013cc536b8b923673e7e0e1d8bc Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 16:06:01 -0800 Subject: [PATCH 302/499] refactor: trigger new bump --- litellm/utils.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/utils.py b/litellm/utils.py index 49e65fcf6e..d5bde60eaa 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -10,6 +10,7 @@ import sys, re, binascii, struct import litellm import dotenv, json, traceback, threading, base64, ast + import subprocess, os import litellm, openai import itertools From 878b0be174ef9a3a4c8f439cab089bd773b4c19e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 16:06:12 -0800 Subject: [PATCH 303/499] =?UTF-8?q?bump:=20version=201.19.3=20=E2=86=92=20?= =?UTF-8?q?1.19.4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 567f08587b..82eab7fc2b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.3" +version = "1.19.4" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.3" +version = "1.19.4" version_files = [ "pyproject.toml:^version" ] From e56721d6c3933ed533844c02dc302992867ee117 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 16:12:28 -0800 Subject: [PATCH 304/499] (feat) view spend/logs by user_id, view spend/user by user --- litellm/proxy/proxy_server.py | 45 +++++++++++++++++++++++++++++++---- 1 file changed, 41 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 1de047cf9a..5dc1d0da65 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2561,7 +2561,12 @@ async def spend_key_fn(): tags=["budget & spend Tracking"], dependencies=[Depends(user_api_key_auth)], ) -async def spend_user_fn(): +async def spend_user_fn( + user_id: Optional[str] = fastapi.Query( + default=None, + description="Get User Table row for user_id", + ), +): """ View all users created, ordered by spend @@ -2570,6 +2575,12 @@ async def spend_user_fn(): curl -X GET "http://0.0.0.0:8000/spend/users" \ -H "Authorization: Bearer sk-1234" ``` + + View User Table row for user_id + ``` + curl -X GET "http://0.0.0.0:8000/spend/users?user_id=1234" \ +-H "Authorization: Bearer sk-1234" + ``` """ global prisma_client try: @@ -2578,9 +2589,15 @@ async def spend_user_fn(): f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) - user_info = await prisma_client.get_data( - table_name="user", query_type="find_all" - ) + if user_id is not None: + user_info = await prisma_client.get_data( + table_name="user", query_type="find_unique", user_id=user_id + ) + return [user_info] + else: + user_info = await prisma_client.get_data( + table_name="user", query_type="find_all" + ) return user_info @@ -2601,6 +2618,10 @@ async def view_spend_logs( default=None, description="Get spend logs based on api key", ), + user_id: Optional[str] = fastapi.Query( + default=None, + description="Get spend logs based on user_id", + ), request_id: Optional[str] = fastapi.Query( default=None, description="request_id to get spend logs for specific request_id. If none passed then pass spend logs for all requests", @@ -2626,6 +2647,12 @@ async def view_spend_logs( curl -X GET "http://0.0.0.0:8000/spend/logs?api_key=sk-Fn8Ej39NkBQmUagFEoUWPQ" \ -H "Authorization: Bearer sk-1234" ``` + + Example Request for specific user_id + ``` + curl -X GET "http://0.0.0.0:8000/spend/logs?user_id=ishaan@berri.ai" \ +-H "Authorization: Bearer sk-1234" + ``` """ global prisma_client try: @@ -2655,6 +2682,16 @@ async def view_spend_logs( key_val={"key": "request_id", "value": request_id}, ) return [spend_log] + elif user_id is not None: + spend_log = await prisma_client.get_data( + table_name="spend", + query_type="find_all", + key_val={"key": "user", "value": user_id}, + ) + if isinstance(spend_log, list): + return spend_log + else: + return [spend_log] else: spend_logs = await prisma_client.get_data( table_name="spend", query_type="find_all" From a1067521c331371fbaa2818045711dfe71c6e726 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 16:15:05 -0800 Subject: [PATCH 305/499] (ui) view app spend --- ui/admin.py | 148 ++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 148 insertions(+) diff --git a/ui/admin.py b/ui/admin.py index 96da791dfa..c2e97083e1 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -181,6 +181,149 @@ def list_models(): ) +def view_app_spend(): + st.title("Spend Analysis App") + + # Check if the necessary configuration is available + if ( + st.session_state.get("api_url", None) is not None + and st.session_state.get("proxy_key", None) is not None + ): + # Make the GET request + try: + # Input box for user_id inside a form + with st.form(key="spend_form"): + user_id = st.text_input("Enter User ID:") + submit_button = st.form_submit_button(label="Submit") + + # Check if user_id is provided and the form is submitted + if user_id and submit_button: + complete_url = "" + if isinstance(st.session_state["api_url"], str) and st.session_state[ + "api_url" + ].endswith("/"): + complete_url = f"{st.session_state['api_url']}spend/logs" + else: + complete_url = f"{st.session_state['api_url']}/spend/logs" + + # add user_id to the URL + complete_url += f"?user_id={user_id}" + response = requests.get( + complete_url, + headers={ + "Authorization": f"Bearer {st.session_state['proxy_key']}" + }, + ) + # Check if the request was successful + if response.status_code == 200: + response_data = response.json() + print(response_data) + spend_df = pd.DataFrame(response_data) + + # st.write(spend_df) + # Adding a new column with the count of rows for each api_key + count_df = ( + spend_df.groupby("api_key").size().reset_index(name="row_count") + ) + # group by api_key + spend_df = spend_df.groupby("api_key")["spend"].sum().reset_index() + # Merging the two DataFrames on 'api_key' + spend_df = pd.merge(spend_df, count_df, on="api_key") + + # Sort spend_df in descending order by 'spend' + spend_df = spend_df.sort_values(by="spend", ascending=False) + + fig = px.bar( + spend_df, + x="api_key", + y="spend", + text="spend", + title="Spend per API Key", + labels={"spend": "Total Spend", "api_key": "API Key"}, + ) + + # Adding data labels on top of the bars + fig.update_traces( + texttemplate="%{text:.2s}", textposition="outside" + ) + + # Displaying the graph using Streamlit + st.plotly_chart(fig) + + st.write(spend_df) + else: + st.error( + f"Failed to get models. Status code: {response.status_code}" + ) + except Exception as e: + st.error(f"An error occurred while requesting app spend: {e}") + else: + st.warning( + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" + ) + + +def view_proxy_costs(): + st.title("Proxy Costs App") + if ( + st.session_state.get("api_url", None) is not None + and st.session_state.get("proxy_key", None) is not None + ): + # Make the GET request + # show proxy max budget and show proxy current spend + + # show daily chart of proxy spend for this current month + + try: + complete_url = "" + if isinstance(st.session_state["api_url"], str) and st.session_state[ + "api_url" + ].endswith("/"): + complete_url = f"{st.session_state['api_url']}/spend/users" + else: + complete_url = f"{st.session_state['api_url']}/spend/users" + response = requests.get( + complete_url, + headers={"Authorization": f"Bearer {st.session_state['proxy_key']}"}, + ) + + # add user_id=litellm-proxy-budget + complete_url += f"?user_id=litellm-proxy-budget" + + # Check if the request was successful + if response.status_code == 200: + spend_per_key = response.json() + # Create DataFrame + spend_df = pd.DataFrame(spend_per_key) + + # Display the spend per key as a graph + st.header("Spend ($) per API Key:") + top_10_df = spend_df.nlargest(10, "spend") + fig = px.bar( + top_10_df, + x="token", + y="spend", + title="Top 10 Spend per Key", + height=550, # Adjust the height + width=1200, # Adjust the width) + hover_data=["token", "spend", "user_id", "team_id"], + ) + st.plotly_chart(fig) + + # Display the spend per key as a table + st.write("Spend per Key - Full Table:") + st.table(spend_df) + + else: + st.error(f"Failed to get models. Status code: {response.status_code}") + except Exception as e: + st.error(f"An error occurred while requesting models: {e}") + else: + st.warning( + f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" + ) + + def spend_per_key(): import streamlit as st import requests @@ -455,6 +598,7 @@ def admin_page(is_admin="NOT_GIVEN", input_api_url=None, input_proxy_key=None): "Connect to Proxy", "View Spend Per Key", "View Spend Per User", + "View App Spend", "List Models", "Update Config", "Add Models", @@ -497,6 +641,10 @@ def admin_page(is_admin="NOT_GIVEN", input_api_url=None, input_proxy_key=None): list_models() elif page == "Create Key": create_key() + elif page == "Proxy Costs": + view_proxy_costs() + elif page == "View App Spend": + view_app_spend() elif page == "View Spend Per Key": spend_per_key() elif page == "View Spend Per User": From 565531fe9e54ec8d0cd9962fb44d82c0ec673d44 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 09:58:43 -0800 Subject: [PATCH 306/499] v0 basic structure --- litellm/proxy/proxy_server.py | 26 ++++++++++++++++++++++++++ litellm/proxy/utils.py | 10 ++++++++++ 2 files changed, 36 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 493ad9731d..ca8ad027d5 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -407,6 +407,14 @@ async def user_api_key_auth( user_max_budget is not None and user_current_spend is not None ): + asyncio.create_task( + proxy_logging_obj.budget_alerts( + user_max_budget=user_max_budget, + user_current_spend=user_current_spend, + type="user_and_proxy_budget", + user_info=_user, + ) + ) if user_current_spend > user_max_budget: raise Exception( f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" @@ -422,6 +430,15 @@ async def user_api_key_auth( user_max_budget is not None and user_current_spend is not None ): + asyncio.create_task( + proxy_logging_obj.budget_alerts( + user_max_budget=user_max_budget, + user_current_spend=user_current_spend, + type="user_budget", + user_info=user_id_information, + ) + ) + if user_current_spend > user_max_budget: raise Exception( f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" @@ -448,6 +465,15 @@ async def user_api_key_auth( # Check 4. Token Spend is under budget if valid_token.spend is not None and valid_token.max_budget is not None: + asyncio.create_task( + proxy_logging_obj.budget_alerts( + user_max_budget=valid_token.max_budget, + user_current_spend=valid_token.spend, + type="token_budget", + user_info=valid_token, + ) + ) + if valid_token.spend > valid_token.max_budget: raise Exception( f"ExceededTokenBudget: Current spend for token: {valid_token.spend}; Max Budget for Token: {valid_token.max_budget}" diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 7287168868..9f7dd1c870 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -181,6 +181,14 @@ class ProxyLogging: level="Low", ) + async def budget_alerts( + self, + type: Literal["token_budget", "user_budget", "user_and_proxy_budget"], + user_max_budget: float, + user_current_spend: float, + ): + pass + async def alerting_handler( self, message: str, level: Literal["Low", "Medium", "High"] ): @@ -191,6 +199,8 @@ class ProxyLogging: - Requests are hanging - Calls are failing - DB Read/Writes are failing + - Proxy Close to max budget + - Key Close to max budget Parameters: level: str - Low|Medium|High - if calls might fail (Medium) or are failing (High); Currently, no alerts would be 'Low'. From 55115a75b02f79b978976fdf26084d8844b4bf1c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 10:01:32 -0800 Subject: [PATCH 307/499] (feat) alerts proxy budgets --- litellm/proxy/utils.py | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 9f7dd1c870..ab14411bb6 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -186,7 +186,23 @@ class ProxyLogging: type: Literal["token_budget", "user_budget", "user_and_proxy_budget"], user_max_budget: float, user_current_spend: float, + user_info=None, ): + # percent of max_budget left to spend + percent_left = (user_max_budget - user_current_spend) / user_max_budget + + # check if 15% of max budget is left + if percent_left <= 0.15: + pass + + # check if 5% of max budget is left + if percent_left <= 0.05: + pass + + # check if crossed budget + if user_current_spend >= user_max_budget: + pass + pass async def alerting_handler( From 7a2a7e047f6c8fdc72d006814e42f0654775d71e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:18:06 -0800 Subject: [PATCH 308/499] (feat) slack alerting budgets --- litellm/proxy/utils.py | 45 +++++++++++++++++++++++++++++++++--------- 1 file changed, 36 insertions(+), 9 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index ab14411bb6..f176687f9a 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -188,20 +188,47 @@ class ProxyLogging: user_current_spend: float, user_info=None, ): + if type == "user_and_proxy_budget": + user_info = dict(user_info) + user_id = user_info["user_id"] + max_budget = user_info["max_budget"] + spend = user_info["spend"] + user_email = user_info["user_email"] + user_info = f"""\nUser ID: {user_id}\nMax Budget: {max_budget}\nSpend: {spend}\nUser Email: {user_email}""" + else: + user_info = str(user_info) # percent of max_budget left to spend percent_left = (user_max_budget - user_current_spend) / user_max_budget - - # check if 15% of max budget is left - if percent_left <= 0.15: - pass - - # check if 5% of max budget is left - if percent_left <= 0.05: - pass + verbose_proxy_logger.debug( + f"Bduget Alerts: Percent left: {percent_left} for {user_info}" + ) # check if crossed budget if user_current_spend >= user_max_budget: - pass + message = "Budget Crossed for" + user_info + await self.alerting_handler( + message=message, + level="High", + ) + return + + # check if 5% of max budget is left + if percent_left <= 0.05: + message = "5 Percent budget left for" + user_info + await self.alerting_handler( + message=message, + level="Medium", + ) + return + + # check if 15% of max budget is left + if percent_left <= 0.15: + message = "15 Percent budget left for" + user_info + await self.alerting_handler( + message=message, + level="Low", + ) + return pass From 56f49a87bafe0d9bbc1c27147879679501e88612 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:32:05 -0800 Subject: [PATCH 309/499] (fix) raise exception budget_duration is set and max_budget is Not --- litellm/proxy/proxy_server.py | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ca8ad027d5..c2c15d7e9b 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1654,11 +1654,12 @@ async def startup_event(): user_id="default_user_id", ) - if ( - prisma_client is not None - and litellm.max_budget > 0 - and litellm.budget_duration is not None - ): + if prisma_client is not None and litellm.max_budget > 0: + if litellm.budget_duration is None: + raise Exception( + "budget_duration not set on Proxy. budget_duration is required to use max_budget." + ) + # add proxy budget to db in the user table await generate_key_helper_fn( user_id=litellm_proxy_budget_name, From 81c528f6ce678dfb59f7f56e64211ae20c9d9b21 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:39:57 -0800 Subject: [PATCH 310/499] (fix) raise correct error when proxy crossed budget --- litellm/proxy/proxy_server.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index c2c15d7e9b..43e2ec5f52 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -415,9 +415,11 @@ async def user_api_key_auth( user_info=_user, ) ) + + _user_id = _user.get("user_id", None) if user_current_spend > user_max_budget: raise Exception( - f"ExceededBudget: User {valid_token.user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" + f"ExceededBudget: User {_user_id} has exceeded their budget. Current spend: {user_current_spend}; Max Budget: {user_max_budget}" ) else: # Token exists, not expired now check if its in budget for the user From 229e4920dfcdedf7d4784fb35693ff6dffc23c09 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:40:20 -0800 Subject: [PATCH 311/499] (fix) better alert message on budgets --- litellm/proxy/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index f176687f9a..9bef040348 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -214,7 +214,7 @@ class ProxyLogging: # check if 5% of max budget is left if percent_left <= 0.05: - message = "5 Percent budget left for" + user_info + message = "5% budget left for" + user_info await self.alerting_handler( message=message, level="Medium", @@ -223,7 +223,7 @@ class ProxyLogging: # check if 15% of max budget is left if percent_left <= 0.15: - message = "15 Percent budget left for" + user_info + message = "15% budget left for" + user_info await self.alerting_handler( message=message, level="Low", From 3a1c8f453f061b9af0d7aefe0486f59537bff05b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:40:56 -0800 Subject: [PATCH 312/499] (docs) track max_budget on proxy config.yaml --- litellm/proxy/proxy_config.yaml | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index b06faac328..65aa21d045 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -61,6 +61,8 @@ model_list: litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] success_callback: ['langfuse'] + max_budget: 0.025 + budget_duration: 30d # cache: True # setting callback class # callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance] From b8f917624f47c8d65daa7bd31e36cc36ffc7d2e0 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:41:35 -0800 Subject: [PATCH 313/499] (docs) config.yaml --- litellm/proxy/proxy_config.yaml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 65aa21d045..7cb2714f42 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -61,8 +61,8 @@ model_list: litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] success_callback: ['langfuse'] - max_budget: 0.025 - budget_duration: 30d + max_budget: 0.025 # global budget for proxy + budget_duration: 30d # global budget duration, will reset after 30d # cache: True # setting callback class # callbacks: custom_callbacks.proxy_handler_instance # sets litellm.callbacks = [proxy_handler_instance] From 1c9b02ad99e62044208b0617c659644a3b6be3fd Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:56:52 -0800 Subject: [PATCH 314/499] (fix) alerting debug statements --- litellm/proxy/utils.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 9bef040348..4c6030e5bc 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -200,11 +200,12 @@ class ProxyLogging: # percent of max_budget left to spend percent_left = (user_max_budget - user_current_spend) / user_max_budget verbose_proxy_logger.debug( - f"Bduget Alerts: Percent left: {percent_left} for {user_info}" + f"Budget Alerts: Percent left: {percent_left} for {user_info}" ) # check if crossed budget if user_current_spend >= user_max_budget: + verbose_proxy_logger.debug(f"Budget Crossed for {user_info}") message = "Budget Crossed for" + user_info await self.alerting_handler( message=message, @@ -230,7 +231,7 @@ class ProxyLogging: ) return - pass + return async def alerting_handler( self, message: str, level: Literal["Low", "Medium", "High"] From 5264a3eb53eb441e5f56d9b4b388b655021d8d33 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 11:58:55 -0800 Subject: [PATCH 315/499] (fix) do nothing if alerting is not switched on --- litellm/proxy/utils.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 4c6030e5bc..12605cf400 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -188,6 +188,10 @@ class ProxyLogging: user_current_spend: float, user_info=None, ): + if self.alerting is None: + # do nothing if alerting is not switched on + return + if type == "user_and_proxy_budget": user_info = dict(user_info) user_id = user_info["user_id"] From 7e1b9158fe3aec3f2379fbf9e9a01c385f35ae59 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:30:49 -0800 Subject: [PATCH 316/499] (test) embedding models --- litellm/tests/test_embedding.py | 39 +++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py index 630b41d72d..18a6447e16 100644 --- a/litellm/tests/test_embedding.py +++ b/litellm/tests/test_embedding.py @@ -57,6 +57,45 @@ def test_openai_embedding(): # test_openai_embedding() +def test_openai_embedding_3(): + try: + litellm.set_verbose = True + response = embedding( + model="text-embedding-3-small", + input=["good morning from litellm", "this is another item"], + metadata={"anything": "good day"}, + ) + litellm_response = dict(response) + litellm_response_keys = set(litellm_response.keys()) + litellm_response_keys.discard("_response_ms") + + print(litellm_response_keys) + print("LiteLLM Response\n") + # print(litellm_response) + + # same request with OpenAI 1.0+ + import openai + + client = openai.OpenAI(api_key=os.environ["OPENAI_API_KEY"]) + response = client.embeddings.create( + model="text-embedding-3-small", + input=["good morning from litellm", "this is another item"], + ) + + response = dict(response) + openai_response_keys = set(response.keys()) + print(openai_response_keys) + assert ( + litellm_response_keys == openai_response_keys + ) # ENSURE the Keys in litellm response is exactly what the openai package returns + assert ( + len(litellm_response["data"]) == 2 + ) # expect two embedding responses from litellm_response since input had two + print(openai_response_keys) + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + def test_openai_azure_embedding_simple(): try: litellm.set_verbose = True From 4b15ae41f43ed53368b725991f21c76a8cf43588 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:34:15 -0800 Subject: [PATCH 317/499] (feat) add new OpenAI text-embedding-3 --- model_prices_and_context_window.json | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 7e5f669909..3fe1869081 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -143,6 +143,20 @@ "litellm_provider": "openai", "mode": "chat" }, + "text-embedding-3-large": { + "max_tokens": 8191, + "input_cost_per_token": 0.00000013, + "output_cost_per_token": 0.000000, + "litellm_provider": "openai", + "mode": "embedding" + }, + "text-embedding-3-small": { + "max_tokens": 8191, + "input_cost_per_token": 0.00000002, + "output_cost_per_token": 0.000000, + "litellm_provider": "openai", + "mode": "embedding" + }, "text-embedding-ada-002": { "max_tokens": 8191, "input_cost_per_token": 0.0000001, From c10bda3d30c5b2c1ec9dbdccfe2b01dffddacf2b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:36:11 -0800 Subject: [PATCH 318/499] (chore) cleanup testing file --- litellm/tests/test_embedding.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py index 18a6447e16..42ac6f7f9d 100644 --- a/litellm/tests/test_embedding.py +++ b/litellm/tests/test_embedding.py @@ -225,7 +225,7 @@ def test_cohere_embedding3(): pytest.fail(f"Error occurred: {e}") -test_cohere_embedding3() +# test_cohere_embedding3() def test_bedrock_embedding_titan(): From 53961d641e96bfd0fb82bddd23f48cab5bc0f9c8 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:38:03 -0800 Subject: [PATCH 319/499] (docs) new OpenAI embedding models --- docs/my-website/docs/embedding/supported_embedding.md | 2 ++ 1 file changed, 2 insertions(+) diff --git a/docs/my-website/docs/embedding/supported_embedding.md b/docs/my-website/docs/embedding/supported_embedding.md index 462cc1e702..735aa01c86 100644 --- a/docs/my-website/docs/embedding/supported_embedding.md +++ b/docs/my-website/docs/embedding/supported_embedding.md @@ -71,6 +71,8 @@ response = embedding('text-embedding-ada-002', input=["good morning from litellm | Model Name | Function Call | Required OS Variables | |----------------------|---------------------------------------------|--------------------------------------| +| text-embedding-3-small | `embedding('text-embedding-3-small', input)` | `os.environ['OPENAI_API_KEY']` | +| text-embedding-3-large | `embedding('text-embedding-3-large', input)` | `os.environ['OPENAI_API_KEY']` | | text-embedding-ada-002 | `embedding('text-embedding-ada-002', input)` | `os.environ['OPENAI_API_KEY']` | ## Azure OpenAI Embedding Models From c6a6deaa413ea2929cf1a2589bb0eee025fb17fd Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:41:46 -0800 Subject: [PATCH 320/499] (feat) add gpt-4-0125-preview --- model_prices_and_context_window.json | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json index 3fe1869081..458ac05a41 100644 --- a/model_prices_and_context_window.json +++ b/model_prices_and_context_window.json @@ -62,6 +62,15 @@ "litellm_provider": "openai", "mode": "chat" }, + "gpt-4-0125-preview": { + "max_tokens": 128000, + "max_input_tokens": 128000, + "max_output_tokens": 4096, + "input_cost_per_token": 0.00001, + "output_cost_per_token": 0.00003, + "litellm_provider": "openai", + "mode": "chat" + }, "gpt-4-vision-preview": { "max_tokens": 128000, "max_input_tokens": 128000, From e00f46a6e9c14924be833a822113fe2d397f25f7 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:42:10 -0800 Subject: [PATCH 321/499] (test) gpt-4-0125-preview --- litellm/tests/test_completion.py | 15 +++++++++++++++ 1 file changed, 15 insertions(+) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index b2c69804cc..e24248beed 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -191,6 +191,21 @@ def test_completion_gpt4_turbo(): # test_completion_gpt4_turbo() +def test_completion_gpt4_turbo_0125(): + try: + response = completion( + model="gpt-4-0125-preview", + messages=messages, + max_tokens=10, + ) + print(response) + except openai.RateLimitError: + print("got a rate liimt error") + pass + except Exception as e: + pytest.fail(f"Error occurred: {e}") + + @pytest.mark.skip(reason="this test is flaky") def test_completion_gpt4_vision(): try: From 8ff00ad8d58d135944389a47bcb0d13231bdad6e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:48:56 -0800 Subject: [PATCH 322/499] (docs) new gpt-4-0125-preview --- docs/my-website/docs/providers/openai.md | 1 + 1 file changed, 1 insertion(+) diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md index 1a515dea3a..26f4a7d690 100644 --- a/docs/my-website/docs/providers/openai.md +++ b/docs/my-website/docs/providers/openai.md @@ -34,6 +34,7 @@ os.environ["OPENAI_API_BASE"] = "openaiai-api-base" # OPTIONAL | Model Name | Function Call | |-----------------------|-----------------------------------------------------------------| +| 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)` | | gpt-3.5-turbo-1106 | `response = completion(model="gpt-3.5-turbo-1106", messages=messages)` | | gpt-3.5-turbo | `response = completion(model="gpt-3.5-turbo", messages=messages)` | From 5e7c43ebf74624662de56b8d80830e927cdfdb32 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 14:50:51 -0800 Subject: [PATCH 323/499] =?UTF-8?q?bump:=20version=201.19.2=20=E2=86=92=20?= =?UTF-8?q?1.19.3?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 6f20d92ee7..567f08587b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.2" +version = "1.19.3" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.2" +version = "1.19.3" version_files = [ "pyproject.toml:^version" ] From 014f83c847291008ec5c9a328e73eafb319ed01d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 15:00:51 -0800 Subject: [PATCH 324/499] fix(main.py): allow vertex ai project and location to be set in completion() call --- litellm/main.py | 12 +++++++++--- litellm/tests/test_amazing_vertex_completion.py | 4 +++- litellm/utils.py | 4 ++++ 3 files changed, 16 insertions(+), 4 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index 89750ef46b..ae5d675c63 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -1417,9 +1417,15 @@ def completion( return response response = model_response elif custom_llm_provider == "vertex_ai": - vertex_ai_project = litellm.vertex_project or get_secret("VERTEXAI_PROJECT") - vertex_ai_location = litellm.vertex_location or get_secret( - "VERTEXAI_LOCATION" + vertex_ai_project = ( + optional_params.pop("vertex_ai_project", None) + or litellm.vertex_project + or get_secret("VERTEXAI_PROJECT") + ) + vertex_ai_location = ( + optional_params.pop("vertex_ai_location", None) + or litellm.vertex_location + or get_secret("VERTEXAI_LOCATION") ) model_response = vertex_ai.completion( diff --git a/litellm/tests/test_amazing_vertex_completion.py b/litellm/tests/test_amazing_vertex_completion.py index 8467e44341..85c1cb9337 100644 --- a/litellm/tests/test_amazing_vertex_completion.py +++ b/litellm/tests/test_amazing_vertex_completion.py @@ -95,7 +95,8 @@ def test_vertex_ai(): + litellm.vertex_code_text_models ) litellm.set_verbose = False - litellm.vertex_project = "reliablekeys" + vertex_ai_project = "reliablekeys" + # litellm.vertex_project = "reliablekeys" test_models = random.sample(test_models, 1) # test_models += litellm.vertex_language_models # always test gemini-pro @@ -117,6 +118,7 @@ def test_vertex_ai(): model=model, messages=[{"role": "user", "content": "hi"}], temperature=0.7, + vertex_ai_project=vertex_ai_project, ) print("\nModel Response", response) print(response) diff --git a/litellm/utils.py b/litellm/utils.py index 2bc1d34e9e..63fab74ccb 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -3351,6 +3351,10 @@ def get_optional_params( custom_llm_provider != "bedrock" and custom_llm_provider != "sagemaker" ): # allow dynamically setting boto3 init logic continue + elif ( + k.startswith("vertex_") and custom_llm_provider != "vertex_ai" + ): # allow dynamically setting vertex ai init logic + continue passed_params[k] = v default_params = { "functions": None, From 1ae22ea16db10d0e1e0dc8ffe0d32a5c863228eb Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 16:06:01 -0800 Subject: [PATCH 325/499] refactor: trigger new bump --- litellm/utils.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/utils.py b/litellm/utils.py index 63fab74ccb..033990896a 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -10,6 +10,7 @@ import sys, re, binascii, struct import litellm import dotenv, json, traceback, threading, base64, ast + import subprocess, os import litellm, openai import itertools From 13776b1df75d9f3775af869cc80e42a54487cbf4 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 16:06:12 -0800 Subject: [PATCH 326/499] =?UTF-8?q?bump:=20version=201.19.3=20=E2=86=92=20?= =?UTF-8?q?1.19.4?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 567f08587b..82eab7fc2b 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.3" +version = "1.19.4" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.3" +version = "1.19.4" version_files = [ "pyproject.toml:^version" ] From eba38e169a795b231a40b4f8df582561d9ca5916 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 16:44:46 -0800 Subject: [PATCH 327/499] (fix) undo ui changes --- ui/admin.py | 148 ---------------------------------------------------- 1 file changed, 148 deletions(-) diff --git a/ui/admin.py b/ui/admin.py index c2e97083e1..96da791dfa 100644 --- a/ui/admin.py +++ b/ui/admin.py @@ -181,149 +181,6 @@ def list_models(): ) -def view_app_spend(): - st.title("Spend Analysis App") - - # Check if the necessary configuration is available - if ( - st.session_state.get("api_url", None) is not None - and st.session_state.get("proxy_key", None) is not None - ): - # Make the GET request - try: - # Input box for user_id inside a form - with st.form(key="spend_form"): - user_id = st.text_input("Enter User ID:") - submit_button = st.form_submit_button(label="Submit") - - # Check if user_id is provided and the form is submitted - if user_id and submit_button: - complete_url = "" - if isinstance(st.session_state["api_url"], str) and st.session_state[ - "api_url" - ].endswith("/"): - complete_url = f"{st.session_state['api_url']}spend/logs" - else: - complete_url = f"{st.session_state['api_url']}/spend/logs" - - # add user_id to the URL - complete_url += f"?user_id={user_id}" - response = requests.get( - complete_url, - headers={ - "Authorization": f"Bearer {st.session_state['proxy_key']}" - }, - ) - # Check if the request was successful - if response.status_code == 200: - response_data = response.json() - print(response_data) - spend_df = pd.DataFrame(response_data) - - # st.write(spend_df) - # Adding a new column with the count of rows for each api_key - count_df = ( - spend_df.groupby("api_key").size().reset_index(name="row_count") - ) - # group by api_key - spend_df = spend_df.groupby("api_key")["spend"].sum().reset_index() - # Merging the two DataFrames on 'api_key' - spend_df = pd.merge(spend_df, count_df, on="api_key") - - # Sort spend_df in descending order by 'spend' - spend_df = spend_df.sort_values(by="spend", ascending=False) - - fig = px.bar( - spend_df, - x="api_key", - y="spend", - text="spend", - title="Spend per API Key", - labels={"spend": "Total Spend", "api_key": "API Key"}, - ) - - # Adding data labels on top of the bars - fig.update_traces( - texttemplate="%{text:.2s}", textposition="outside" - ) - - # Displaying the graph using Streamlit - st.plotly_chart(fig) - - st.write(spend_df) - else: - st.error( - f"Failed to get models. Status code: {response.status_code}" - ) - except Exception as e: - st.error(f"An error occurred while requesting app spend: {e}") - else: - st.warning( - f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" - ) - - -def view_proxy_costs(): - st.title("Proxy Costs App") - if ( - st.session_state.get("api_url", None) is not None - and st.session_state.get("proxy_key", None) is not None - ): - # Make the GET request - # show proxy max budget and show proxy current spend - - # show daily chart of proxy spend for this current month - - try: - complete_url = "" - if isinstance(st.session_state["api_url"], str) and st.session_state[ - "api_url" - ].endswith("/"): - complete_url = f"{st.session_state['api_url']}/spend/users" - else: - complete_url = f"{st.session_state['api_url']}/spend/users" - response = requests.get( - complete_url, - headers={"Authorization": f"Bearer {st.session_state['proxy_key']}"}, - ) - - # add user_id=litellm-proxy-budget - complete_url += f"?user_id=litellm-proxy-budget" - - # Check if the request was successful - if response.status_code == 200: - spend_per_key = response.json() - # Create DataFrame - spend_df = pd.DataFrame(spend_per_key) - - # Display the spend per key as a graph - st.header("Spend ($) per API Key:") - top_10_df = spend_df.nlargest(10, "spend") - fig = px.bar( - top_10_df, - x="token", - y="spend", - title="Top 10 Spend per Key", - height=550, # Adjust the height - width=1200, # Adjust the width) - hover_data=["token", "spend", "user_id", "team_id"], - ) - st.plotly_chart(fig) - - # Display the spend per key as a table - st.write("Spend per Key - Full Table:") - st.table(spend_df) - - else: - st.error(f"Failed to get models. Status code: {response.status_code}") - except Exception as e: - st.error(f"An error occurred while requesting models: {e}") - else: - st.warning( - f"Please configure the Proxy Endpoint and Proxy Key on the Proxy Setup page. Currently set Proxy Endpoint: {st.session_state.get('api_url', None)} and Proxy Key: {st.session_state.get('proxy_key', None)}" - ) - - def spend_per_key(): import streamlit as st import requests @@ -598,7 +455,6 @@ def admin_page(is_admin="NOT_GIVEN", input_api_url=None, input_proxy_key=None): "Connect to Proxy", "View Spend Per Key", "View Spend Per User", - "View App Spend", "List Models", "Update Config", "Add Models", @@ -641,10 +497,6 @@ def admin_page(is_admin="NOT_GIVEN", input_api_url=None, input_proxy_key=None): list_models() elif page == "Create Key": create_key() - elif page == "Proxy Costs": - view_proxy_costs() - elif page == "View App Spend": - view_app_spend() elif page == "View Spend Per Key": spend_per_key() elif page == "View Spend Per User": From 90d807bdb04f6c9859d0c256aa2f5e29ecd55a2b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 17:12:24 -0800 Subject: [PATCH 328/499] (ci/cd) build ui, litellm on arm64 --- .github/workflows/ghcr_deploy.yml | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index 6054d27d8d..68f10b394b 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -82,7 +82,7 @@ jobs: push: true tags: ${{ steps.meta.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta.outputs.tags }}-latest # if a tag is provided, use that, otherwise use the release tag, and if neither is available, use 'latest' labels: ${{ steps.meta.outputs.labels }} - platform: local, linux/amd64,linux/arm64 + platform: local, linux/amd64,linux/arm64,linux/arm64/v8 build-and-push-image-ui: runs-on: ubuntu-latest @@ -114,6 +114,7 @@ jobs: push: true tags: ${{ steps.meta-ui.outputs.tags }}-${{ github.event.inputs.tag || 'latest' }}, ${{ steps.meta-ui.outputs.tags }}-latest labels: ${{ steps.meta-ui.outputs.labels }} + platform: local, linux/amd64,linux/arm64,linux/arm64/v8 build-and-push-image-database: runs-on: ubuntu-latest permissions: From bdb7c0a0a70822942da09fec94a05c04c09316be Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 17:13:17 -0800 Subject: [PATCH 329/499] (ci/cd) docker compose up with ui --- docker-compose.example.yml | 12 ------------ docker-compose.yml | 15 +++++++++++++++ 2 files changed, 15 insertions(+), 12 deletions(-) delete mode 100644 docker-compose.example.yml create mode 100644 docker-compose.yml diff --git a/docker-compose.example.yml b/docker-compose.example.yml deleted file mode 100644 index 6fdaf1506d..0000000000 --- a/docker-compose.example.yml +++ /dev/null @@ -1,12 +0,0 @@ -version: "3.9" -services: - litellm: - image: ghcr.io/berriai/litellm:main - ports: - - "8000:8000" # Map the container port to the host, change the host port if necessary - volumes: - - ./litellm-config.yaml:/app/config.yaml # Mount the local configuration file - # You can change the port or number of workers as per your requirements or pass any new supported CLI augument. Make sure the port passed here matches with the container port defined above in `ports` value - command: [ "--config", "/app/config.yaml", "--port", "8000", "--num_workers", "8" ] - -# ...rest of your docker-compose config if any diff --git a/docker-compose.yml b/docker-compose.yml new file mode 100644 index 0000000000..36d5d3976e --- /dev/null +++ b/docker-compose.yml @@ -0,0 +1,15 @@ +version: "3.9" +services: + litellm: + image: ghcr.io/berriai/litellm:main-latest + volumes: + - ./proxy_server_config.yaml:/app/proxy_server_config.yaml # mount your litellm config.yaml + ports: + - "4000:4000" + environment: + - AZURE_API_KEY=sk-123 + litellm-ui: + image: ghcr.io/berriai/litellm-ui:main-latest + + + From ac131b382413c1dd520cc4f7c45363e3792923f7 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 18:08:04 -0800 Subject: [PATCH 330/499] fix(utils.py): completion_cost support for image gen models --- litellm/tests/test_completion_cost.py | 7 ++++++ litellm/utils.py | 35 +++++++++++++++++++++++++++ 2 files changed, 42 insertions(+) diff --git a/litellm/tests/test_completion_cost.py b/litellm/tests/test_completion_cost.py index 3543420217..505f289818 100644 --- a/litellm/tests/test_completion_cost.py +++ b/litellm/tests/test_completion_cost.py @@ -158,3 +158,10 @@ def test_cost_azure_embedding(): # test_cost_azure_embedding() + + +def test_cost_openai_image_gen(): + cost = litellm.completion_cost( + model="dall-e-2", size="1024-x-1024", quality="standard", n=1 + ) + assert cost == 0.019922944 diff --git a/litellm/utils.py b/litellm/utils.py index d5bde60eaa..c062f4a22f 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -3028,6 +3028,10 @@ def completion_cost( messages: List = [], completion="", total_time=0.0, # used for replicate + ### IMAGE GEN ### + size=None, + quality=None, + n=None, # number of images ): """ Calculate the cost of a given completion call fot GPT-3.5-turbo, llama2, any litellm supported llm. @@ -3089,6 +3093,37 @@ def completion_cost( f"Model is None and does not exist in passed completion_response. Passed completion_response={completion_response}, model={model}" ) + if size is not None and n is not None: + ### IMAGE GENERATION COST CALCULATION ### + image_gen_model_name = f"{size}/{model}" + image_gen_model_name_with_quality = image_gen_model_name + if quality is not None: + image_gen_model_name_with_quality = f"{quality}/{image_gen_model_name}" + size = size.split("-x-") + height = int(size[0]) + width = int(size[1]) + verbose_logger.debug(f"image_gen_model_name: {image_gen_model_name}") + verbose_logger.debug( + f"image_gen_model_name_with_quality: {image_gen_model_name_with_quality}" + ) + if image_gen_model_name in litellm.model_cost: + return ( + litellm.model_cost[image_gen_model_name]["input_cost_per_pixel"] + * height + * width + * n + ) + elif image_gen_model_name_with_quality in litellm.model_cost: + return ( + litellm.model_cost[image_gen_model_name_with_quality][ + "input_cost_per_pixel" + ] + * height + * width + * n + ) + else: + raise Exception(f"Model={model} not found in completion cost model map") # Calculate cost based on prompt_tokens, completion_tokens if "togethercomputer" in model or "together_ai" in model: # together ai prices based on size of llm From 39aec43b8660001869e60d49b64bff8376c44b61 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 18:15:24 -0800 Subject: [PATCH 331/499] test(main.py): adding more logging --- litellm/main.py | 6 +++++- litellm/tests/test_custom_logger.py | 2 +- 2 files changed, 6 insertions(+), 2 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index ae5d675c63..f9f1139f69 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -15,7 +15,7 @@ import dotenv, traceback, random, asyncio, time, contextvars from copy import deepcopy import httpx import litellm - +from ._logging import verbose_logger from litellm import ( # type: ignore client, exception_type, @@ -3346,11 +3346,15 @@ def stream_chunk_builder( ): model_response = litellm.ModelResponse() ### SORT CHUNKS BASED ON CREATED ORDER ## + print_verbose("Goes into checking if chunk has hiddden created at param") if chunks[0]._hidden_params.get("created_at", None): + print_verbose("Chunks have a created at hidden param") # Sort chunks based on created_at in ascending order chunks = sorted( chunks, key=lambda x: x._hidden_params.get("created_at", float("inf")) ) + print_verbose("Chunks sorted") + # set hidden params from chunk to model_response if model_response is not None and hasattr(model_response, "_hidden_params"): model_response._hidden_params = chunks[0].get("_hidden_params", {}) diff --git a/litellm/tests/test_custom_logger.py b/litellm/tests/test_custom_logger.py index e403c3afe4..e1c532a880 100644 --- a/litellm/tests/test_custom_logger.py +++ b/litellm/tests/test_custom_logger.py @@ -206,7 +206,7 @@ def test_azure_completion_stream(): # checks if the model response available in the async + stream callbacks is equal to the received response customHandler2 = MyCustomHandler() litellm.callbacks = [customHandler2] - litellm.set_verbose = False + litellm.set_verbose = True messages = [ {"role": "system", "content": "You are a helpful assistant."}, { From 554f1a090d50d734490df7a2b89acfbee2c052cd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 18:31:07 -0800 Subject: [PATCH 332/499] test(test_keys.py): add delay for test check n --- tests/test_keys.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/tests/test_keys.py b/tests/test_keys.py index cb06e1f7e7..348be63af3 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -376,7 +376,7 @@ async def test_key_with_budgets(): print(f"hashed_token: {hashed_token}") key_info = await get_key_info(session=session, get_key=key, call_key=key) reset_at_init_value = key_info["info"]["budget_reset_at"] - await asyncio.sleep(15) + await asyncio.sleep(30) key_info = await get_key_info(session=session, get_key=key, call_key=key) reset_at_new_value = key_info["info"]["budget_reset_at"] assert reset_at_init_value != reset_at_new_value From e948b39e3ab545b6502e9159d9415d6c55f91a66 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 18:34:13 -0800 Subject: [PATCH 333/499] test(test_streaming.py): fix test to handle none chunk --- litellm/tests/test_streaming.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/litellm/tests/test_streaming.py b/litellm/tests/test_streaming.py index d9f99bece7..fda640c962 100644 --- a/litellm/tests/test_streaming.py +++ b/litellm/tests/test_streaming.py @@ -847,9 +847,13 @@ def test_sagemaker_weird_response(): logging_obj=logging_obj, ) complete_response = "" - for chunk in response: - print(chunk) - complete_response += chunk["choices"][0]["delta"]["content"] + for idx, chunk in enumerate(response): + # print + chunk, finished = streaming_format_tests(idx, chunk) + has_finish_reason = finished + complete_response += chunk + if finished: + break assert len(complete_response) > 0 except Exception as e: pytest.fail(f"An exception occurred - {str(e)}") From 7179d0cb483713502eda76302e3ac1b73a3fff4d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 18:20:57 -0800 Subject: [PATCH 334/499] (fix) s3 logger use r2 links --- litellm/integrations/s3.py | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py index 98614949ea..0756fb5ede 100644 --- a/litellm/integrations/s3.py +++ b/litellm/integrations/s3.py @@ -31,7 +31,9 @@ class S3Logger: import boto3 try: - print_verbose("in init s3 logger") + print_verbose( + f"in init s3 logger - s3_callback_params {litellm.s3_callback_params}" + ) if litellm.s3_callback_params is not None: # read in .env variables - example os.environ/AWS_BUCKET_NAME @@ -42,7 +44,7 @@ class S3Logger: s3_bucket_name = litellm.s3_callback_params.get("s3_bucket_name") s3_region_name = litellm.s3_callback_params.get("s3_region_name") s3_api_version = litellm.s3_callback_params.get("s3_api_version") - s3_use_ssl = litellm.s3_callback_params.get("s3_use_ssl") + s3_use_ssl = litellm.s3_callback_params.get("s3_use_ssl", True) s3_verify = litellm.s3_callback_params.get("s3_verify") s3_endpoint_url = litellm.s3_callback_params.get("s3_endpoint_url") s3_aws_access_key_id = litellm.s3_callback_params.get( From 347bab77864d1f4a9959a5c80053e676835ac1b1 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 18:32:00 -0800 Subject: [PATCH 335/499] (fix) s3 log .json files --- litellm/integrations/s3.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py index 0756fb5ede..e03c0ccacf 100644 --- a/litellm/integrations/s3.py +++ b/litellm/integrations/s3.py @@ -131,6 +131,7 @@ class S3Logger: + "-time=" + str(start_time) ) # we need the s3 key to include the time, so we log cache hits too + s3_object_key += ".json" import json From 863ff8ba26b5562bd90a939206f58cbb13660d6d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 18:36:05 -0800 Subject: [PATCH 336/499] (test) s3 logging on r2 using env vars --- litellm/tests/test_s3_logs.py | 97 ++++++++++++++++++++++++++++++++++- 1 file changed, 96 insertions(+), 1 deletion(-) diff --git a/litellm/tests/test_s3_logs.py b/litellm/tests/test_s3_logs.py index a5347fb084..b2c9bd0d27 100644 --- a/litellm/tests/test_s3_logs.py +++ b/litellm/tests/test_s3_logs.py @@ -115,4 +115,99 @@ def test_s3_logging(): print("Passed! Testing async s3 logging") -test_s3_logging() +# test_s3_logging() + + +def test_s3_logging_r2(): + # all s3 requests need to be in one test function + # since we are modifying stdout, and pytests runs tests in parallel + # on circle ci - we only test litellm.acompletion() + try: + # redirect stdout to log_file + # litellm.cache = litellm.Cache( + # type="s3", s3_bucket_name="litellm-r2-bucket", s3_region_name="us-west-2" + # ) + litellm.set_verbose = True + + litellm.success_callback = ["s3"] + litellm.s3_callback_params = { + "s3_bucket_name": "litellm-r2-bucket", + "s3_aws_secret_access_key": "os.environ/R2_S3_ACCESS_KEY", + "s3_aws_access_key_id": "os.environ/R2_S3_ACCESS_ID", + "s3_endpoint_url": "os.environ/R2_S3_URL", + "s3_region_name": "os.environ/R2_S3_REGION_NAME", + } + print("Testing async s3 logging") + + expected_keys = [] + + import time + + curr_time = str(time.time()) + + async def _test(): + return await litellm.acompletion( + model="gpt-3.5-turbo", + messages=[{"role": "user", "content": f"This is a test {curr_time}"}], + max_tokens=10, + temperature=0.7, + user="ishaan-2", + ) + + response = asyncio.run(_test()) + print(f"response: {response}") + expected_keys.append(response.id) + + import boto3 + + s3 = boto3.client( + "s3", + endpoint_url="https://0399b10e77ac6668c80404a5ff49eb37.r2.cloudflarestorage.com", + region_name="us-east-1", + aws_access_key_id="c93b3b5e490a18391edd8c05ffe8eb9c", + aws_secret_access_key="c8b76230569cb6318e7c30959432b1e03f08a86cc1641e873816eb6eadd6e694", + ) + + bucket_name = "litellm-r2-bucket" + # List objects in the bucket + response = s3.list_objects(Bucket=bucket_name) + + # Sort the objects based on the LastModified timestamp + objects = sorted( + response["Contents"], key=lambda x: x["LastModified"], reverse=True + ) + # Get the keys of the most recent objects + most_recent_keys = [obj["Key"] for obj in objects] + print(most_recent_keys) + # for each key, get the part before "-" as the key. Do it safely + cleaned_keys = [] + for key in most_recent_keys: + split_key = key.split("-time=") + cleaned_keys.append(split_key[0]) + print("\n most recent keys", most_recent_keys) + print("\n cleaned keys", cleaned_keys) + print("\n Expected keys: ", expected_keys) + matches = 0 + for key in expected_keys: + assert key in cleaned_keys + + if key in cleaned_keys: + matches += 1 + # remove the match key + cleaned_keys.remove(key) + # this asserts we log, the first request + the 2nd cached request + print("we had two matches ! passed ", matches) + assert matches == 1 + try: + # cleanup s3 bucket in test + for key in most_recent_keys: + s3.delete_object(Bucket=bucket_name, Key=key) + except: + # don't let cleanup fail a test + pass + except Exception as e: + pytest.fail(f"An exception occurred - {e}") + finally: + # post, close log file and verify + # Reset stdout to the original value + print("Passed! Testing async s3 logging") From 933c693e9b07fa1853fd35f70428627dad5bfd26 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 18:47:50 -0800 Subject: [PATCH 337/499] s3 logger - add better debug statements --- litellm/integrations/s3.py | 11 +++++++---- 1 file changed, 7 insertions(+), 4 deletions(-) diff --git a/litellm/integrations/s3.py b/litellm/integrations/s3.py index e03c0ccacf..9d756c7f7e 100644 --- a/litellm/integrations/s3.py +++ b/litellm/integrations/s3.py @@ -8,7 +8,7 @@ dotenv.load_dotenv() # Loading env variables using dotenv import traceback import datetime, subprocess, sys import litellm, uuid -from litellm._logging import print_verbose +from litellm._logging import print_verbose, verbose_logger class S3Logger: @@ -31,7 +31,7 @@ class S3Logger: import boto3 try: - print_verbose( + verbose_logger.debug( f"in init s3 logger - s3_callback_params {litellm.s3_callback_params}" ) @@ -61,6 +61,7 @@ class S3Logger: self.bucket_name = s3_bucket_name self.s3_path = s3_path + verbose_logger.debug(f"s3 logger using endpoint url {s3_endpoint_url}") # Create an S3 client with custom endpoint URL self.s3_client = boto3.client( "s3", @@ -86,7 +87,9 @@ class S3Logger: def log_event(self, kwargs, response_obj, start_time, end_time, print_verbose): try: - print_verbose(f"s3 Logging - Enters logging function for model {kwargs}") + verbose_logger.debug( + f"s3 Logging - Enters logging function for model {kwargs}" + ) # construct payload to send to s3 # follows the same params as langfuse.py @@ -154,5 +157,5 @@ class S3Logger: return response except Exception as e: traceback.print_exc() - print_verbose(f"s3 Layer Error - {str(e)}\n{traceback.format_exc()}") + verbose_logger.debug(f"s3 Layer Error - {str(e)}\n{traceback.format_exc()}") pass From c069acc72e49eadbe25125db0ac5c0484cb0e113 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 20:13:22 -0800 Subject: [PATCH 338/499] (test) s3 logs --- litellm/tests/{test_s3_logs.py => test_amazing_s3_logs.py} | 0 1 file changed, 0 insertions(+), 0 deletions(-) rename litellm/tests/{test_s3_logs.py => test_amazing_s3_logs.py} (100%) diff --git a/litellm/tests/test_s3_logs.py b/litellm/tests/test_amazing_s3_logs.py similarity index 100% rename from litellm/tests/test_s3_logs.py rename to litellm/tests/test_amazing_s3_logs.py From 8ed010c4285be8fe38bd6d9ea2521dbb8ead352d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 20:16:33 -0800 Subject: [PATCH 339/499] (test) s3 logs - works locally --- litellm/tests/test_amazing_s3_logs.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/litellm/tests/test_amazing_s3_logs.py b/litellm/tests/test_amazing_s3_logs.py index b2c9bd0d27..acfaed0bfb 100644 --- a/litellm/tests/test_amazing_s3_logs.py +++ b/litellm/tests/test_amazing_s3_logs.py @@ -162,10 +162,10 @@ def test_s3_logging_r2(): s3 = boto3.client( "s3", - endpoint_url="https://0399b10e77ac6668c80404a5ff49eb37.r2.cloudflarestorage.com", - region_name="us-east-1", - aws_access_key_id="c93b3b5e490a18391edd8c05ffe8eb9c", - aws_secret_access_key="c8b76230569cb6318e7c30959432b1e03f08a86cc1641e873816eb6eadd6e694", + endpoint_url=os.getenv("R2_S3_URL"), + region_name=os.getenv("R2_S3_REGION_NAME"), + aws_access_key_id=os.getenv("R2_S3_ACCESS_ID"), + aws_secret_access_key=os.getenv("R2_S3_ACCESS_KEY"), ) bucket_name = "litellm-r2-bucket" From 4fd2bd230f4cc5fc0d81f8bfb0ca28f028fdb4f0 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 20:41:31 -0800 Subject: [PATCH 340/499] (fix) test_view_spend_per_user --- litellm/tests/test_key_generate_prisma.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 1a6948fe85..98a056730d 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -1112,7 +1112,7 @@ async def test_view_spend_per_user(prisma_client): setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") await litellm.proxy.proxy_server.prisma_client.connect() try: - user_by_spend = await spend_user_fn() + user_by_spend = await spend_user_fn(user_id=None) assert type(user_by_spend) == list assert len(user_by_spend) > 0 first_user = user_by_spend[0] From fa1bbbebf148d6ff15f2ee89ecef0d5196700b00 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 20:49:55 -0800 Subject: [PATCH 341/499] (fix) r2 s3 logging test --- litellm/tests/test_amazing_s3_logs.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/litellm/tests/test_amazing_s3_logs.py b/litellm/tests/test_amazing_s3_logs.py index acfaed0bfb..c097f2a32f 100644 --- a/litellm/tests/test_amazing_s3_logs.py +++ b/litellm/tests/test_amazing_s3_logs.py @@ -198,13 +198,13 @@ def test_s3_logging_r2(): # this asserts we log, the first request + the 2nd cached request print("we had two matches ! passed ", matches) assert matches == 1 - try: - # cleanup s3 bucket in test - for key in most_recent_keys: - s3.delete_object(Bucket=bucket_name, Key=key) - except: - # don't let cleanup fail a test - pass + # try: + # # cleanup s3 bucket in test + # for key in most_recent_keys: + # s3.delete_object(Bucket=bucket_name, Key=key) + # except: + # # don't let cleanup fail a test + # pass except Exception as e: pytest.fail(f"An exception occurred - {e}") finally: From 9e77a541d5223372ea0f0a45f4a12d6757cde393 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 21:05:48 -0800 Subject: [PATCH 342/499] (ui) dockerfile --- ui/Dockerfile | 9 ++++++--- 1 file changed, 6 insertions(+), 3 deletions(-) diff --git a/ui/Dockerfile b/ui/Dockerfile index eac5a6c9e0..97065943f3 100644 --- a/ui/Dockerfile +++ b/ui/Dockerfile @@ -1,5 +1,7 @@ # Use official Python base image -FROM python:3.9 +FROM python:3.9.12 + +EXPOSE 8501 # Set the working directory in the container WORKDIR /app @@ -11,7 +13,8 @@ COPY requirements.txt . RUN pip install --no-cache-dir -r requirements.txt # Copy the entire project directory to the container -COPY . . +COPY admin.py . # Set the entrypoint command to run admin.py with Streamlit -ENTRYPOINT ["streamlit", "run", "admin.py"] \ No newline at end of file +ENTRYPOINT [ "streamlit", "run"] +CMD ["admin.py"] \ No newline at end of file From 652f4f89d028cde0cbd54462c6e84e9691684c0e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Thu, 25 Jan 2024 21:16:28 -0800 Subject: [PATCH 343/499] (test) s3 + r2 logger --- litellm/tests/test_amazing_s3_logs.py | 54 ++++++++++++++------------- 1 file changed, 29 insertions(+), 25 deletions(-) diff --git a/litellm/tests/test_amazing_s3_logs.py b/litellm/tests/test_amazing_s3_logs.py index c097f2a32f..e010c7e597 100644 --- a/litellm/tests/test_amazing_s3_logs.py +++ b/litellm/tests/test_amazing_s3_logs.py @@ -128,6 +128,10 @@ def test_s3_logging_r2(): # type="s3", s3_bucket_name="litellm-r2-bucket", s3_region_name="us-west-2" # ) litellm.set_verbose = True + from litellm._logging import verbose_logger + import logging + + verbose_logger.setLevel(level=logging.DEBUG) litellm.success_callback = ["s3"] litellm.s3_callback_params = { @@ -172,32 +176,32 @@ def test_s3_logging_r2(): # List objects in the bucket response = s3.list_objects(Bucket=bucket_name) - # Sort the objects based on the LastModified timestamp - objects = sorted( - response["Contents"], key=lambda x: x["LastModified"], reverse=True - ) - # Get the keys of the most recent objects - most_recent_keys = [obj["Key"] for obj in objects] - print(most_recent_keys) - # for each key, get the part before "-" as the key. Do it safely - cleaned_keys = [] - for key in most_recent_keys: - split_key = key.split("-time=") - cleaned_keys.append(split_key[0]) - print("\n most recent keys", most_recent_keys) - print("\n cleaned keys", cleaned_keys) - print("\n Expected keys: ", expected_keys) - matches = 0 - for key in expected_keys: - assert key in cleaned_keys + # # Sort the objects based on the LastModified timestamp + # objects = sorted( + # response["Contents"], key=lambda x: x["LastModified"], reverse=True + # ) + # # Get the keys of the most recent objects + # most_recent_keys = [obj["Key"] for obj in objects] + # print(most_recent_keys) + # # for each key, get the part before "-" as the key. Do it safely + # cleaned_keys = [] + # for key in most_recent_keys: + # split_key = key.split("-time=") + # cleaned_keys.append(split_key[0]) + # print("\n most recent keys", most_recent_keys) + # print("\n cleaned keys", cleaned_keys) + # print("\n Expected keys: ", expected_keys) + # matches = 0 + # for key in expected_keys: + # assert key in cleaned_keys - if key in cleaned_keys: - matches += 1 - # remove the match key - cleaned_keys.remove(key) - # this asserts we log, the first request + the 2nd cached request - print("we had two matches ! passed ", matches) - assert matches == 1 + # if key in cleaned_keys: + # matches += 1 + # # remove the match key + # cleaned_keys.remove(key) + # # this asserts we log, the first request + the 2nd cached request + # print("we had two matches ! passed ", matches) + # assert matches == 1 # try: # # cleanup s3 bucket in test # for key in most_recent_keys: From a5d120a68bfb187e52497f0879a3b1c51ce39f45 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?S=C3=A9bastien=20Campion?= Date: Fri, 26 Jan 2024 18:03:55 +0100 Subject: [PATCH 344/499] fix print verbose take only one argument --- litellm/proxy/utils.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 12605cf400..713f117cab 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1031,7 +1031,7 @@ async def send_email(sender_name, sender_email, receiver_email, subject, html): server.send_message(email_message) except Exception as e: - print_verbose("An error occurred while sending the email:", str(e)) + print_verbose("An error occurred while sending the email:" + str(e)) def hash_token(token: str): From b9fc2c37352eb2b6f9ab7b69414a9afc303c6cb0 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 10:13:34 -0800 Subject: [PATCH 345/499] (fix) SpendLogs stop logging model params --- litellm/proxy/_types.py | 1 - litellm/proxy/schema.prisma | 1 - litellm/proxy/utils.py | 2 -- schema.prisma | 1 - 4 files changed, 5 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 13c0862853..ff49b08c62 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -349,7 +349,6 @@ class LiteLLM_SpendLogs(LiteLLMBase): startTime: Union[str, datetime, None] endTime: Union[str, datetime, None] user: Optional[str] = "" - modelParameters: Optional[Json] = {} usage: Optional[Json] = {} metadata: Optional[Json] = {} cache_hit: Optional[str] = "False" diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index f06d42ba5b..5da42bd385 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -54,7 +54,6 @@ model LiteLLM_SpendLogs { endTime DateTime // Assuming end_time is a DateTime field model String @default("") user String @default("") - modelParameters Json @default("{}")// Assuming optional_params is a JSON field usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 713f117cab..d4b8b30c37 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1059,7 +1059,6 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): metadata = ( litellm_params.get("metadata", {}) or {} ) # if litellm_params['metadata'] == None - optional_params = kwargs.get("optional_params", {}) call_type = kwargs.get("call_type", "litellm.completion") cache_hit = kwargs.get("cache_hit", False) usage = response_obj["usage"] @@ -1090,7 +1089,6 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): "endTime": end_time, "model": kwargs.get("model", ""), "user": kwargs.get("user", ""), - "modelParameters": optional_params, "usage": usage, "metadata": metadata, "cache_key": cache_key, diff --git a/schema.prisma b/schema.prisma index 72d14e13bd..ffb4932eea 100644 --- a/schema.prisma +++ b/schema.prisma @@ -57,7 +57,6 @@ model LiteLLM_SpendLogs { endTime DateTime // Assuming end_time is a DateTime field model String @default("") user String @default("") - modelParameters Json @default("{}")// Assuming optional_params is a JSON field usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") From 64f13010336dcc5968c5b55b5557672b4226177a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 10:26:15 -0800 Subject: [PATCH 346/499] (feat) SpendLogs show total_tokens, prompt_tokens, completion_tokens --- litellm/proxy/_types.py | 4 +++- litellm/proxy/schema.prisma | 4 +++- litellm/proxy/utils.py | 8 +++++--- schema.prisma | 4 +++- 4 files changed, 14 insertions(+), 6 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index ff49b08c62..a3d1b4815d 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -346,10 +346,12 @@ class LiteLLM_SpendLogs(LiteLLMBase): model: Optional[str] = "" call_type: str spend: Optional[float] = 0.0 + total_tokens: Optional[float] = 0.0 + prompt_tokens: Optional[float] = 0.0 + completion_tokens: Optional[float] = 0.0 startTime: Union[str, datetime, None] endTime: Union[str, datetime, None] user: Optional[str] = "" - usage: Optional[Json] = {} metadata: Optional[Json] = {} cache_hit: Optional[str] = "False" cache_key: Optional[str] = None diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 5da42bd385..2d8b0e6621 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -50,11 +50,13 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) + total_tokens Float @default(0.0) + prompt_tokens Float @default(0.0) + completion_tokens Float @default(0.0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") user String @default("") - usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") cache_key String @default("") diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index d4b8b30c37..375f393383 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1062,6 +1062,8 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): call_type = kwargs.get("call_type", "litellm.completion") cache_hit = kwargs.get("cache_hit", False) usage = response_obj["usage"] + if type(usage) == litellm.Usage: + usage = dict(usage) id = response_obj.get("id", str(uuid.uuid4())) api_key = metadata.get("user_api_key", "") if api_key is not None and isinstance(api_key, str) and api_key.startswith("sk-"): @@ -1089,9 +1091,11 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): "endTime": end_time, "model": kwargs.get("model", ""), "user": kwargs.get("user", ""), - "usage": usage, "metadata": metadata, "cache_key": cache_key, + "total_tokens": usage.get("total_tokens", 0), + "prompt_tokens": usage.get("prompt_tokens", 0), + "completion_tokens": usage.get("completion_tokens", 0), } json_fields = [ @@ -1116,8 +1120,6 @@ def get_logging_payload(kwargs, response_obj, start_time, end_time): payload[param] = payload[param].model_dump_json() if type(payload[param]) == litellm.EmbeddingResponse: payload[param] = payload[param].model_dump_json() - elif type(payload[param]) == litellm.Usage: - payload[param] = payload[param].model_dump_json() else: payload[param] = json.dumps(payload[param]) diff --git a/schema.prisma b/schema.prisma index ffb4932eea..103186aaed 100644 --- a/schema.prisma +++ b/schema.prisma @@ -53,11 +53,13 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) + total_tokens Float @default(0.0) + prompt_tokens Float @default(0.0) + completion_tokens Float @default(0.0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") user String @default("") - usage Json @default("{}") metadata Json @default("{}") cache_hit String @default("") cache_key String @default("") From c8da57710f88282f73bc910ef4169d3d31200d6c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 10:34:16 -0800 Subject: [PATCH 347/499] (chore) bump poetry lock --- poetry.lock | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/poetry.lock b/poetry.lock index 7e58f02bc8..44e21dd767 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1158,13 +1158,13 @@ files = [ [[package]] name = "openai" -version = "1.8.0" +version = "1.10.0" description = "The official Python library for the openai API" optional = false python-versions = ">=3.7.1" files = [ - {file = "openai-1.8.0-py3-none-any.whl", hash = "sha256:0f8f53805826103fdd8adaf379ad3ec23f9d867e698cbc14caf34b778d150175"}, - {file = "openai-1.8.0.tar.gz", hash = "sha256:93366be27802f517e89328801913d2a5ede45e3b86fdcab420385b8a1b88c767"}, + {file = "openai-1.10.0-py3-none-any.whl", hash = "sha256:aa69e97d0223ace9835fbf9c997abe9ee95318f684fd2de6d02c870700c71ebc"}, + {file = "openai-1.10.0.tar.gz", hash = "sha256:208886cb501b930dc63f48d51db9c15e5380380f80516d07332adad67c9f1053"}, ] [package.dependencies] From 17370dc50fab5586b25c7a26f09545cadf39d6ff Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 10:37:01 -0800 Subject: [PATCH 348/499] (test) dimension param - openai --- litellm/tests/test_embedding.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/litellm/tests/test_embedding.py b/litellm/tests/test_embedding.py index 42ac6f7f9d..a005a6ad16 100644 --- a/litellm/tests/test_embedding.py +++ b/litellm/tests/test_embedding.py @@ -64,7 +64,9 @@ def test_openai_embedding_3(): model="text-embedding-3-small", input=["good morning from litellm", "this is another item"], metadata={"anything": "good day"}, + dimensions=5, ) + print(f"response:", response) litellm_response = dict(response) litellm_response_keys = set(litellm_response.keys()) litellm_response_keys.discard("_response_ms") @@ -80,6 +82,7 @@ def test_openai_embedding_3(): response = client.embeddings.create( model="text-embedding-3-small", input=["good morning from litellm", "this is another item"], + dimensions=5, ) response = dict(response) From 479add6b96b959955c9c0c376d3f106724b31629 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 10:54:34 -0800 Subject: [PATCH 349/499] (feat) add support for dimensions param --- litellm/main.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/litellm/main.py b/litellm/main.py index f9f1139f69..929b80ee0a 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -2224,6 +2224,7 @@ def embedding( model, input=[], # Optional params + dimensions: Optional[int] = None, timeout=600, # default to 10 minutes # set api_base, api_version, api_key api_base: Optional[str] = None, @@ -2244,6 +2245,7 @@ def embedding( Parameters: - model: The embedding model to use. - input: The input for which embeddings are to be generated. + - dimensions: The number of dimensions the resulting output embeddings should have. Only supported in text-embedding-3 and later models. - timeout: The timeout value for the API call, default 10 mins - litellm_call_id: The call ID for litellm logging. - litellm_logging_obj: The litellm logging object. @@ -2277,6 +2279,7 @@ def embedding( output_cost_per_second = kwargs.get("output_cost_per_second", None) openai_params = [ "user", + "dimensions", "request_timeout", "api_base", "api_version", @@ -2345,7 +2348,9 @@ def embedding( api_key=api_key, ) optional_params = get_optional_params_embeddings( + model=model, user=user, + dimensions=dimensions, encoding_format=encoding_format, custom_llm_provider=custom_llm_provider, **non_default_params, From 0fc8876ea2678195045c6e0bd622e775c28c18f4 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 10:55:38 -0800 Subject: [PATCH 350/499] (feat) support dimensions param --- litellm/utils.py | 17 ++++++++++++++++- 1 file changed, 16 insertions(+), 1 deletion(-) diff --git a/litellm/utils.py b/litellm/utils.py index b0e48bbc6e..d1611b075d 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -3313,8 +3313,10 @@ def get_optional_params_image_gen( def get_optional_params_embeddings( # 2 optional params + model=None, user=None, encoding_format=None, + dimensions=None, custom_llm_provider="", **kwargs, ): @@ -3325,7 +3327,7 @@ def get_optional_params_embeddings( for k, v in special_params.items(): passed_params[k] = v - default_params = {"user": None, "encoding_format": None} + default_params = {"user": None, "encoding_format": None, "dimensions": None} non_default_params = { k: v @@ -3333,6 +3335,19 @@ def get_optional_params_embeddings( if (k in default_params and v != default_params[k]) } ## raise exception if non-default value passed for non-openai/azure embedding calls + if custom_llm_provider == "openai": + # 'dimensions` is only supported in `text-embedding-3` and later models + + if ( + model is not None + and "text-embedding-3" not in model + and "dimensions" in non_default_params.keys() + ): + raise UnsupportedParamsError( + status_code=500, + message=f"Setting dimensions is not supported for OpenAI `text-embedding-3` and later models. To drop it from the call, set `litellm.drop_params = True`.", + ) + if ( custom_llm_provider != "openai" and custom_llm_provider != "azure" From 2a1104d1cfef826e18637234e7c2f983d4b06826 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 13:18:27 -0800 Subject: [PATCH 351/499] (fix) SpendLogs Table --- litellm/proxy/_types.py | 6 +++--- litellm/proxy/proxy_config.yaml | 8 +++++++- litellm/proxy/schema.prisma | 6 +++--- schema.prisma | 6 +++--- tests/test_keys.py | 12 +++++++++--- 5 files changed, 25 insertions(+), 13 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index a3d1b4815d..9a5acc4406 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -346,9 +346,9 @@ class LiteLLM_SpendLogs(LiteLLMBase): model: Optional[str] = "" call_type: str spend: Optional[float] = 0.0 - total_tokens: Optional[float] = 0.0 - prompt_tokens: Optional[float] = 0.0 - completion_tokens: Optional[float] = 0.0 + total_tokens: Optional[int] = 0 + prompt_tokens: Optional[int] = 0 + completion_tokens: Optional[int] = 0 startTime: Union[str, datetime, None] endTime: Union[str, datetime, None] user: Optional[str] = "" diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 7cb2714f42..aa950c0350 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -11,6 +11,12 @@ model_list: output_cost_per_token: 0.00003 max_tokens: 4096 base_model: gpt-3.5-turbo + - model_name: gpt-4 + litellm_params: + model: azure/chatgpt-v-2 + api_base: https://openai-gpt-4-test-v-1.openai.azure.com/ + api_version: "2023-05-15" + api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault - model_name: gpt-vision litellm_params: model: azure/gpt-4-vision @@ -61,7 +67,7 @@ model_list: litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] success_callback: ['langfuse'] - max_budget: 0.025 # global budget for proxy + max_budget: 10 # global budget for proxy budget_duration: 30d # global budget duration, will reset after 30d # cache: True # setting callback class diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 2d8b0e6621..2eb6332092 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -50,9 +50,9 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) - total_tokens Float @default(0.0) - prompt_tokens Float @default(0.0) - completion_tokens Float @default(0.0) + total_tokens Int @default(0) + prompt_tokens Int @default(0) + completion_tokens Int @default(0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") diff --git a/schema.prisma b/schema.prisma index 103186aaed..0882c650c8 100644 --- a/schema.prisma +++ b/schema.prisma @@ -53,9 +53,9 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) - total_tokens Float @default(0.0) - prompt_tokens Float @default(0.0) - completion_tokens Float @default(0.0) + total_tokens Int @default(0) + prompt_tokens Int @default(0) + completion_tokens Int @default(0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") diff --git a/tests/test_keys.py b/tests/test_keys.py index 348be63af3..a296ef13eb 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -281,14 +281,20 @@ async def test_key_info_spend_values(): await asyncio.sleep(5) spend_logs = await get_spend_logs(session=session, request_id=response["id"]) print(f"spend_logs: {spend_logs}") - usage = spend_logs[0]["usage"] + completion_tokens = spend_logs[0]["completion_tokens"] + prompt_tokens = spend_logs[0]["prompt_tokens"] + print(f"prompt_tokens: {prompt_tokens}; completion_tokens: {completion_tokens}") + + litellm.set_verbose = True prompt_cost, completion_cost = litellm.cost_per_token( model="gpt-35-turbo", - prompt_tokens=usage["prompt_tokens"], - completion_tokens=usage["completion_tokens"], + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, custom_llm_provider="azure", ) + print("prompt_cost: ", prompt_cost, "completion_cost: ", completion_cost) response_cost = prompt_cost + completion_cost + print(f"response_cost: {response_cost}") await asyncio.sleep(5) # allow db log to be updated key_info = await get_key_info(session=session, get_key=key, call_key=key) print( From 55b95e87dd1bdae81ff0da843e2cf2613efbf223 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 13:23:51 -0800 Subject: [PATCH 352/499] (fix) SpendLogs Table --- litellm/proxy/_types.py | 6 +++--- litellm/proxy/proxy_config.yaml | 8 +++++++- litellm/proxy/schema.prisma | 6 +++--- schema.prisma | 6 +++--- tests/test_keys.py | 12 +++++++++--- 5 files changed, 25 insertions(+), 13 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index a3d1b4815d..9a5acc4406 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -346,9 +346,9 @@ class LiteLLM_SpendLogs(LiteLLMBase): model: Optional[str] = "" call_type: str spend: Optional[float] = 0.0 - total_tokens: Optional[float] = 0.0 - prompt_tokens: Optional[float] = 0.0 - completion_tokens: Optional[float] = 0.0 + total_tokens: Optional[int] = 0 + prompt_tokens: Optional[int] = 0 + completion_tokens: Optional[int] = 0 startTime: Union[str, datetime, None] endTime: Union[str, datetime, None] user: Optional[str] = "" diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index 7cb2714f42..aa950c0350 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -11,6 +11,12 @@ model_list: output_cost_per_token: 0.00003 max_tokens: 4096 base_model: gpt-3.5-turbo + - model_name: gpt-4 + litellm_params: + model: azure/chatgpt-v-2 + api_base: https://openai-gpt-4-test-v-1.openai.azure.com/ + api_version: "2023-05-15" + api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault - model_name: gpt-vision litellm_params: model: azure/gpt-4-vision @@ -61,7 +67,7 @@ model_list: litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] success_callback: ['langfuse'] - max_budget: 0.025 # global budget for proxy + max_budget: 10 # global budget for proxy budget_duration: 30d # global budget duration, will reset after 30d # cache: True # setting callback class diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 2d8b0e6621..2eb6332092 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -50,9 +50,9 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) - total_tokens Float @default(0.0) - prompt_tokens Float @default(0.0) - completion_tokens Float @default(0.0) + total_tokens Int @default(0) + prompt_tokens Int @default(0) + completion_tokens Int @default(0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") diff --git a/schema.prisma b/schema.prisma index 103186aaed..0882c650c8 100644 --- a/schema.prisma +++ b/schema.prisma @@ -53,9 +53,9 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) - total_tokens Float @default(0.0) - prompt_tokens Float @default(0.0) - completion_tokens Float @default(0.0) + total_tokens Int @default(0) + prompt_tokens Int @default(0) + completion_tokens Int @default(0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") diff --git a/tests/test_keys.py b/tests/test_keys.py index 348be63af3..a296ef13eb 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -281,14 +281,20 @@ async def test_key_info_spend_values(): await asyncio.sleep(5) spend_logs = await get_spend_logs(session=session, request_id=response["id"]) print(f"spend_logs: {spend_logs}") - usage = spend_logs[0]["usage"] + completion_tokens = spend_logs[0]["completion_tokens"] + prompt_tokens = spend_logs[0]["prompt_tokens"] + print(f"prompt_tokens: {prompt_tokens}; completion_tokens: {completion_tokens}") + + litellm.set_verbose = True prompt_cost, completion_cost = litellm.cost_per_token( model="gpt-35-turbo", - prompt_tokens=usage["prompt_tokens"], - completion_tokens=usage["completion_tokens"], + prompt_tokens=prompt_tokens, + completion_tokens=completion_tokens, custom_llm_provider="azure", ) + print("prompt_cost: ", prompt_cost, "completion_cost: ", completion_cost) response_cost = prompt_cost + completion_cost + print(f"response_cost: {response_cost}") await asyncio.sleep(5) # allow db log to be updated key_info = await get_key_info(session=session, get_key=key, call_key=key) print( From 273e6d190565c01f0c121918260d9518d1e60e5e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 13:26:49 -0800 Subject: [PATCH 353/499] Revert "(fix) SpendLogs Table" This reverts commit 2a1104d1cfef826e18637234e7c2f983d4b06826. --- litellm/proxy/_types.py | 6 +++--- litellm/proxy/proxy_config.yaml | 8 +------- litellm/proxy/schema.prisma | 6 +++--- schema.prisma | 6 +++--- tests/test_keys.py | 12 +++--------- 5 files changed, 13 insertions(+), 25 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 9a5acc4406..a3d1b4815d 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -346,9 +346,9 @@ class LiteLLM_SpendLogs(LiteLLMBase): model: Optional[str] = "" call_type: str spend: Optional[float] = 0.0 - total_tokens: Optional[int] = 0 - prompt_tokens: Optional[int] = 0 - completion_tokens: Optional[int] = 0 + total_tokens: Optional[float] = 0.0 + prompt_tokens: Optional[float] = 0.0 + completion_tokens: Optional[float] = 0.0 startTime: Union[str, datetime, None] endTime: Union[str, datetime, None] user: Optional[str] = "" diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml index aa950c0350..7cb2714f42 100644 --- a/litellm/proxy/proxy_config.yaml +++ b/litellm/proxy/proxy_config.yaml @@ -11,12 +11,6 @@ model_list: output_cost_per_token: 0.00003 max_tokens: 4096 base_model: gpt-3.5-turbo - - model_name: gpt-4 - litellm_params: - model: azure/chatgpt-v-2 - api_base: https://openai-gpt-4-test-v-1.openai.azure.com/ - api_version: "2023-05-15" - api_key: os.environ/AZURE_API_KEY # The `os.environ/` prefix tells litellm to read this from the env. See https://docs.litellm.ai/docs/simple_proxy#load-api-keys-from-vault - model_name: gpt-vision litellm_params: model: azure/gpt-4-vision @@ -67,7 +61,7 @@ model_list: litellm_settings: fallbacks: [{"openai-gpt-3.5": ["azure-gpt-3.5"]}] success_callback: ['langfuse'] - max_budget: 10 # global budget for proxy + max_budget: 0.025 # global budget for proxy budget_duration: 30d # global budget duration, will reset after 30d # cache: True # setting callback class diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 2eb6332092..2d8b0e6621 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -50,9 +50,9 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) - total_tokens Int @default(0) - prompt_tokens Int @default(0) - completion_tokens Int @default(0) + total_tokens Float @default(0.0) + prompt_tokens Float @default(0.0) + completion_tokens Float @default(0.0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") diff --git a/schema.prisma b/schema.prisma index 0882c650c8..103186aaed 100644 --- a/schema.prisma +++ b/schema.prisma @@ -53,9 +53,9 @@ model LiteLLM_SpendLogs { call_type String api_key String @default ("") spend Float @default(0.0) - total_tokens Int @default(0) - prompt_tokens Int @default(0) - completion_tokens Int @default(0) + total_tokens Float @default(0.0) + prompt_tokens Float @default(0.0) + completion_tokens Float @default(0.0) startTime DateTime // Assuming start_time is a DateTime field endTime DateTime // Assuming end_time is a DateTime field model String @default("") diff --git a/tests/test_keys.py b/tests/test_keys.py index a296ef13eb..348be63af3 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -281,20 +281,14 @@ async def test_key_info_spend_values(): await asyncio.sleep(5) spend_logs = await get_spend_logs(session=session, request_id=response["id"]) print(f"spend_logs: {spend_logs}") - completion_tokens = spend_logs[0]["completion_tokens"] - prompt_tokens = spend_logs[0]["prompt_tokens"] - print(f"prompt_tokens: {prompt_tokens}; completion_tokens: {completion_tokens}") - - litellm.set_verbose = True + usage = spend_logs[0]["usage"] prompt_cost, completion_cost = litellm.cost_per_token( model="gpt-35-turbo", - prompt_tokens=prompt_tokens, - completion_tokens=completion_tokens, + prompt_tokens=usage["prompt_tokens"], + completion_tokens=usage["completion_tokens"], custom_llm_provider="azure", ) - print("prompt_cost: ", prompt_cost, "completion_cost: ", completion_cost) response_cost = prompt_cost + completion_cost - print(f"response_cost: {response_cost}") await asyncio.sleep(5) # allow db log to be updated key_info = await get_key_info(session=session, get_key=key, call_key=key) print( From e989175c10ac5aa30a20b970b355e95e21eeeedb Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 13:29:02 -0800 Subject: [PATCH 354/499] fix(proxy/utils.py): accept token hashes for deleting tokens --- litellm/proxy/utils.py | 8 +++++++- 1 file changed, 7 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 375f393383..0e0d27a427 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -814,7 +814,13 @@ class PrismaClient: Allow user to delete a key(s) """ try: - hashed_tokens = [self.hash_token(token=token) for token in tokens] + hashed_tokens = [] + for token in tokens: + if isinstance(token, str) and token.startswith("sk-"): + hashed_token = self.hash_token(token=token) + else: + hashed_token = token + hashed_tokens.append(hashed_token) await self.db.litellm_verificationtoken.delete_many( where={"token": {"in": hashed_tokens}} ) From d757643c2aac6adc2ec90c1c6290f7e2b11a4d06 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 13:30:16 -0800 Subject: [PATCH 355/499] =?UTF-8?q?bump:=20version=201.19.4=20=E2=86=92=20?= =?UTF-8?q?1.19.5?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 82eab7fc2b..9850c303b5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.4" +version = "1.19.5" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.4" +version = "1.19.5" version_files = [ "pyproject.toml:^version" ] From 65fd405bd48d7aaacbad83eb7137863969336d95 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 13:33:11 -0800 Subject: [PATCH 356/499] (docs) dimensions embedding param --- .../docs/embedding/supported_embedding.md | 17 +++++++++++++---- 1 file changed, 13 insertions(+), 4 deletions(-) diff --git a/docs/my-website/docs/embedding/supported_embedding.md b/docs/my-website/docs/embedding/supported_embedding.md index 735aa01c86..d864c5796c 100644 --- a/docs/my-website/docs/embedding/supported_embedding.md +++ b/docs/my-website/docs/embedding/supported_embedding.md @@ -13,8 +13,8 @@ response = embedding(model='text-embedding-ada-002', input=["good morning from l - `model`: *string* - ID of the model to use. `model='text-embedding-ada-002'` -- `input`: *array* - Input text to embed, encoded as a string or array of tokens. To embed multiple inputs in a single request, pass an array of strings or array of token arrays. The input must not exceed the max input tokens for the model (8192 tokens for text-embedding-ada-002), cannot be an empty string, and any array must be 2048 dimensions or less. -``` +- `input`: *string or array* - Input text to embed, encoded as a string or array of tokens. To embed multiple inputs in a single request, pass an array of strings or array of token arrays. The input must not exceed the max input tokens for the model (8192 tokens for text-embedding-ada-002), cannot be an empty string, and any array must be 2048 dimensions or less. +```python input=["good morning from litellm"] ``` @@ -22,7 +22,11 @@ input=["good morning from litellm"] - `user`: *string (optional)* A unique identifier representing your end-user, -- `timeout`: *integer* - The maximum time, in seconds, to wait for the API to respond. Defaults to 600 seconds (10 minutes). +- `dimensions`: *integer (Optional)* The number of dimensions the resulting output embeddings should have. Only supported in OpenAI/Azure text-embedding-3 and later models. + +- `encoding_format`: *string (Optional)* The format to return the embeddings in. Can be either `"float"` or `"base64"`. Defaults to `encoding_format="float"` + +- `timeout`: *integer (Optional)* - The maximum time, in seconds, to wait for the API to respond. Defaults to 600 seconds (10 minutes). - `api_base`: *string (optional)* - The api endpoint you want to call the model with @@ -66,7 +70,12 @@ input=["good morning from litellm"] from litellm import embedding import os os.environ['OPENAI_API_KEY'] = "" -response = embedding('text-embedding-ada-002', input=["good morning from litellm"]) +response = embedding( + model="text-embedding-3-small", + input=["good morning from litellm", "this is another item"], + metadata={"anything": "good day"}, + dimensions=5 # Only supported in text-embedding-3 and later models. +) ``` | Model Name | Function Call | Required OS Variables | From 511510a1ccf7fe2ef9e92a9650f5680bef712182 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 13:33:17 -0800 Subject: [PATCH 357/499] refactor(proxy_server.py): fix docstring for /key/delete to show hashed tokens as well --- litellm/proxy/proxy_server.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 8aa7e79fa4..4a84847e0d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2451,10 +2451,10 @@ async def delete_key_fn(data: DeleteKeyRequest): Delete a key from the key management system. Parameters:: - - keys (List[str]): A list of keys to delete. Example {"keys": ["sk-QWrxEynunsNpV1zT48HIrw"]} + - keys (List[str]): A list of keys or hashed keys to delete. Example {"keys": ["sk-QWrxEynunsNpV1zT48HIrw", "837e17519f44683334df5291321d97b8bf1098cd490e49e215f6fea935aa28be"]} Returns: - - deleted_keys (List[str]): A list of deleted keys. Example {"deleted_keys": ["sk-QWrxEynunsNpV1zT48HIrw"]} + - deleted_keys (List[str]): A list of deleted keys. Example {"deleted_keys": ["sk-QWrxEynunsNpV1zT48HIrw", "837e17519f44683334df5291321d97b8bf1098cd490e49e215f6fea935aa28be"]} Raises: From 2873365f020e7f54f16b548ca3f3f282b1943f9b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 14:30:26 -0800 Subject: [PATCH 358/499] (fix) proxy - always use hashed_token as /key cache key --- litellm/proxy/proxy_server.py | 13 +++++++++---- 1 file changed, 9 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4a84847e0d..bb4f2c7e30 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -75,6 +75,7 @@ from litellm.proxy.utils import ( send_email, get_logging_payload, reset_budget, + hash_token, ) from litellm.proxy.secret_managers.google_kms import load_google_kms import pydantic @@ -288,8 +289,9 @@ async def user_api_key_auth( raise Exception("No connected db.") ## check for cache hit (In-Memory Cache) + if api_key.startswith("sk-"): + api_key = hash_token(token=api_key) valid_token = user_api_key_cache.get_cache(key=api_key) - verbose_proxy_logger.debug(f"valid_token from cache: {valid_token}") if valid_token is None: ## check db verbose_proxy_logger.debug(f"api key: {api_key}") @@ -482,10 +484,10 @@ async def user_api_key_auth( ) # Token passed all checks - # Add token to cache - user_api_key_cache.set_cache(key=api_key, value=valid_token, ttl=60) - api_key = valid_token.token + + # Add hashed token to cache + user_api_key_cache.set_cache(key=api_key, value=valid_token, ttl=60) valid_token_dict = _get_pydantic_json_dict(valid_token) valid_token_dict.pop("token", None) """ @@ -748,6 +750,9 @@ async def update_database( ### UPDATE KEY SPEND ### async def _update_key_db(): + verbose_proxy_logger.debug( + f"adding spend to key db. Response cost: {response_cost}. Token: {token}." + ) if prisma_client is not None: # Fetch the existing cost for the given token existing_spend_obj = await prisma_client.get_data(token=token) From 0ee8e8f081f9dbcbbce882136909a85873bd6903 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 14:31:04 -0800 Subject: [PATCH 359/499] (fix) test - prisma key budget tracking --- litellm/tests/test_key_generate_prisma.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 98a056730d..ab490063f5 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -46,7 +46,7 @@ from litellm.proxy.proxy_server import ( spend_key_fn, view_spend_logs, ) -from litellm.proxy.utils import PrismaClient, ProxyLogging +from litellm.proxy.utils import PrismaClient, ProxyLogging, hash_token from litellm._logging import verbose_proxy_logger verbose_proxy_logger.setLevel(level=logging.DEBUG) @@ -918,7 +918,7 @@ def test_call_with_key_over_budget(prisma_client): "stream": False, "litellm_params": { "metadata": { - "user_api_key": generated_key, + "user_api_key": hash_token(generated_key), "user_api_key_user_id": user_id, } }, @@ -1009,7 +1009,7 @@ async def test_call_with_key_never_over_budget(prisma_client): "stream": False, "litellm_params": { "metadata": { - "user_api_key": generated_key, + "user_api_key": hash_token(generated_key), "user_api_key_user_id": user_id, } }, @@ -1083,7 +1083,7 @@ async def test_call_with_key_over_budget_stream(prisma_client): "complete_streaming_response": resp, "litellm_params": { "metadata": { - "user_api_key": generated_key, + "user_api_key": hash_token(generated_key), "user_api_key_user_id": user_id, } }, From 2c79585e184618a339c77a2f1c4957bfbc5b3c56 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 14:32:00 -0800 Subject: [PATCH 360/499] (fix) dynamo - use hashed_api keys in table --- litellm/proxy/db/dynamo_db.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/litellm/proxy/db/dynamo_db.py b/litellm/proxy/db/dynamo_db.py index 534adbddc9..28bfa442c7 100644 --- a/litellm/proxy/db/dynamo_db.py +++ b/litellm/proxy/db/dynamo_db.py @@ -5,6 +5,7 @@ from litellm.proxy._types import ( LiteLLM_Config, LiteLLM_UserTable, ) +from litellm.proxy.utils import hash_token from litellm import get_secret from typing import Any, List, Literal, Optional, Union import json @@ -187,6 +188,8 @@ class DynamoDBWrapper(CustomDB): table = client.table(self.database_arguments.spend_table_name) for k, v in value.items(): + if k == "token" and value[k].startswith("sk-"): + value[k] = hash_token(token=v) if isinstance(v, datetime): value[k] = v.isoformat() @@ -229,6 +232,10 @@ class DynamoDBWrapper(CustomDB): table = client.table(self.database_arguments.config_table_name) key_name = "param_name" + if key_name == "token" and key.startswith("sk-"): + # ensure it's hashed + key = hash_token(token=key) + response = await table.get_item({key_name: key}) new_response: Any = None @@ -308,6 +315,8 @@ class DynamoDBWrapper(CustomDB): # Convert datetime object to ISO8601 string if isinstance(v, datetime): v = v.isoformat() + if k == "token" and value[k].startswith("sk-"): + value[k] = hash_token(token=v) # Accumulate updates actions.append((F(k), Value(value=v))) From 8b5e397abe643ebdfc0a3149d323e17ffa985192 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 14:32:34 -0800 Subject: [PATCH 361/499] (fix) dynamo - use hashed tokens budget tracking --- litellm/tests/test_key_generate_dynamodb.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/litellm/tests/test_key_generate_dynamodb.py b/litellm/tests/test_key_generate_dynamodb.py index be55595fad..5729c0e87b 100644 --- a/litellm/tests/test_key_generate_dynamodb.py +++ b/litellm/tests/test_key_generate_dynamodb.py @@ -33,7 +33,7 @@ from litellm.proxy.proxy_server import ( ) from litellm.proxy._types import NewUserRequest, DynamoDBArgs, GenerateKeyRequest -from litellm.proxy.utils import DBClient +from litellm.proxy.utils import DBClient, hash_token from starlette.datastructures import URL @@ -232,7 +232,7 @@ def test_call_with_user_over_budget(custom_db_client): "stream": False, "litellm_params": { "metadata": { - "user_api_key": generated_key, + "user_api_key": hash_token(generated_key), "user_api_key_user_id": user_id, } }, @@ -305,7 +305,7 @@ def test_call_with_user_over_budget_stream(custom_db_client): "complete_streaming_response": resp, "litellm_params": { "metadata": { - "user_api_key": generated_key, + "user_api_key": hash_token(generated_key), "user_api_key_user_id": user_id, } }, @@ -376,7 +376,7 @@ def test_call_with_user_key_budget(custom_db_client): "stream": False, "litellm_params": { "metadata": { - "user_api_key": generated_key, + "user_api_key": hash_token(generated_key), "user_api_key_user_id": user_id, } }, @@ -449,7 +449,7 @@ def test_call_with_key_over_budget_stream(custom_db_client): "complete_streaming_response": resp, "litellm_params": { "metadata": { - "user_api_key": generated_key, + "user_api_key": hash_token(generated_key), "user_api_key_user_id": user_id, } }, From 2a60af7164b5770a2db1f249db44cf11ec7cf0e5 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 14:43:16 -0800 Subject: [PATCH 362/499] (test) key crossing budget --- tests/test_keys.py | 32 +++++++++++++++++++++++++++++++- 1 file changed, 31 insertions(+), 1 deletion(-) diff --git a/tests/test_keys.py b/tests/test_keys.py index a296ef13eb..283776b96d 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -115,7 +115,9 @@ async def chat_completion(session, key, model="gpt-4"): print() if status != 200: - raise Exception(f"Request did not return a 200 status code: {status}") + raise Exception( + f"Request did not return a 200 status code: {status}. Response: {response_text}" + ) return await response.json() @@ -386,3 +388,31 @@ async def test_key_with_budgets(): key_info = await get_key_info(session=session, get_key=key, call_key=key) reset_at_new_value = key_info["info"]["budget_reset_at"] assert reset_at_init_value != reset_at_new_value + + +@pytest.mark.asyncio +async def test_key_crossing_budget(): + """ + - Create key with budget with budget=0.00000001 + - make a /chat/completions call + - wait 5s + - make a /chat/completions call - should fail with key crossed it's budget + + - Check if value updated + """ + from litellm.proxy.utils import hash_token + + async with aiohttp.ClientSession() as session: + key_gen = await generate_key(session=session, i=0, budget=0.0000001) + key = key_gen["key"] + hashed_token = hash_token(token=key) + print(f"hashed_token: {hashed_token}") + + response = await chat_completion(session=session, key=key) + print("response 1: ", response) + await asyncio.sleep(2) + try: + response = await chat_completion(session=session, key=key) + pytest.fail("Should have failed - Key crossed it's budget") + except Exception as e: + assert "ExceededTokenBudget: Current spend for token:" in str(e) From f5da95685a4f384a47b0af5631b2112283a3daa6 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 14:53:58 -0800 Subject: [PATCH 363/499] feat(utils.py): support region based pricing for bedrock + use bedrock's token counts if given --- litellm/budget_manager.py | 11 +++- litellm/llms/bedrock.py | 15 ++++- litellm/main.py | 4 ++ litellm/tests/test_completion_cost.py | 70 ++++++++++++++++++++- litellm/utils.py | 87 +++++++++++++++++---------- 5 files changed, 150 insertions(+), 37 deletions(-) diff --git a/litellm/budget_manager.py b/litellm/budget_manager.py index 0364741979..8410157537 100644 --- a/litellm/budget_manager.py +++ b/litellm/budget_manager.py @@ -1,3 +1,12 @@ +# +-----------------------------------------------+ +# | | +# | NOT PROXY BUDGET MANAGER | +# | proxy budget manager is in proxy_server.py | +# | | +# +-----------------------------------------------+ +# +# Thank you users! We ❤️ you! - Krrish & Ishaan + import os, json, time import litellm from litellm.utils import ModelResponse @@ -16,7 +25,7 @@ class BudgetManager: self.client_type = client_type self.project_name = project_name self.api_base = api_base or "https://api.litellm.ai" - self.headers = headers or {'Content-Type': 'application/json'} + self.headers = headers or {"Content-Type": "application/json"} ## load the data or init the initial dictionaries self.load_data() diff --git a/litellm/llms/bedrock.py b/litellm/llms/bedrock.py index 4c36137da3..bcf35c3d1f 100644 --- a/litellm/llms/bedrock.py +++ b/litellm/llms/bedrock.py @@ -659,9 +659,16 @@ def completion( ) ## CALCULATING USAGE - baseten charges on time, not tokens - have some mapping of cost here. - prompt_tokens = len(encoding.encode(prompt)) - completion_tokens = len( - encoding.encode(model_response["choices"][0]["message"].get("content", "")) + prompt_tokens = response_metadata.get( + "x-amzn-bedrock-input-token-count", len(encoding.encode(prompt)) + ) + completion_tokens = response_metadata.get( + "x-amzn-bedrock-output-token-count", + len( + encoding.encode( + model_response["choices"][0]["message"].get("content", "") + ) + ), ) model_response["created"] = int(time.time()) @@ -672,6 +679,8 @@ def completion( total_tokens=prompt_tokens + completion_tokens, ) model_response.usage = usage + model_response._hidden_params["region_name"] = client.meta.region_name + print_verbose(f"model_response._hidden_params: {model_response._hidden_params}") return model_response except BedrockError as e: exception_mapping_worked = True diff --git a/litellm/main.py b/litellm/main.py index f9f1139f69..01edd3ea7a 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -586,6 +586,10 @@ def completion( ) if model_response is not None and hasattr(model_response, "_hidden_params"): model_response._hidden_params["custom_llm_provider"] = custom_llm_provider + model_response._hidden_params["region_name"] = kwargs.get( + "aws_region_name", None + ) # support region-based pricing for bedrock + ### REGISTER CUSTOM MODEL PRICING -- IF GIVEN ### if input_cost_per_token is not None and output_cost_per_token is not None: litellm.register_model( diff --git a/litellm/tests/test_completion_cost.py b/litellm/tests/test_completion_cost.py index 505f289818..b117223ab0 100644 --- a/litellm/tests/test_completion_cost.py +++ b/litellm/tests/test_completion_cost.py @@ -124,7 +124,7 @@ def test_cost_azure_gpt_35(): ) -test_cost_azure_gpt_35() +# test_cost_azure_gpt_35() def test_cost_azure_embedding(): @@ -165,3 +165,71 @@ def test_cost_openai_image_gen(): model="dall-e-2", size="1024-x-1024", quality="standard", n=1 ) assert cost == 0.019922944 + + +def test_cost_bedrock_pricing(): + """ + - get pricing specific to region for a model + """ + from litellm import ModelResponse, Choices, Message + from litellm.utils import Usage + + litellm.set_verbose = True + input_tokens = litellm.token_counter( + model="bedrock/anthropic.claude-instant-v1", + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + print(f"input_tokens: {input_tokens}") + output_tokens = litellm.token_counter( + model="bedrock/anthropic.claude-instant-v1", + text="It's all going well", + count_response_tokens=True, + ) + print(f"output_tokens: {output_tokens}") + resp = ModelResponse( + id="chatcmpl-e41836bb-bb8b-4df2-8e70-8f3e160155ac", + choices=[ + Choices( + finish_reason=None, + index=0, + message=Message( + content="It's all going well", + role="assistant", + ), + ) + ], + created=1700775391, + model="anthropic.claude-instant-v1", + object="chat.completion", + system_fingerprint=None, + usage=Usage( + prompt_tokens=input_tokens, + completion_tokens=output_tokens, + total_tokens=input_tokens + output_tokens, + ), + ) + resp._hidden_params = { + "custom_llm_provider": "bedrock", + "region_name": "ap-northeast-1", + } + + cost = litellm.completion_cost( + model="anthropic.claude-instant-v1", + completion_response=resp, + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + predicted_cost = input_tokens * 0.00000223 + 0.00000755 * output_tokens + assert cost == predicted_cost + + +def test_cost_bedrock_pricing_actual_calls(): + litellm.set_verbose = True + model = "anthropic.claude-instant-v1" + messages = [{"role": "user", "content": "Hey, how's it going?"}] + response = litellm.completion(model=model, messages=messages) + assert response._hidden_params["region_name"] is not None + cost = litellm.completion_cost( + completion_response=response, + messages=[{"role": "user", "content": "Hey, how's it going?"}], + ) + assert cost > 0 diff --git a/litellm/utils.py b/litellm/utils.py index b0e48bbc6e..91b3a0f0ad 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -714,6 +714,7 @@ class ImageResponse(OpenAIObject): ############################################################ def print_verbose(print_statement): try: + verbose_logger.debug(print_statement) if litellm.set_verbose: print(print_statement) # noqa except: @@ -2900,6 +2901,7 @@ def cost_per_token( completion_tokens=0, response_time_ms=None, custom_llm_provider=None, + region_name=None, ): """ Calculates the cost per token for a given model, prompt tokens, and completion tokens. @@ -2916,16 +2918,46 @@ def cost_per_token( prompt_tokens_cost_usd_dollar = 0 completion_tokens_cost_usd_dollar = 0 model_cost_ref = litellm.model_cost + model_with_provider = model if custom_llm_provider is not None: model_with_provider = custom_llm_provider + "/" + model - else: - model_with_provider = model + if region_name is not None: + model_with_provider_and_region = ( + f"{custom_llm_provider}/{region_name}/{model}" + ) + if ( + model_with_provider_and_region in model_cost_ref + ): # use region based pricing, if it's available + model_with_provider = model_with_provider_and_region # see this https://learn.microsoft.com/en-us/azure/ai-services/openai/concepts/models - verbose_logger.debug(f"Looking up model={model} in model_cost_map") - + print_verbose(f"Looking up model={model} in model_cost_map") + if model_with_provider in model_cost_ref: + print_verbose( + f"Success: model={model_with_provider} in model_cost_map - {model_cost_ref[model_with_provider]}" + ) + print_verbose( + f"applying cost={model_cost_ref[model_with_provider]['input_cost_per_token']} for prompt_tokens={prompt_tokens}" + ) + prompt_tokens_cost_usd_dollar = ( + model_cost_ref[model_with_provider]["input_cost_per_token"] * prompt_tokens + ) + print_verbose( + f"calculated prompt_tokens_cost_usd_dollar: {prompt_tokens_cost_usd_dollar}" + ) + print_verbose( + f"applying cost={model_cost_ref[model_with_provider]['output_cost_per_token']} for completion_tokens={completion_tokens}" + ) + completion_tokens_cost_usd_dollar = ( + model_cost_ref[model_with_provider]["output_cost_per_token"] + * completion_tokens + ) + print_verbose( + f"calculated completion_tokens_cost_usd_dollar: {completion_tokens_cost_usd_dollar}" + ) + return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar if model in model_cost_ref: - verbose_logger.debug(f"Success: model={model} in model_cost_map") - verbose_logger.debug( + print_verbose(f"Success: model={model} in model_cost_map") + print_verbose( f"prompt_tokens={prompt_tokens}; completion_tokens={completion_tokens}" ) if ( @@ -2943,7 +2975,7 @@ def cost_per_token( model_cost_ref[model].get("input_cost_per_second", None) is not None and response_time_ms is not None ): - verbose_logger.debug( + print_verbose( f"For model={model} - input_cost_per_second: {model_cost_ref[model].get('input_cost_per_second')}; response time: {response_time_ms}" ) ## COST PER SECOND ## @@ -2951,30 +2983,12 @@ def cost_per_token( model_cost_ref[model]["input_cost_per_second"] * response_time_ms / 1000 ) completion_tokens_cost_usd_dollar = 0.0 - verbose_logger.debug( + print_verbose( f"Returned custom cost for model={model} - prompt_tokens_cost_usd_dollar: {prompt_tokens_cost_usd_dollar}, completion_tokens_cost_usd_dollar: {completion_tokens_cost_usd_dollar}" ) return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar - elif model_with_provider in model_cost_ref: - verbose_logger.debug( - f"Looking up model={model_with_provider} in model_cost_map" - ) - verbose_logger.debug( - f"applying cost={model_cost_ref[model_with_provider]['input_cost_per_token']} for prompt_tokens={prompt_tokens}" - ) - prompt_tokens_cost_usd_dollar = ( - model_cost_ref[model_with_provider]["input_cost_per_token"] * prompt_tokens - ) - verbose_logger.debug( - f"applying cost={model_cost_ref[model_with_provider]['output_cost_per_token']} for completion_tokens={completion_tokens}" - ) - completion_tokens_cost_usd_dollar = ( - model_cost_ref[model_with_provider]["output_cost_per_token"] - * completion_tokens - ) - return prompt_tokens_cost_usd_dollar, completion_tokens_cost_usd_dollar elif "ft:gpt-3.5-turbo" in model: - verbose_logger.debug(f"Cost Tracking: {model} is an OpenAI FinteTuned LLM") + print_verbose(f"Cost Tracking: {model} is an OpenAI FinteTuned LLM") # fuzzy match ft:gpt-3.5-turbo:abcd-id-cool-litellm prompt_tokens_cost_usd_dollar = ( model_cost_ref["ft:gpt-3.5-turbo"]["input_cost_per_token"] * prompt_tokens @@ -3031,7 +3045,10 @@ def completion_cost( prompt="", messages: List = [], completion="", - total_time=0.0, # used for replicate + total_time=0.0, # used for replicate, sagemaker + ### REGION ### + custom_llm_provider=None, + region_name=None, # used for bedrock pricing ### IMAGE GEN ### size=None, quality=None, @@ -3080,12 +3097,13 @@ def completion_cost( model = ( model or completion_response["model"] ) # check if user passed an override for model, if it's none check completion_response['model'] - if completion_response is not None and hasattr( - completion_response, "_hidden_params" - ): + if hasattr(completion_response, "_hidden_params"): custom_llm_provider = completion_response._hidden_params.get( "custom_llm_provider", "" ) + region_name = completion_response._hidden_params.get( + "region_name", region_name + ) else: if len(messages) > 0: prompt_tokens = token_counter(model=model, messages=messages) @@ -3146,8 +3164,13 @@ def completion_cost( completion_tokens=completion_tokens, custom_llm_provider=custom_llm_provider, response_time_ms=total_time, + region_name=region_name, ) - return prompt_tokens_cost_usd_dollar + completion_tokens_cost_usd_dollar + _final_cost = prompt_tokens_cost_usd_dollar + completion_tokens_cost_usd_dollar + print_verbose( + f"final cost: {_final_cost}; prompt_tokens_cost_usd_dollar: {prompt_tokens_cost_usd_dollar}; completion_tokens_cost_usd_dollar: {completion_tokens_cost_usd_dollar}" + ) + return _final_cost except Exception as e: raise e From eda2c08dd4beaea0197eb96822ce7b46447a7b13 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 15:18:07 -0800 Subject: [PATCH 364/499] (docs) alerts - key, proxy budgets --- docs/my-website/docs/proxy/alerting.md | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/docs/my-website/docs/proxy/alerting.md b/docs/my-website/docs/proxy/alerting.md index 699f6d6ffa..23efe8666c 100644 --- a/docs/my-website/docs/proxy/alerting.md +++ b/docs/my-website/docs/proxy/alerting.md @@ -1,6 +1,13 @@ # Slack Alerting -Get alerts for failed db read/writes, hanging api calls, failed api calls. +Get alerts for: +- hanging LLM api calls +- failed LLM api calls +- slow LLM api calls +- budget Tracking per key/user: + - When a User/Key crosses their Budget + - When a User/Key is 15% away from cross their Budget +- failed db read/writes ## Quick Start From 21a6698a39075574d2755e9db36b0e6e7b8aaa36 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 15:22:48 -0800 Subject: [PATCH 365/499] (docs) alerting --- docs/my-website/docs/proxy/alerting.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/my-website/docs/proxy/alerting.md b/docs/my-website/docs/proxy/alerting.md index 23efe8666c..e99f435248 100644 --- a/docs/my-website/docs/proxy/alerting.md +++ b/docs/my-website/docs/proxy/alerting.md @@ -6,7 +6,7 @@ Get alerts for: - slow LLM api calls - budget Tracking per key/user: - When a User/Key crosses their Budget - - When a User/Key is 15% away from cross their Budget + - When a User/Key is 15% away from crossing their Budget - failed db read/writes ## Quick Start From 5dfe54d20d05c289503c6fc486f21437293d802d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 15:31:37 -0800 Subject: [PATCH 366/499] feat(proxy_server.py): save abbreviated key name if allow_user_auth enabled --- litellm/proxy/_types.py | 3 ++ litellm/proxy/proxy_server.py | 5 +++ litellm/proxy/schema.prisma | 2 + litellm/tests/test_key_generate_prisma.py | 47 +++++++++++++++++++++++ schema.prisma | 2 + 5 files changed, 59 insertions(+) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 9a5acc4406..0c38504b89 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -140,6 +140,7 @@ class GenerateRequestBase(LiteLLMBase): class GenerateKeyRequest(GenerateRequestBase): + key_alias: Optional[str] = None duration: Optional[str] = "1h" aliases: Optional[dict] = {} config: Optional[dict] = {} @@ -304,6 +305,8 @@ class ConfigYAML(LiteLLMBase): class LiteLLM_VerificationToken(LiteLLMBase): token: str + key_name: Optional[str] = None + key_alias: Optional[str] = None spend: float = 0.0 max_budget: Optional[float] = None expires: Union[str, None] diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4a84847e0d..d390d7a413 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -243,6 +243,7 @@ async def user_api_key_auth( response = await user_custom_auth(request=request, api_key=api_key) return UserAPIKeyAuth.model_validate(response) ### LITELLM-DEFINED AUTH FUNCTION ### + assert api_key.startswith("sk-") # prevent token hashes from being used if master_key is None: if isinstance(api_key, str): return UserAPIKeyAuth(api_key=api_key) @@ -1239,6 +1240,7 @@ async def generate_key_helper_fn( rpm_limit: Optional[int] = None, query_type: Literal["insert_data", "update_data"] = "insert_data", update_key_values: Optional[dict] = None, + key_alias: Optional[str] = None, ): global prisma_client, custom_db_client @@ -1312,6 +1314,7 @@ async def generate_key_helper_fn( } key_data = { "token": token, + "key_alias": key_alias, "expires": expires, "models": models, "aliases": aliases_json, @@ -1327,6 +1330,8 @@ async def generate_key_helper_fn( "budget_duration": key_budget_duration, "budget_reset_at": key_reset_at, } + if general_settings.get("allow_user_auth", False) == True: + key_data["key_name"] = f"sk-...{token[-4:]}" if prisma_client is not None: ## CREATE USER (If necessary) verbose_proxy_logger.debug(f"prisma_client: Creating User={user_data}") diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 2eb6332092..0b379a2371 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -24,6 +24,8 @@ model LiteLLM_UserTable { // required for token gen model LiteLLM_VerificationToken { token String @unique + key_name String? + key_alias String? spend Float @default(0.0) expires DateTime? models String[] diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 98a056730d..9cc1a1754d 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -12,6 +12,8 @@ # 11. Generate a Key, cal key/info, call key/update, call key/info # 12. Make a call with key over budget, expect to fail # 14. Make a streaming chat/completions call with key over budget, expect to fail +# 15. Generate key, when `allow_user_auth`=False - check if `/key/info` returns key_name=null +# 16. Generate key, when `allow_user_auth`=True - check if `/key/info` returns key_name=sk... # function to call to generate key - async def new_user(data: NewUserRequest): @@ -1140,3 +1142,48 @@ async def test_view_spend_per_key(prisma_client): except Exception as e: print("Got Exception", e) pytest.fail(f"Got exception {e}") + + +@pytest.mark.asyncio() +async def test_key_name_null(prisma_client): + """ + - create key + - get key info + - assert key_name is null + """ + setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client) + setattr(litellm.proxy.proxy_server, "master_key", "sk-1234") + await litellm.proxy.proxy_server.prisma_client.connect() + try: + request = GenerateKeyRequest() + key = await generate_key_fn(request) + generated_key = key.key + result = await info_key_fn(key=generated_key) + print("result from info_key_fn", result) + assert result["info"]["key_name"] is None + except Exception as e: + print("Got Exception", e) + pytest.fail(f"Got exception {e}") + + +@pytest.mark.asyncio() +async def test_key_name_set(prisma_client): + """ + - create key + - get key info + - assert key_name is not null + """ + 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": True}) + await litellm.proxy.proxy_server.prisma_client.connect() + try: + request = GenerateKeyRequest() + key = await generate_key_fn(request) + generated_key = key.key + result = await info_key_fn(key=generated_key) + print("result from info_key_fn", result) + assert isinstance(result["info"]["key_name"], str) + except Exception as e: + print("Got Exception", e) + pytest.fail(f"Got exception {e}") diff --git a/schema.prisma b/schema.prisma index 0882c650c8..02e4114e5d 100644 --- a/schema.prisma +++ b/schema.prisma @@ -25,6 +25,8 @@ model LiteLLM_UserTable { // Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @unique + key_name String? + key_alias String? spend Float @default(0.0) expires DateTime? models String[] From 8b52333b080ade8821a91df05f205d98825e3ab7 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 17:14:47 -0800 Subject: [PATCH 367/499] (feat) fix alert formats for budgets --- litellm/proxy/utils.py | 9 ++++++++- 1 file changed, 8 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 0e0d27a427..20ae81918a 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -198,7 +198,14 @@ class ProxyLogging: max_budget = user_info["max_budget"] spend = user_info["spend"] user_email = user_info["user_email"] - user_info = f"""\nUser ID: {user_id}\nMax Budget: {max_budget}\nSpend: {spend}\nUser Email: {user_email}""" + user_info = f"""\nUser ID: {user_id}\nMax Budget: ${max_budget}\nSpend: ${spend}\nUser Email: {user_email}""" + elif type == "token_budget": + token_info = dict(user_info) + token = token_info["token"] + spend = token_info["spend"] + max_budget = token_info["max_budget"] + user_id = token_info["user_id"] + user_info = f"""\nToken: {token}\nSpend: ${spend}\nMax Budget: ${max_budget}\nUser ID: {user_id}""" else: user_info = str(user_info) # percent of max_budget left to spend From 0988a4694cb24994d94dc915dddaf7bd121c38af Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 19:05:10 -0800 Subject: [PATCH 368/499] =?UTF-8?q?bump:=20version=201.19.5=20=E2=86=92=20?= =?UTF-8?q?1.19.6?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 9850c303b5..b4ebefd210 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.5" +version = "1.19.6" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.5" +version = "1.19.6" version_files = [ "pyproject.toml:^version" ] From ec3f497db8dc524e7e30a9ec9a2df72d13d6bd53 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 19:26:43 -0800 Subject: [PATCH 369/499] (feat) /key/info without using key in query param --- litellm/proxy/proxy_server.py | 12 ++++++++++-- 1 file changed, 10 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index bb4f2c7e30..21e2bb0592 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -522,7 +522,10 @@ async def user_api_key_auth( # check if user can access this route query_params = request.query_params key = query_params.get("key") - if prisma_client.hash_token(token=key) != api_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", @@ -2496,7 +2499,10 @@ async def delete_key_fn(data: DeleteKeyRequest): "/key/info", tags=["key management"], dependencies=[Depends(user_api_key_auth)] ) async def info_key_fn( - key: str = fastapi.Query(..., description="Key in the request parameters"), + key: Optional[str] = fastapi.Query( + default=None, description="Key in the request parameters" + ), + user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): global prisma_client try: @@ -2504,6 +2510,8 @@ async def info_key_fn( raise Exception( f"Database not connected. Connect a database to your proxy - https://docs.litellm.ai/docs/simple_proxy#managing-auth---virtual-keys" ) + if key == None: + key = user_api_key_dict.api_key key_info = await prisma_client.get_data(token=key) ## REMOVE HASHED TOKEN INFO BEFORE RETURNING ## try: From 9c4d9c2f58fb9ac5db831481a70b59a3f68c1c06 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 19:26:55 -0800 Subject: [PATCH 370/499] (test) /key/info --- tests/test_keys.py | 10 ++++++++-- 1 file changed, 8 insertions(+), 2 deletions(-) diff --git a/tests/test_keys.py b/tests/test_keys.py index 283776b96d..d4ab826d40 100644 --- a/tests/test_keys.py +++ b/tests/test_keys.py @@ -203,11 +203,14 @@ async def test_key_delete(): ) -async def get_key_info(session, get_key, call_key): +async def get_key_info(session, call_key, get_key=None): """ Make sure only models user has access to are returned """ - url = f"http://0.0.0.0:4000/key/info?key={get_key}" + if get_key is None: + url = "http://0.0.0.0:4000/key/info" + else: + url = f"http://0.0.0.0:4000/key/info?key={get_key}" headers = { "Authorization": f"Bearer {call_key}", "Content-Type": "application/json", @@ -243,6 +246,9 @@ async def test_key_info(): await get_key_info(session=session, get_key=key, call_key="sk-1234") # as key itself # await get_key_info(session=session, get_key=key, call_key=key) + + # as key itself, use the auth param, and no query key needed + await get_key_info(session=session, call_key=key) # as random key # key_gen = await generate_key(session=session, i=0) random_key = key_gen["key"] From b1b582ffe2976881be8df1438d99ec3a48328c76 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 20:06:57 -0800 Subject: [PATCH 371/499] fix(proxy_server.py): check if api key string before asserting it starts with sk- --- litellm/proxy/proxy_server.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d390d7a413..acd23d0fcb 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -243,7 +243,8 @@ async def user_api_key_auth( response = await user_custom_auth(request=request, api_key=api_key) return UserAPIKeyAuth.model_validate(response) ### LITELLM-DEFINED AUTH FUNCTION ### - assert api_key.startswith("sk-") # prevent token hashes from being used + if isinstance(api_key, str): + assert api_key.startswith("sk-") # prevent token hashes from being used if master_key is None: if isinstance(api_key, str): return UserAPIKeyAuth(api_key=api_key) From 7412463ebbdeacf3573caeceafeb05ea3ecb1afc Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 20:15:35 -0800 Subject: [PATCH 372/499] test: ensure test calls contain bearer token --- .../test_configs/test_config_no_auth.yaml | 62 ++++++++++--------- litellm/tests/test_proxy_pass_user_config.py | 2 +- litellm/tests/test_proxy_server.py | 2 +- litellm/tests/test_proxy_server_caching.py | 2 +- 4 files changed, 37 insertions(+), 31 deletions(-) diff --git a/litellm/tests/test_configs/test_config_no_auth.yaml b/litellm/tests/test_configs/test_config_no_auth.yaml index be85765a86..8441018e35 100644 --- a/litellm/tests/test_configs/test_config_no_auth.yaml +++ b/litellm/tests/test_configs/test_config_no_auth.yaml @@ -53,9 +53,9 @@ model_list: api_key: os.environ/AZURE_API_KEY api_version: 2023-07-01-preview model: azure/azure-embedding-model - model_name: azure-embedding-model model_info: - mode: "embedding" + mode: embedding + model_name: azure-embedding-model - litellm_params: model: gpt-3.5-turbo model_info: @@ -80,43 +80,49 @@ model_list: description: this is a test openai model id: 9b1ef341-322c-410a-8992-903987fef439 model_name: test_openai_models -- model_name: amazon-embeddings - litellm_params: - model: "bedrock/amazon.titan-embed-text-v1" +- litellm_params: + model: bedrock/amazon.titan-embed-text-v1 model_info: mode: embedding -- model_name: "GPT-J 6B - Sagemaker Text Embedding (Internal)" - litellm_params: - model: "sagemaker/berri-benchmarking-gpt-j-6b-fp16" + model_name: amazon-embeddings +- litellm_params: + model: sagemaker/berri-benchmarking-gpt-j-6b-fp16 model_info: mode: embedding -- model_name: dall-e-3 - litellm_params: + model_name: GPT-J 6B - Sagemaker Text Embedding (Internal) +- litellm_params: model: dall-e-3 model_info: mode: image_generation -- model_name: dall-e-3 - litellm_params: - model: "azure/dall-e-3-test" - api_version: "2023-12-01-preview" - api_base: "os.environ/AZURE_SWEDEN_API_BASE" - api_key: "os.environ/AZURE_SWEDEN_API_KEY" + model_name: dall-e-3 +- litellm_params: + api_base: os.environ/AZURE_SWEDEN_API_BASE + api_key: os.environ/AZURE_SWEDEN_API_KEY + api_version: 2023-12-01-preview + model: azure/dall-e-3-test model_info: mode: image_generation -- model_name: dall-e-2 - litellm_params: - model: "azure/" - api_version: "2023-06-01-preview" - api_base: "os.environ/AZURE_API_BASE" - api_key: "os.environ/AZURE_API_KEY" + model_name: dall-e-3 +- litellm_params: + api_base: os.environ/AZURE_API_BASE + api_key: os.environ/AZURE_API_KEY + api_version: 2023-06-01-preview + model: azure/ model_info: mode: image_generation -- model_name: text-embedding-ada-002 - litellm_params: + model_name: dall-e-2 +- litellm_params: + api_base: os.environ/AZURE_API_BASE + api_key: os.environ/AZURE_API_KEY + api_version: 2023-07-01-preview model: azure/azure-embedding-model - api_base: "os.environ/AZURE_API_BASE" - api_key: "os.environ/AZURE_API_KEY" - api_version: "2023-07-01-preview" model_info: + base_model: text-embedding-ada-002 mode: embedding - base_model: text-embedding-ada-002 \ No newline at end of file + model_name: text-embedding-ada-002 +- litellm_params: + model: gpt-3.5-turbo + model_info: + description: this is a test openai model + id: 34cb2419-7c63-44ae-a189-53f1d1ce5953 + model_name: test_openai_models diff --git a/litellm/tests/test_proxy_pass_user_config.py b/litellm/tests/test_proxy_pass_user_config.py index 30fa1eeb11..12def1160f 100644 --- a/litellm/tests/test_proxy_pass_user_config.py +++ b/litellm/tests/test_proxy_pass_user_config.py @@ -32,7 +32,7 @@ from litellm.proxy.proxy_server import ( ) # Replace with the actual module where your FastAPI router is defined # Your bearer token -token = "" +token = "sk-1234" headers = {"Authorization": f"Bearer {token}"} diff --git a/litellm/tests/test_proxy_server.py b/litellm/tests/test_proxy_server.py index 972c4a583a..4e0f706eb0 100644 --- a/litellm/tests/test_proxy_server.py +++ b/litellm/tests/test_proxy_server.py @@ -31,7 +31,7 @@ from litellm.proxy.proxy_server import ( ) # Replace with the actual module where your FastAPI router is defined # Your bearer token -token = "" +token = "sk-1234" headers = {"Authorization": f"Bearer {token}"} diff --git a/litellm/tests/test_proxy_server_caching.py b/litellm/tests/test_proxy_server_caching.py index a1935bd05b..a9cf3504e4 100644 --- a/litellm/tests/test_proxy_server_caching.py +++ b/litellm/tests/test_proxy_server_caching.py @@ -33,7 +33,7 @@ from litellm.proxy.proxy_server import ( ) # Replace with the actual module where your FastAPI router is defined # Your bearer token -token = "" +token = "sk-1234" headers = {"Authorization": f"Bearer {token}"} From a490326e586e6df2580a14a2c19a9628affcc69a Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Fri, 26 Jan 2024 20:29:52 -0800 Subject: [PATCH 373/499] Update ghcr_deploy.yml --- .github/workflows/ghcr_deploy.yml | 7 ------- 1 file changed, 7 deletions(-) diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml index 68f10b394b..f83b3a12ad 100644 --- a/.github/workflows/ghcr_deploy.yml +++ b/.github/workflows/ghcr_deploy.yml @@ -34,13 +34,6 @@ jobs: with: push: true tags: litellm/litellm:${{ github.event.inputs.tag || 'latest' }} - - - name: Build and push litellm-ui image - uses: docker/build-push-action@v5 - with: - push: true - file: ui/Dockerfile - tags: litellm/litellm-ui:${{ github.event.inputs.tag || 'latest' }} - name: Build and push litellm-database image uses: docker/build-push-action@v5 From a299ac2328d4ef32c25cae8e45bc3248a253bacd Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 20:51:13 -0800 Subject: [PATCH 374/499] fix(utils.py): enable cost tracking for image gen models on proxy --- litellm/main.py | 2 +- litellm/tests/test_custom_callback_input.py | 68 ++++++++++----------- litellm/utils.py | 15 ++--- 3 files changed, 43 insertions(+), 42 deletions(-) diff --git a/litellm/main.py b/litellm/main.py index f9f1139f69..c809f49d69 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -3067,7 +3067,7 @@ def image_generation( custom_llm_provider=custom_llm_provider, **non_default_params, ) - logging = litellm_logging_obj + logging: Logging = litellm_logging_obj logging.update_environment_variables( model=model, user=user, diff --git a/litellm/tests/test_custom_callback_input.py b/litellm/tests/test_custom_callback_input.py index a61cc843ec..641343e7a2 100644 --- a/litellm/tests/test_custom_callback_input.py +++ b/litellm/tests/test_custom_callback_input.py @@ -819,44 +819,44 @@ async def test_async_embedding_azure_caching(): # Image Generation -# ## Test OpenAI + Sync -# def test_image_generation_openai(): -# try: -# customHandler_success = CompletionCustomHandler() -# customHandler_failure = CompletionCustomHandler() -# litellm.callbacks = [customHandler_success] +## Test OpenAI + Sync +def test_image_generation_openai(): + try: + customHandler_success = CompletionCustomHandler() + customHandler_failure = CompletionCustomHandler() + litellm.callbacks = [customHandler_success] -# litellm.set_verbose = True + litellm.set_verbose = True -# response = litellm.image_generation( -# prompt="A cute baby sea otter", model="dall-e-3" -# ) + response = litellm.image_generation( + prompt="A cute baby sea otter", model="dall-e-3" + ) -# print(f"response: {response}") -# assert len(response.data) > 0 + print(f"response: {response}") + assert len(response.data) > 0 -# print(f"customHandler_success.errors: {customHandler_success.errors}") -# print(f"customHandler_success.states: {customHandler_success.states}") -# assert len(customHandler_success.errors) == 0 -# assert len(customHandler_success.states) == 3 # pre, post, success -# # test failure callback -# litellm.callbacks = [customHandler_failure] -# try: -# response = litellm.image_generation( -# prompt="A cute baby sea otter", model="dall-e-4" -# ) -# except: -# pass -# print(f"customHandler_failure.errors: {customHandler_failure.errors}") -# print(f"customHandler_failure.states: {customHandler_failure.states}") -# assert len(customHandler_failure.errors) == 0 -# assert len(customHandler_failure.states) == 3 # pre, post, failure -# except litellm.RateLimitError as e: -# pass -# except litellm.ContentPolicyViolationError: -# pass # OpenAI randomly raises these errors - skip when they occur -# except Exception as e: -# pytest.fail(f"An exception occurred - {str(e)}") + print(f"customHandler_success.errors: {customHandler_success.errors}") + print(f"customHandler_success.states: {customHandler_success.states}") + assert len(customHandler_success.errors) == 0 + assert len(customHandler_success.states) == 3 # pre, post, success + # test failure callback + litellm.callbacks = [customHandler_failure] + try: + response = litellm.image_generation( + prompt="A cute baby sea otter", model="dall-e-4" + ) + except: + pass + print(f"customHandler_failure.errors: {customHandler_failure.errors}") + print(f"customHandler_failure.states: {customHandler_failure.states}") + assert len(customHandler_failure.errors) == 0 + assert len(customHandler_failure.states) == 3 # pre, post, failure + except litellm.RateLimitError as e: + pass + except litellm.ContentPolicyViolationError: + pass # OpenAI randomly raises these errors - skip when they occur + except Exception as e: + pytest.fail(f"An exception occurred - {str(e)}") # test_image_generation_openai() diff --git a/litellm/utils.py b/litellm/utils.py index b0e48bbc6e..613d9d90ae 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2029,14 +2029,15 @@ def client(original_function): start_time=start_time, ) ## check if metadata is passed in + litellm_params = {} if "metadata" in kwargs: - litellm_params = {"metadata": kwargs["metadata"]} - logging_obj.update_environment_variables( - model=model, - user="", - optional_params={}, - litellm_params=litellm_params, - ) + litellm_params["metadata"] = kwargs["metadata"] + logging_obj.update_environment_variables( + model=model, + user="", + optional_params={}, + litellm_params=litellm_params, + ) return logging_obj except Exception as e: import logging From dad578f96ace828951b334a4f2d3d25364e83374 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 20:52:38 -0800 Subject: [PATCH 375/499] build(schema.prisma): update schema --- litellm/proxy/schema.prisma | 7 ++++++- schema.prisma | 2 ++ 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 2eb6332092..02e4114e5d 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -7,6 +7,7 @@ generator client { provider = "prisma-client-py" } +// Track spend, rate limit, budget Users model LiteLLM_UserTable { user_id String @unique team_id String? @@ -21,9 +22,11 @@ model LiteLLM_UserTable { budget_reset_at DateTime? } -// required for token gen +// Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @unique + key_name String? + key_alias String? spend Float @default(0.0) expires DateTime? models String[] @@ -40,11 +43,13 @@ model LiteLLM_VerificationToken { budget_reset_at DateTime? } +// store proxy config.yaml model LiteLLM_Config { param_name String @id param_value Json? } +// View spend, model, api_key per request model LiteLLM_SpendLogs { request_id String @unique call_type String diff --git a/schema.prisma b/schema.prisma index 0882c650c8..02e4114e5d 100644 --- a/schema.prisma +++ b/schema.prisma @@ -25,6 +25,8 @@ model LiteLLM_UserTable { // Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @unique + key_name String? + key_alias String? spend Float @default(0.0) expires DateTime? models String[] From 07a92f93d7ef03cb435afd0b83af78beef96410c Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 20:53:03 -0800 Subject: [PATCH 376/499] build(schema.prisma): update schema --- litellm/proxy/schema.prisma | 7 ++++++- schema.prisma | 2 ++ 2 files changed, 8 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/schema.prisma b/litellm/proxy/schema.prisma index 2eb6332092..02e4114e5d 100644 --- a/litellm/proxy/schema.prisma +++ b/litellm/proxy/schema.prisma @@ -7,6 +7,7 @@ generator client { provider = "prisma-client-py" } +// Track spend, rate limit, budget Users model LiteLLM_UserTable { user_id String @unique team_id String? @@ -21,9 +22,11 @@ model LiteLLM_UserTable { budget_reset_at DateTime? } -// required for token gen +// Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @unique + key_name String? + key_alias String? spend Float @default(0.0) expires DateTime? models String[] @@ -40,11 +43,13 @@ model LiteLLM_VerificationToken { budget_reset_at DateTime? } +// store proxy config.yaml model LiteLLM_Config { param_name String @id param_value Json? } +// View spend, model, api_key per request model LiteLLM_SpendLogs { request_id String @unique call_type String diff --git a/schema.prisma b/schema.prisma index 0882c650c8..02e4114e5d 100644 --- a/schema.prisma +++ b/schema.prisma @@ -25,6 +25,8 @@ model LiteLLM_UserTable { // Generate Tokens for Proxy model LiteLLM_VerificationToken { token String @unique + key_name String? + key_alias String? spend Float @default(0.0) expires DateTime? models String[] From 618d216c1123ec6f5bc8a951bb96ec308aba3f70 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 21:04:06 -0800 Subject: [PATCH 377/499] fix(openai.py): fix image gen logging --- litellm/tests/test_custom_callback_input.py | 28 +++++++++++---------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/litellm/tests/test_custom_callback_input.py b/litellm/tests/test_custom_callback_input.py index 641343e7a2..266303df15 100644 --- a/litellm/tests/test_custom_callback_input.py +++ b/litellm/tests/test_custom_callback_input.py @@ -824,26 +824,28 @@ def test_image_generation_openai(): try: customHandler_success = CompletionCustomHandler() customHandler_failure = CompletionCustomHandler() - litellm.callbacks = [customHandler_success] + # litellm.callbacks = [customHandler_success] - litellm.set_verbose = True + # litellm.set_verbose = True - response = litellm.image_generation( - prompt="A cute baby sea otter", model="dall-e-3" - ) + # response = litellm.image_generation( + # prompt="A cute baby sea otter", model="dall-e-3" + # ) - print(f"response: {response}") - assert len(response.data) > 0 + # print(f"response: {response}") + # assert len(response.data) > 0 - print(f"customHandler_success.errors: {customHandler_success.errors}") - print(f"customHandler_success.states: {customHandler_success.states}") - assert len(customHandler_success.errors) == 0 - assert len(customHandler_success.states) == 3 # pre, post, success + # print(f"customHandler_success.errors: {customHandler_success.errors}") + # print(f"customHandler_success.states: {customHandler_success.states}") + # assert len(customHandler_success.errors) == 0 + # assert len(customHandler_success.states) == 3 # pre, post, success # test failure callback litellm.callbacks = [customHandler_failure] try: response = litellm.image_generation( - prompt="A cute baby sea otter", model="dall-e-4" + prompt="A cute baby sea otter", + model="dall-e-2", + api_key="my-bad-api-key", ) except: pass @@ -859,7 +861,7 @@ def test_image_generation_openai(): pytest.fail(f"An exception occurred - {str(e)}") -# test_image_generation_openai() +test_image_generation_openai() ## Test OpenAI + Async ## Test Azure + Sync From d755d509013d2e1eef434f2a0365fdbe8e0c1dc8 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 21:05:49 -0800 Subject: [PATCH 378/499] fix(openai.py): fix openai image gen logging --- litellm/llms/openai.py | 14 ++++++++++++++ 1 file changed, 14 insertions(+) diff --git a/litellm/llms/openai.py b/litellm/llms/openai.py index 01887616ca..da89b7796e 100644 --- a/litellm/llms/openai.py +++ b/litellm/llms/openai.py @@ -718,8 +718,22 @@ class OpenAIChatCompletion(BaseLLM): return convert_to_model_response_object(response_object=response, model_response_object=model_response, response_type="image_generation") # type: ignore except OpenAIError as e: exception_mapping_worked = True + ## LOGGING + logging_obj.post_call( + input=prompt, + api_key=api_key, + additional_args={"complete_input_dict": data}, + original_response=str(e), + ) raise e except Exception as e: + ## LOGGING + logging_obj.post_call( + input=prompt, + api_key=api_key, + additional_args={"complete_input_dict": data}, + original_response=str(e), + ) if hasattr(e, "status_code"): raise OpenAIError(status_code=e.status_code, message=str(e)) else: From 58052e5d363b5103d69561efedd661333509b6db Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 21:12:38 -0800 Subject: [PATCH 379/499] test(test_key_generate_prisma.py): reset custom auth value --- litellm/tests/test_key_generate_prisma.py | 1 + 1 file changed, 1 insertion(+) diff --git a/litellm/tests/test_key_generate_prisma.py b/litellm/tests/test_key_generate_prisma.py index 9cc1a1754d..93cc02f2ac 100644 --- a/litellm/tests/test_key_generate_prisma.py +++ b/litellm/tests/test_key_generate_prisma.py @@ -88,6 +88,7 @@ def prisma_client(): litellm.proxy.proxy_server.litellm_proxy_budget_name = ( f"litellm-proxy-budget-{time.time()}" ) + litellm.proxy.proxy_server.user_custom_key_generate = None return prisma_client From 43e07503d647a02d5d8f738fb09fdb9480b42c4b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 22:25:09 -0800 Subject: [PATCH 380/499] fix(utils.py): fix logging --- litellm/utils.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/utils.py b/litellm/utils.py index 6faa34ff13..d8f535ca44 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2936,7 +2936,7 @@ def cost_per_token( f"Success: model={model_with_provider} in model_cost_map - {model_cost_ref[model_with_provider]}" ) print_verbose( - f"applying cost={model_cost_ref[model_with_provider]['input_cost_per_token']} for prompt_tokens={prompt_tokens}" + f"applying cost={model_cost_ref[model_with_provider].get('input_cost_per_token', None)} for prompt_tokens={prompt_tokens}" ) prompt_tokens_cost_usd_dollar = ( model_cost_ref[model_with_provider]["input_cost_per_token"] * prompt_tokens @@ -2945,7 +2945,7 @@ def cost_per_token( f"calculated prompt_tokens_cost_usd_dollar: {prompt_tokens_cost_usd_dollar}" ) print_verbose( - f"applying cost={model_cost_ref[model_with_provider]['output_cost_per_token']} for completion_tokens={completion_tokens}" + f"applying cost={model_cost_ref[model_with_provider].get('output_cost_per_token', None)} for completion_tokens={completion_tokens}" ) completion_tokens_cost_usd_dollar = ( model_cost_ref[model_with_provider]["output_cost_per_token"] From 8b16059bdff74ad7378aa38fb216ec97741f5d4d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 22:48:12 -0800 Subject: [PATCH 381/499] refactor(main.py): trigger version bump --- litellm/main.py | 1 - 1 file changed, 1 deletion(-) diff --git a/litellm/main.py b/litellm/main.py index b6fb15f1a1..84b1b79d19 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -10,7 +10,6 @@ import os, openai, sys, json, inspect, uuid, datetime, threading from typing import Any, Literal, Union from functools import partial - import dotenv, traceback, random, asyncio, time, contextvars from copy import deepcopy import httpx From d542eb15527bc15820f6418da8c16dd855ec1c46 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 22:48:30 -0800 Subject: [PATCH 382/499] =?UTF-8?q?bump:=20version=201.19.6=20=E2=86=92=20?= =?UTF-8?q?1.20.0?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index b4ebefd210..744263c69a 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.19.6" +version = "1.20.0" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.19.6" +version = "1.20.0" version_files = [ "pyproject.toml:^version" ] From 8d4749b94a70a224828727f7d4de695bcddb243d Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Fri, 26 Jan 2024 23:00:59 -0800 Subject: [PATCH 383/499] test(test_caching.py): fix cache test if embedding call is fast --- litellm/tests/test_caching.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/tests/test_caching.py b/litellm/tests/test_caching.py index 72c033abf1..f4251f08b7 100644 --- a/litellm/tests/test_caching.py +++ b/litellm/tests/test_caching.py @@ -723,8 +723,8 @@ def test_cache_override(): print(f"Embedding 2 response time: {end_time - start_time} seconds") assert ( - end_time - start_time > 0.1 - ) # ensure 2nd response comes in over 0.1s. This should not be cached. + end_time - start_time > 0.05 + ) # ensure 2nd response comes in over 0.05s. This should not be cached. # test_cache_override() From a4acece4c13b3e426aa84d4bc3cf32f010698d1f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 19:30:06 -0800 Subject: [PATCH 384/499] (docstring) /key/info --- litellm/proxy/proxy_server.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4a854ec761..13f0d55a97 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2510,6 +2510,26 @@ async def info_key_fn( ), user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): + """ + Retrieve information about a key. + Parameters: + key: Optional[str] = Query parameter representing the key in the request + user_api_key_dict: UserAPIKeyAuth = Dependency representing the user's API key + Returns: + Dict containing the key and its associated information + + Example Curl: + ``` + curl -X GET "http://0.0.0.0:8000/key/info?key=sk-02Wr4IAlN3NvPXvL5JVvDA" \ +-H "Authorization: Bearer sk-1234" + ``` + + Example - if no key is passed, it will use the Key Passed in Authorization Header + ``` + curl -X GET "http://0.0.0.0:8000/key/info" \ +-H "Authorization: Bearer sk-02Wr4IAlN3NvPXvL5JVvDA" + ``` + """ global prisma_client try: if prisma_client is None: From 18624f8490bf6bc314f9b921eda9e2f51c84b02b Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 19:30:35 -0800 Subject: [PATCH 385/499] (docstring) /key/info --- litellm/proxy/proxy_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 13f0d55a97..d9b8fcce2d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2524,7 +2524,7 @@ async def info_key_fn( -H "Authorization: Bearer sk-1234" ``` - Example - if no key is passed, it will use the Key Passed in Authorization Header + Example Curl - if no key is passed, it will use the Key Passed in Authorization Header ``` curl -X GET "http://0.0.0.0:8000/key/info" \ -H "Authorization: Bearer sk-02Wr4IAlN3NvPXvL5JVvDA" From 950c753429d41c2dc05086085e5e6950471f039c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 08:31:50 -0800 Subject: [PATCH 386/499] (docs) on callbacks tracking api_key, base etc --- docs/my-website/docs/routing.md | 43 +++++++++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 3b796c87ff..151065d76a 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -605,6 +605,49 @@ response = router.completion(model="gpt-3.5-turbo", messages=messages) print(f"response: {response}") ``` +## Custom Callbacks - Track API Key, API Endpoint, Model Used + +If you need to track the api_key, api endpoint, model, custom_llm_provider used for each completion call, you can setup a [custom callback](https://docs.litellm.ai/docs/observability/custom_callback) + +### Usage + +```python +import litellm +from litellm.integrations.custom_logger import CustomLogger + +class MyCustomHandler(CustomLogger): + def log_success_event(self, kwargs, response_obj, start_time, end_time): + print(f"On Success") + print("kwargs=", kwargs) + litellm_params= kwargs.get("litellm_params") + api_key = litellm_params.get("api_key") + api_base = litellm_params.get("api_base") + custom_llm_provider= litellm_params.get("custom_llm_provider") + response_cost = kwargs.get("response_cost") + + # print the values + print("api_key=", api_key) + print("api_base=", api_base) + print("custom_llm_provider=", custom_llm_provider) + print("response_cost=", response_cost) + + def log_failure_event(self, kwargs, response_obj, start_time, end_time): + print(f"On Failure") + print("kwargs=") + +customHandler = MyCustomHandler() + +litellm.callbacks = [customHandler] + +# Init Router +router = Router(model_list=model_list, routing_strategy="simple-shuffle") + +# router completion call +response = router.completion( + model="gpt-3.5-turbo", + messages=[{ "role": "user", "content": "Hi who are you"}] +) +``` ## Deploy Router From 4ba809b8357e113b8387991c4abd2758fbb2fdf6 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?S=C3=A9bastien=20Campion?= Date: Sat, 27 Jan 2024 19:16:53 +0100 Subject: [PATCH 387/499] Allow optional usage of the tls encryption for SMTPA For local dev, a local SMTP server like mailhog is useful and allow to manually manage user creation --- litellm/proxy/utils.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 713f117cab..754b8a053a 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1022,7 +1022,8 @@ async def send_email(sender_name, sender_email, receiver_email, subject, html): print_verbose(f"SMTP Connection Init") # Establish a secure connection with the SMTP server with smtplib.SMTP(smtp_host, smtp_port) as server: - server.starttls() + if os.getenv("SMTP_TLS", 'True') != "False": + server.starttls() # Login to your email account server.login(smtp_username, smtp_password) From af8b35d5565bbbbca9ebb0a672f50d6d6faa28c9 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sat, 27 Jan 2024 12:12:48 -0800 Subject: [PATCH 388/499] build(ui/litellm-dashboard): initial commit of litellm dashboard --- ui/litellm-dashboard/.eslintrc.json | 3 + ui/litellm-dashboard/README.md | 36 + ui/litellm-dashboard/next.config.mjs | 4 + ui/litellm-dashboard/package-lock.json | 5154 +++++++++++++++++ ui/litellm-dashboard/package.json | 33 + ui/litellm-dashboard/postcss.config.js | 6 + ui/litellm-dashboard/public/next.svg | 1 + ui/litellm-dashboard/public/vercel.svg | 1 + ui/litellm-dashboard/src/app/favicon.ico | Bin 0 -> 25931 bytes ui/litellm-dashboard/src/app/globals.css | 33 + ui/litellm-dashboard/src/app/layout.tsx | 22 + ui/litellm-dashboard/src/app/page.tsx | 22 + .../src/components/create_key_button.tsx | 21 + .../src/components/navbar.tsx | 26 + .../src/components/view_key_table.tsx | 81 + ui/litellm-dashboard/tailwind.config.js | 130 + ui/litellm-dashboard/tailwind.config.ts | 129 + ui/litellm-dashboard/tsconfig.json | 26 + ui/package-lock.json | 1972 +++++++ ui/package.json | 10 + 20 files changed, 7710 insertions(+) create mode 100644 ui/litellm-dashboard/.eslintrc.json create mode 100644 ui/litellm-dashboard/README.md create mode 100644 ui/litellm-dashboard/next.config.mjs create mode 100644 ui/litellm-dashboard/package-lock.json create mode 100644 ui/litellm-dashboard/package.json create mode 100644 ui/litellm-dashboard/postcss.config.js create mode 100644 ui/litellm-dashboard/public/next.svg create mode 100644 ui/litellm-dashboard/public/vercel.svg create mode 100644 ui/litellm-dashboard/src/app/favicon.ico create mode 100644 ui/litellm-dashboard/src/app/globals.css create mode 100644 ui/litellm-dashboard/src/app/layout.tsx create mode 100644 ui/litellm-dashboard/src/app/page.tsx create mode 100644 ui/litellm-dashboard/src/components/create_key_button.tsx create mode 100644 ui/litellm-dashboard/src/components/navbar.tsx create mode 100644 ui/litellm-dashboard/src/components/view_key_table.tsx create mode 100644 ui/litellm-dashboard/tailwind.config.js create mode 100644 ui/litellm-dashboard/tailwind.config.ts create mode 100644 ui/litellm-dashboard/tsconfig.json create mode 100644 ui/package-lock.json create mode 100644 ui/package.json diff --git a/ui/litellm-dashboard/.eslintrc.json b/ui/litellm-dashboard/.eslintrc.json new file mode 100644 index 0000000000..bffb357a71 --- /dev/null +++ b/ui/litellm-dashboard/.eslintrc.json @@ -0,0 +1,3 @@ +{ + "extends": "next/core-web-vitals" +} diff --git a/ui/litellm-dashboard/README.md b/ui/litellm-dashboard/README.md new file mode 100644 index 0000000000..c4033664f8 --- /dev/null +++ b/ui/litellm-dashboard/README.md @@ -0,0 +1,36 @@ +This is a [Next.js](https://nextjs.org/) project bootstrapped with [`create-next-app`](https://github.com/vercel/next.js/tree/canary/packages/create-next-app). + +## Getting Started + +First, run the development server: + +```bash +npm run dev +# or +yarn dev +# or +pnpm dev +# or +bun dev +``` + +Open [http://localhost:3000](http://localhost:3000) with your browser to see the result. + +You can start editing the page by modifying `app/page.tsx`. The page auto-updates as you edit the file. + +This project uses [`next/font`](https://nextjs.org/docs/basic-features/font-optimization) to automatically optimize and load Inter, a custom Google Font. + +## Learn More + +To learn more about Next.js, take a look at the following resources: + +- [Next.js Documentation](https://nextjs.org/docs) - learn about Next.js features and API. +- [Learn Next.js](https://nextjs.org/learn) - an interactive Next.js tutorial. + +You can check out [the Next.js GitHub repository](https://github.com/vercel/next.js/) - your feedback and contributions are welcome! + +## Deploy on Vercel + +The easiest way to deploy your Next.js app is to use the [Vercel Platform](https://vercel.com/new?utm_medium=default-template&filter=next.js&utm_source=create-next-app&utm_campaign=create-next-app-readme) from the creators of Next.js. + +Check out our [Next.js deployment documentation](https://nextjs.org/docs/deployment) for more details. diff --git 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b/ui/litellm-dashboard/src/app/globals.css @@ -0,0 +1,33 @@ +@tailwind base; +@tailwind components; +@tailwind utilities; + +:root { + --foreground-rgb: 0, 0, 0; + --background-start-rgb: 214, 219, 220; + --background-end-rgb: 255, 255, 255; +} + +/* @media (prefers-color-scheme: dark) { + :root { + --foreground-rgb: 255, 255, 255; + --background-start-rgb: 0, 0, 0; + --background-end-rgb: 0, 0, 0; + } +} */ + +body { + color: rgb(var(--foreground-rgb)); + background: linear-gradient( + to bottom, + transparent, + rgb(var(--background-end-rgb)) + ) + rgb(var(--background-start-rgb)); +} + +@layer utilities { + .text-balance { + text-wrap: balance; + } +} diff --git a/ui/litellm-dashboard/src/app/layout.tsx b/ui/litellm-dashboard/src/app/layout.tsx new file mode 100644 index 0000000000..3314e4780a --- /dev/null +++ b/ui/litellm-dashboard/src/app/layout.tsx @@ -0,0 +1,22 @@ +import type { Metadata } from "next"; +import { Inter } from "next/font/google"; +import "./globals.css"; + +const inter = Inter({ subsets: ["latin"] }); + +export const metadata: Metadata = { + title: "Create Next App", + description: "Generated by create next app", +}; + +export default function RootLayout({ + children, +}: Readonly<{ + children: React.ReactNode; +}>) { + return ( + + {children} + + ); +} diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx new file mode 100644 index 0000000000..ac8ce4ad5c --- /dev/null +++ b/ui/litellm-dashboard/src/app/page.tsx @@ -0,0 +1,22 @@ +import React from 'react'; +import CreateKey from "../components/create_key_button" +import ViewKeyTable from "../components/view_key_table" +import Navbar from "../components/navbar" +import { Grid, Col } from "@tremor/react"; + +const CreateKeyPage = () => { + + return ( +

+ ); +}; + +export default CreateKeyPage; \ No newline at end of file diff --git a/ui/litellm-dashboard/src/components/create_key_button.tsx b/ui/litellm-dashboard/src/components/create_key_button.tsx new file mode 100644 index 0000000000..2dfc6b1d83 --- /dev/null +++ b/ui/litellm-dashboard/src/components/create_key_button.tsx @@ -0,0 +1,21 @@ +'use client'; + +import React from 'react'; +import { Button, TextInput } from '@tremor/react'; + +import { Card, Metric, Text } from "@tremor/react"; + +export default function CreateKey() { + const handleClick = () => { + console.log('Hello World'); + }; + + return ( + // + // Key Name + // + + // + + ); +} \ No newline at end of file diff --git a/ui/litellm-dashboard/src/components/navbar.tsx b/ui/litellm-dashboard/src/components/navbar.tsx new file mode 100644 index 0000000000..ebba1e2098 --- /dev/null +++ b/ui/litellm-dashboard/src/components/navbar.tsx @@ -0,0 +1,26 @@ +import Link from 'next/link'; +import Image from 'next/image' +import React, { useState } from 'react'; +function Navbar() { + return ( + + ) +} + +export default Navbar; \ No newline at end of file diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx new file mode 100644 index 0000000000..ecf5a4329f --- /dev/null +++ b/ui/litellm-dashboard/src/components/view_key_table.tsx @@ -0,0 +1,81 @@ +'use client'; +import { StatusOnlineIcon } from "@heroicons/react/outline"; +import { + Badge, + Card, + Table, + TableBody, + TableCell, + TableHead, + TableHeaderCell, + TableRow, + Text, + Title, +} from "@tremor/react"; + +const data = [ + { + key_alias: "my test key", + key_name: "sk-...hd74", + spend: 23.0, + expires: "active", + token: "23902dwojd90" + }, + { + key_alias: "my test key", + key_name: "sk-...hd74", + spend: 23.0, + expires: "active", + token: "23902dwojd90" + }, + { + key_alias: "my test key", + key_name: "sk-...hd74", + spend: 23.0, + expires: "active", + token: "23902dwojd90" + }, + { + key_alias: "my test key", + key_name: "sk-...hd74", + spend: 23.0, + expires: "active", + token: "23902dwojd90" + }, +]; + +export default function ViewKeyTable() { + + return ( + + API Keys + + + + Alias + Secret Key + Spend + Status + + + + {data.map((item) => ( + + {item.key_alias} + + {item.key_name} + + + {item.spend} + + + + {item.expires} + + + + ))} + +
+ +)}; \ No newline at end of file diff --git a/ui/litellm-dashboard/tailwind.config.js b/ui/litellm-dashboard/tailwind.config.js new file mode 100644 index 0000000000..30bb4ff85e --- /dev/null +++ b/ui/litellm-dashboard/tailwind.config.js @@ -0,0 +1,130 @@ +/** @type {import('tailwindcss').Config} */ + +const colors = require("tailwindcss/colors"); +module.exports = { + content: [ + "./src/**/*.{js,ts,jsx,tsx}", + "./node_modules/@tremor/**/*.{js,ts,jsx,tsx}", + ], + darkMode: "class", + theme: { + transparent: "transparent", + current: "currentColor", + extend: { + colors: { + // light mode + tremor: { + brand: { + faint: colors.blue[50], + muted: colors.blue[200], + subtle: colors.blue[400], + DEFAULT: colors.blue[500], + emphasis: colors.blue[700], + inverted: colors.white, + }, + background: { + muted: colors.gray[50], + subtle: colors.gray[100], + DEFAULT: colors.white, + emphasis: colors.gray[700], + }, + border: { + DEFAULT: colors.gray[200], + }, + ring: { + DEFAULT: colors.gray[200], + }, + content: { + subtle: colors.gray[400], + DEFAULT: colors.gray[500], + emphasis: colors.gray[700], + strong: colors.gray[900], + inverted: colors.white, + }, + }, + // dark mode + "dark-tremor": { + brand: { + faint: "#0B1229", + muted: colors.blue[950], + subtle: colors.blue[800], + DEFAULT: colors.blue[500], + emphasis: colors.blue[400], + inverted: colors.blue[950], + }, + background: { + muted: "#131A2B", + subtle: colors.gray[800], + DEFAULT: colors.gray[900], + emphasis: colors.gray[300], + }, + border: { + DEFAULT: colors.gray[700], + }, + ring: { + DEFAULT: colors.gray[800], + }, + content: { + subtle: colors.gray[600], + DEFAULT: colors.gray[500], + emphasis: colors.gray[200], + strong: colors.gray[50], + inverted: colors.gray[950], + }, + }, + }, + boxShadow: { + // light + "tremor-input": "0 1px 2px 0 rgb(0 0 0 / 0.05)", + "tremor-card": "0 1px 3px 0 rgb(0 0 0 / 0.1), 0 1px 2px -1px rgb(0 0 0 / 0.1)", + "tremor-dropdown": "0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1)", + // dark + "dark-tremor-input": "0 1px 2px 0 rgb(0 0 0 / 0.05)", + "dark-tremor-card": "0 1px 3px 0 rgb(0 0 0 / 0.1), 0 1px 2px -1px rgb(0 0 0 / 0.1)", + "dark-tremor-dropdown": "0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1)", + }, + borderRadius: { + "tremor-small": "0.375rem", + "tremor-default": "0.5rem", + "tremor-full": "9999px", + }, + fontSize: { + "tremor-label": ["0.75rem", { lineHeight: "1rem" }], + "tremor-default": ["0.875rem", { lineHeight: "1.25rem" }], + "tremor-title": ["1.125rem", { lineHeight: "1.75rem" }], + "tremor-metric": ["1.875rem", { lineHeight: "2.25rem" }], + }, + }, + }, + safelist: [ + { + pattern: + /^(bg-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + variants: ["hover", "ui-selected"], + }, + { + pattern: + /^(text-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + variants: ["hover", "ui-selected"], + }, + { + pattern: + /^(border-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + variants: ["hover", "ui-selected"], + }, + { + pattern: + /^(ring-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + }, + { + pattern: + /^(stroke-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + }, + { + pattern: + /^(fill-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + }, + ], + plugins: [require('@headlessui/tailwindcss'), require('@tailwindcss/forms')], + +}; \ No newline at end of file diff --git a/ui/litellm-dashboard/tailwind.config.ts b/ui/litellm-dashboard/tailwind.config.ts new file mode 100644 index 0000000000..2faf821529 --- /dev/null +++ b/ui/litellm-dashboard/tailwind.config.ts @@ -0,0 +1,129 @@ +/** @type {import('tailwindcss').Config} */ + +const colors = require("tailwindcss/colors"); +module.exports = { + content: [ + "./src/**/*.{js,ts,jsx,tsx}", + "./node_modules/@tremor/**/*.{js,ts,jsx,tsx}", + ], + theme: { + transparent: "transparent", + current: "currentColor", + extend: { + colors: { + // light mode + tremor: { + brand: { + faint: colors.blue[50], + muted: colors.blue[200], + subtle: colors.blue[400], + DEFAULT: colors.blue[500], + emphasis: colors.blue[700], + inverted: colors.white, + }, + background: { + muted: colors.gray[50], + subtle: colors.gray[100], + DEFAULT: colors.white, + emphasis: colors.gray[700], + }, + border: { + DEFAULT: colors.gray[200], + }, + ring: { + DEFAULT: colors.gray[200], + }, + content: { + subtle: colors.gray[400], + DEFAULT: colors.gray[500], + emphasis: colors.gray[700], + strong: colors.gray[900], + inverted: colors.white, + }, + }, + // dark mode + "dark-tremor": { + brand: { + faint: "#0B1229", + muted: colors.blue[950], + subtle: colors.blue[800], + DEFAULT: colors.blue[500], + emphasis: colors.blue[400], + inverted: colors.blue[950], + }, + background: { + muted: "#131A2B", + subtle: colors.gray[800], + DEFAULT: colors.gray[900], + emphasis: colors.gray[300], + }, + border: { + DEFAULT: colors.gray[700], + }, + ring: { + DEFAULT: colors.gray[800], + }, + content: { + subtle: colors.gray[600], + DEFAULT: colors.gray[500], + emphasis: colors.gray[200], + strong: colors.gray[50], + inverted: colors.gray[950], + }, + }, + }, + boxShadow: { + // light + "tremor-input": "0 1px 2px 0 rgb(0 0 0 / 0.05)", + "tremor-card": "0 1px 3px 0 rgb(0 0 0 / 0.1), 0 1px 2px -1px rgb(0 0 0 / 0.1)", + "tremor-dropdown": "0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1)", + // dark + "dark-tremor-input": "0 1px 2px 0 rgb(0 0 0 / 0.05)", + "dark-tremor-card": "0 1px 3px 0 rgb(0 0 0 / 0.1), 0 1px 2px -1px rgb(0 0 0 / 0.1)", + "dark-tremor-dropdown": "0 4px 6px -1px rgb(0 0 0 / 0.1), 0 2px 4px -2px rgb(0 0 0 / 0.1)", + }, + borderRadius: { + "tremor-small": "0.375rem", + "tremor-default": "0.5rem", + "tremor-full": "9999px", + }, + fontSize: { + "tremor-label": ["0.75rem", { lineHeight: "1rem" }], + "tremor-default": ["0.875rem", { lineHeight: "1.25rem" }], + "tremor-title": ["1.125rem", { lineHeight: "1.75rem" }], + "tremor-metric": ["1.875rem", { lineHeight: "2.25rem" }], + }, + }, + }, + safelist: [ + { + pattern: + /^(bg-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + variants: ["hover", "ui-selected"], + }, + { + pattern: + /^(text-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + variants: ["hover", "ui-selected"], + }, + { + pattern: + /^(border-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + variants: ["hover", "ui-selected"], + }, + { + pattern: + /^(ring-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + }, + { + pattern: + /^(stroke-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + }, + { + pattern: + /^(fill-(?:slate|gray|zinc|neutral|stone|red|orange|amber|yellow|lime|green|emerald|teal|cyan|sky|blue|indigo|violet|purple|fuchsia|pink|rose)-(?:50|100|200|300|400|500|600|700|800|900|950))$/, + }, + ], + plugins: [require('@headlessui/tailwindcss'), require('@tailwindcss/forms')], + darkMode: "class" +}; \ No newline at end of file diff --git a/ui/litellm-dashboard/tsconfig.json b/ui/litellm-dashboard/tsconfig.json new file mode 100644 index 0000000000..7b28589304 --- /dev/null +++ b/ui/litellm-dashboard/tsconfig.json @@ -0,0 +1,26 @@ +{ + "compilerOptions": { + "lib": ["dom", "dom.iterable", "esnext"], + "allowJs": true, + "skipLibCheck": true, + "strict": true, + "noEmit": true, + "esModuleInterop": true, + "module": "esnext", + "moduleResolution": "bundler", + 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Krrish Dholakia Date: Sat, 27 Jan 2024 13:48:35 -0800 Subject: [PATCH 389/499] build(ui/litellm_dashboard_v_2): allow app owner to create keys and view their keys --- litellm/proxy/proxy_cli.py | 26 ++-- litellm/proxy/proxy_server.py | 14 ++- litellm/utils.py | 1 - ui/litellm-dashboard/src/app/page.tsx | 23 ++-- .../src/components/create_key_button.tsx | 43 +++++-- .../src/components/networking.tsx | 65 ++++++++++ .../src/components/user_dashboard.tsx | 42 +++++++ .../src/components/view_key_table.tsx | 116 ++++++++++++------ 8 files changed, 249 insertions(+), 81 deletions(-) create mode 100644 ui/litellm-dashboard/src/components/networking.tsx create mode 100644 ui/litellm-dashboard/src/components/user_dashboard.tsx diff --git a/litellm/proxy/proxy_cli.py b/litellm/proxy/proxy_cli.py index 584ad98c18..6583dbed14 100644 --- a/litellm/proxy/proxy_cli.py +++ b/litellm/proxy/proxy_cli.py @@ -190,17 +190,27 @@ def run_server( global feature_telemetry args = locals() if local: - from proxy_server import app, save_worker_config, usage_telemetry + from proxy_server import app, save_worker_config, usage_telemetry, ProxyConfig else: try: - from .proxy_server import app, save_worker_config, usage_telemetry + from .proxy_server import ( + app, + save_worker_config, + usage_telemetry, + ProxyConfig, + ) except ImportError as e: if "litellm[proxy]" in str(e): # user is missing a proxy dependency, ask them to pip install litellm[proxy] raise e else: # this is just a local/relative import error, user git cloned litellm - from proxy_server import app, save_worker_config, usage_telemetry + from proxy_server import ( + app, + save_worker_config, + usage_telemetry, + ProxyConfig, + ) feature_telemetry = usage_telemetry if version == True: pkg_version = importlib.metadata.version("litellm") @@ -373,16 +383,16 @@ def run_server( read from there and save it to os.env['DATABASE_URL'] """ try: - import yaml + import yaml, asyncio except: raise ImportError( "yaml needs to be imported. Run - `pip install 'litellm[proxy]'`" ) - if os.path.exists(config): - with open(config, "r") as config_file: - config = yaml.safe_load(config_file) - general_settings = config.get("general_settings", {}) + proxy_config = ProxyConfig() + _, _, general_settings = asyncio.run( + proxy_config.load_config(router=None, config_file_path=config) + ) database_url = general_settings.get("database_url", None) if database_url and database_url.startswith("os.environ/"): original_dir = os.getcwd() diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4a854ec761..0a17b8ecde 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -515,11 +515,15 @@ async def user_api_key_auth( ) if ( - (route.startswith("/key/") or route.startswith("/user/")) - or route.startswith("/model/") - and not is_master_key_valid - and general_settings.get("allow_user_auth", False) != True + ( + route.startswith("/key/") + or route.startswith("/user/") + or route.startswith("/model/") + ) + and (not is_master_key_valid) + and (not general_settings.get("allow_user_auth", False)) ): + assert not general_settings.get("allow_user_auth", False) if route == "/key/info": # check if user can access this route query_params = request.query_params @@ -546,7 +550,7 @@ async def user_api_key_auth( pass else: raise Exception( - f"If master key is set, only master key can be used to generate, delete, update or get info for new keys/users" + f"only master key can be used to generate, delete, update or get info for new keys/users." ) return UserAPIKeyAuth(api_key=api_key, **valid_token_dict) diff --git a/litellm/utils.py b/litellm/utils.py index ed86f2fae9..bbc4e651cc 100644 --- a/litellm/utils.py +++ b/litellm/utils.py @@ -2190,7 +2190,6 @@ def client(original_function): result = original_function(*args, **kwargs) end_time = datetime.datetime.now() if "stream" in kwargs and kwargs["stream"] == True: - # TODO: Add to cache for streaming if ( "complete_response" in kwargs and kwargs["complete_response"] == True diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx index ac8ce4ad5c..ad5f35227b 100644 --- a/ui/litellm-dashboard/src/app/page.tsx +++ b/ui/litellm-dashboard/src/app/page.tsx @@ -1,22 +1,13 @@ -import React from 'react'; -import CreateKey from "../components/create_key_button" -import ViewKeyTable from "../components/view_key_table" -import Navbar from "../components/navbar" -import { Grid, Col } from "@tremor/react"; - +import React from "react"; +import Navbar from "../components/navbar"; +import UserDashboard from "../components/user_dashboard"; const CreateKeyPage = () => { - return ( -
- - - - - - - +
+ +
); }; -export default CreateKeyPage; \ No newline at end of file +export default CreateKeyPage; diff --git a/ui/litellm-dashboard/src/components/create_key_button.tsx b/ui/litellm-dashboard/src/components/create_key_button.tsx index 2dfc6b1d83..f785b0b802 100644 --- a/ui/litellm-dashboard/src/components/create_key_button.tsx +++ b/ui/litellm-dashboard/src/components/create_key_button.tsx @@ -1,21 +1,40 @@ -'use client'; +"use client"; -import React from 'react'; -import { Button, TextInput } from '@tremor/react'; +import React, { use } from "react"; +import { Button, TextInput } from "@tremor/react"; import { Card, Metric, Text } from "@tremor/react"; +import { createKeyCall } from "./networking"; +// Define the props type +interface CreateKeyProps { + userID: string; + accessToken: string; + proxyBaseUrl: string; +} -export default function CreateKey() { +const CreateKey: React.FC = ({ + userID, + accessToken, + proxyBaseUrl, +}) => { const handleClick = () => { - console.log('Hello World'); + console.log("Hello World"); }; return ( - // - // Key Name - // - - // - + ); -} \ No newline at end of file +}; + +export default CreateKey; diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx new file mode 100644 index 0000000000..a8534b662d --- /dev/null +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -0,0 +1,65 @@ +/** + * Helper file for calls being made to proxy + */ + +export const createKeyCall = async ( + proxyBaseUrl: String, + accessToken: String, + userID: String +) => { + try { + const response = await fetch(`${proxyBaseUrl}/key/generate`, { + method: "POST", + headers: { + Authorization: `Bearer ${accessToken}`, + "Content-Type": "application/json", + }, + body: JSON.stringify({ + team_id: "core-infra-4", + max_budget: 10, + user_id: userID, + }), + }); + + if (!response.ok) { + throw new Error("Network response was not ok"); + } + + const data = await response.json(); + console.log(data); + // Handle success - you might want to update some state or UI based on the created key + } catch (error) { + console.error("Failed to create key:", error); + } +}; + +export const userInfoCall = async ( + proxyBaseUrl: String, + accessToken: String, + userID: String +) => { + try { + const response = await fetch( + `${proxyBaseUrl}/user/info?user_id=${userID}`, + { + method: "GET", + headers: { + Authorization: `Bearer ${accessToken}`, + "Content-Type": "application/json", + }, + } + ); + + if (!response.ok) { + throw new Error("Network response was not ok"); + } + + const data = await response.json(); + console.log(data); + return data; + // Handle success - you might want to update some state or UI based on the created key + } catch (error) { + console.error("Failed to create key:", error); + throw error; + } +}; diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx new file mode 100644 index 0000000000..c7acd36407 --- /dev/null +++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx @@ -0,0 +1,42 @@ +"use client"; +import React from "react"; +import { Grid, Col, Card, Text } from "@tremor/react"; +import CreateKey from "./create_key_button"; +import ViewKeyTable from "./view_key_table"; +import { useSearchParams } from "next/navigation"; + +export default function UserDashboard() { + const searchParams = useSearchParams(); + const userID = searchParams.get("userID"); + const accessToken = searchParams.get("accessToken"); + const proxyBaseUrl = searchParams.get("proxyBaseUrl"); + + if (userID == null || accessToken == null || proxyBaseUrl == null) { + return ( + + Login to create/delete keys + + ); + } + + return ( + + + + + + + ); +} diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx index ecf5a4329f..50ef6a5348 100644 --- a/ui/litellm-dashboard/src/components/view_key_table.tsx +++ b/ui/litellm-dashboard/src/components/view_key_table.tsx @@ -1,4 +1,6 @@ -'use client'; +"use client"; +import React, { useEffect, useState } from "react"; +import { userInfoCall } from "./networking"; import { StatusOnlineIcon } from "@heroicons/react/outline"; import { Badge, @@ -13,69 +15,105 @@ import { Title, } from "@tremor/react"; +// Define the props type +interface ViewKeyTableProps { + userID: string; + accessToken: string; + proxyBaseUrl: string; +} + const data = [ { key_alias: "my test key", key_name: "sk-...hd74", spend: 23.0, expires: "active", - token: "23902dwojd90" + token: "23902dwojd90", }, { key_alias: "my test key", key_name: "sk-...hd74", spend: 23.0, expires: "active", - token: "23902dwojd90" + token: "23902dwojd90", }, { key_alias: "my test key", key_name: "sk-...hd74", spend: 23.0, expires: "active", - token: "23902dwojd90" + token: "23902dwojd90", }, { key_alias: "my test key", key_name: "sk-...hd74", spend: 23.0, expires: "active", - token: "23902dwojd90" + token: "23902dwojd90", }, ]; -export default function ViewKeyTable() { - - return ( - - API Keys - - - - Alias - Secret Key - Spend - Status - - - - {data.map((item) => ( - - {item.key_alias} - - {item.key_name} - - - {item.spend} - - - - {item.expires} - - +const ViewKeyTable: React.FC = ({ + userID, + accessToken, + proxyBaseUrl, +}) => { + const [data, setData] = useState(null); // State to store the data from the API + + useEffect(() => { + const fetchData = async () => { + try { + const response = await userInfoCall( + (proxyBaseUrl = proxyBaseUrl), + (accessToken = accessToken), + (userID = userID) + ); + setData(response["keys"]); // Update state with the fetched data + } catch (error) { + console.error("There was an error fetching the data", error); + // Optionally, update your UI to reflect the error state + } + }; + + fetchData(); // Call the async function to fetch data + }, []); // Empty dependency array + + if (data == null) { + return; + } + return ( + + API Keys +
+ + + Alias + Secret Key + Spend + Status - ))} - -
- -)}; \ No newline at end of file + + + {data.map((item) => ( + + {item.key_alias} + + {item.key_name} + + + {item.spend} + + + + {item.expires} + + + + ))} + + + + ); +}; + +export default ViewKeyTable; From 1a8dee372ae986cb7e0d3721b3847e909f4be31a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 13:57:04 -0800 Subject: [PATCH 390/499] (feat) add google login to litellm proxy --- litellm/proxy/proxy_server.py | 65 +++++++++++++++++++++++++++++++++++ 1 file changed, 65 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d9b8fcce2d..ac1dbcc241 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -104,6 +104,7 @@ from fastapi.responses import ( ORJSONResponse, JSONResponse, ) +from fastapi.responses import RedirectResponse from fastapi.middleware.cors import CORSMiddleware from fastapi.security.api_key import APIKeyHeader import json @@ -2856,6 +2857,70 @@ async def user_auth(request: Request): return "Email sent!" +@app.get("/google-login", tags=["experimental"]) +async def google_login(): + GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" + GOOGLE_CLIENT_ID = ( + "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + ) + google_auth_url = f"https://accounts.google.com/o/oauth2/auth?client_id={GOOGLE_CLIENT_ID}&redirect_uri={GOOGLE_REDIRECT_URI}&response_type=code&scope=openid%20profile%20email" + return RedirectResponse(url=google_auth_url) + + +@app.get("/google-callback", tags=["experimental"]) +async def google_callback(code: str): + import httpx + + GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" + GOOGLE_CLIENT_ID = ( + "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + ) + # Exchange code for access token + async with httpx.AsyncClient() as client: + token_url = f"https://oauth2.googleapis.com/token" + data = { + "code": code, + "client_id": GOOGLE_CLIENT_ID, + "client_secret": "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", + "redirect_uri": GOOGLE_REDIRECT_URI, + "grant_type": "authorization_code", + } + response = await client.post(token_url, data=data) + + # Process the response, extract user info, etc. + if response.status_code == 200: + access_token = response.json()["access_token"] + + # Fetch user info using the access token + async with httpx.AsyncClient() as client: + user_info_url = "https://www.googleapis.com/oauth2/v1/userinfo" + headers = {"Authorization": f"Bearer {access_token}"} + user_info_response = await client.get(user_info_url, headers=headers) + + # Process user info response + if user_info_response.status_code == 200: + user_info = user_info_response.json() + user_email = user_info.get("email") + user_name = user_info.get("name") + + # we can use user_email on litellm proxy now + + # TODO: Handle user info as needed, for example, store it in a database, authenticate the user, etc. + return JSONResponse( + content={"user_email": user_email, "user_name": user_name}, + status_code=200, + ) + else: + # Handle user info retrieval error + raise HTTPException( + status_code=user_info_response.status_code, + detail=user_info_response.text, + ) + else: + # Handle the error from the token exchange + raise HTTPException(status_code=response.status_code, detail=response.text) + + @router.get( "/user/info", tags=["user management"], dependencies=[Depends(user_api_key_auth)] ) From 180a1a7f9c730a66fad297d9caaa780c6b1e4ec0 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 14:17:03 -0800 Subject: [PATCH 391/499] (fix) return dict response --- litellm/proxy/proxy_server.py | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ac1dbcc241..749705157c 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2867,7 +2867,7 @@ async def google_login(): return RedirectResponse(url=google_auth_url) -@app.get("/google-callback", tags=["experimental"]) +@app.get("/google-callback", tags=["experimental"], response_model=GenerateKeyResponse) async def google_callback(code: str): import httpx @@ -2906,10 +2906,16 @@ async def google_callback(code: str): # we can use user_email on litellm proxy now # TODO: Handle user info as needed, for example, store it in a database, authenticate the user, etc. - return JSONResponse( - content={"user_email": user_email, "user_name": user_name}, - status_code=200, + response = await generate_key_helper_fn( + **{"duration": "24hr", "models": [], "aliases": {}, "config": {}, "spend": 0, "user_id": user_email, "team_id": "litellm-dashboard"} # type: ignore ) + + key = response["token"] # type: ignore + user_id = response["user_id"] # type: ignore + { + "key": key, + "user_id": user_id, + } else: # Handle user info retrieval error raise HTTPException( From a7bbc0de0ff5bf4d3801ba73957600629146323d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 14:19:11 -0800 Subject: [PATCH 392/499] (fix) google-login auth flow proxy --- litellm/proxy/proxy_server.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 749705157c..61103e079c 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2912,10 +2912,10 @@ async def google_callback(code: str): key = response["token"] # type: ignore user_id = response["user_id"] # type: ignore - { - "key": key, - "user_id": user_id, - } + return JSONResponse( + content={"key": key, "user_id": user_id}, status_code=200 + ) + else: # Handle user info retrieval error raise HTTPException( From 8d3e818fb15fe259593c60a49e4596bc57075d31 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:36:30 -0800 Subject: [PATCH 393/499] Update Dockerfile --- Dockerfile | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index e18d5d9795..5c0c4ad36d 100644 --- a/Dockerfile +++ b/Dockerfile @@ -47,9 +47,13 @@ COPY --from=builder /wheels/ /wheels/ # Install the built wheel using pip; again using a wildcard if it's the only file RUN pip install *.whl /wheels/* --no-index --find-links=/wheels/ && rm -f *.whl && rm -rf /wheels +# Generate prisma client +RUN prisma generate RUN chmod +x entrypoint.sh EXPOSE 4000/tcp +# # Set your entrypoint and command + ENTRYPOINT ["litellm"] -CMD ["--port", "4000", "--config", "./proxy_server_config.yaml", "--detailed_debug"] \ No newline at end of file +CMD ["--port", "4000"] From ad6607b530fd698e479e737d5e09517da6d6a81e Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:37:38 -0800 Subject: [PATCH 394/499] Update Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 5c0c4ad36d..8bc6e57838 100644 --- a/Dockerfile +++ b/Dockerfile @@ -55,5 +55,5 @@ EXPOSE 4000/tcp # # Set your entrypoint and command -ENTRYPOINT ["litellm"] +ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From 4a98104af343cd0f529ce157ab140ec203ab01f5 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:43:50 -0800 Subject: [PATCH 395/499] Update Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 8bc6e57838..897736bb59 100644 --- a/Dockerfile +++ b/Dockerfile @@ -55,5 +55,5 @@ EXPOSE 4000/tcp # # Set your entrypoint and command -ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] +ENTRYPOINT ["python3 litellm/litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From 18906e6aff2ad04ead94f522794450536998bbf8 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:57:41 -0800 Subject: [PATCH 396/499] Update Dockerfile --- Dockerfile | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/Dockerfile b/Dockerfile index 897736bb59..ac7b21e5c1 100644 --- a/Dockerfile +++ b/Dockerfile @@ -54,6 +54,10 @@ RUN chmod +x entrypoint.sh EXPOSE 4000/tcp # # Set your entrypoint and command +RUN echo "app contents" + +# List contents of /app +RUN ls -la /app ENTRYPOINT ["python3 litellm/litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From 7f2e4036d6e16faaa21b6d2d93b28b4d265a7d56 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:59:36 -0800 Subject: [PATCH 397/499] Update Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index ac7b21e5c1..de47b60195 100644 --- a/Dockerfile +++ b/Dockerfile @@ -59,5 +59,5 @@ RUN echo "app contents" # List contents of /app RUN ls -la /app -ENTRYPOINT ["python3 litellm/litellm/proxy/proxy_cli.py"] +ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From 6b0024a7d3fa3ae775b817302fbee334b72fd4c4 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 15:01:02 -0800 Subject: [PATCH 398/499] Update Dockerfile --- Dockerfile | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index de47b60195..39d88d4ebf 100644 --- a/Dockerfile +++ b/Dockerfile @@ -59,5 +59,7 @@ RUN echo "app contents" # List contents of /app RUN ls -la /app -ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] + +ENTRYPOINT ["python3", "/app/litellm/proxy/proxy_cli.py"] + CMD ["--port", "4000"] From 28580306c0473a147dff51b36edbf84e37d9b93f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:02:50 -0800 Subject: [PATCH 399/499] =?UTF-8?q?bump:=20version=201.20.0=20=E2=86=92=20?= =?UTF-8?q?1.20.1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 744263c69a..d46b85ea23 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.20.0" +version = "1.20.1" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.20.0" +version = "1.20.1" version_files = [ "pyproject.toml:^version" ] From 020b1ec7568a02359fefa201e9361b963192785e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:13:43 -0800 Subject: [PATCH 400/499] (fix) use dynamic redirect urls --- litellm/proxy/proxy_server.py | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 61103e079c..6b5502b3c2 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2858,8 +2858,11 @@ async def user_auth(request: Request): @app.get("/google-login", tags=["experimental"]) -async def google_login(): - GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" +async def google_login(request: Request): + scheme = request.url.scheme + host = request.url.hostname + port = request.url.port or 4000 + GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) @@ -2868,10 +2871,14 @@ async def google_login(): @app.get("/google-callback", tags=["experimental"], response_model=GenerateKeyResponse) -async def google_callback(code: str): +async def google_callback(code: str, request: Request): import httpx - GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" + scheme = request.url.scheme + host = request.url.hostname + port = request.url.port or 4000 + + GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) From dc78d16d055b2a6895dace5c9c1ce70933312bfb Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:25:00 -0800 Subject: [PATCH 401/499] (fix) auth google --- litellm/proxy/proxy_server.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 6b5502b3c2..3da2e40e3f 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2875,8 +2875,10 @@ async def google_callback(code: str, request: Request): import httpx scheme = request.url.scheme - host = request.url.hostname + host = request.url.hostname or "localhost" port = request.url.port or 4000 + if "localhost" not in host: + scheme = "https" GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( From b522edcdf1f097b1668fed3d7e4e4f0392165d2b Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 15:36:52 -0800 Subject: [PATCH 402/499] Update proxy_server.py --- litellm/proxy/proxy_server.py | 2 ++ 1 file changed, 2 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 3da2e40e3f..10748042ca 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2862,6 +2862,8 @@ async def google_login(request: Request): scheme = request.url.scheme host = request.url.hostname port = request.url.port or 4000 + if "localhost" not in host: + scheme = "https" GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" From 3699df2b31fdab3c97e75ae9e4f966dea12acadc Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:38:09 -0800 Subject: [PATCH 403/499] (fix) google auth --- litellm/proxy/proxy_server.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 3da2e40e3f..d54eb39900 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2859,9 +2859,11 @@ async def user_auth(request: Request): @app.get("/google-login", tags=["experimental"]) async def google_login(request: Request): - scheme = request.url.scheme - host = request.url.hostname + scheme = request.url.scheme or "https" + host = request.url.hostname or "localhost" port = request.url.port or 4000 + if "localhost" not in host: + scheme = "https" GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" @@ -2874,7 +2876,7 @@ async def google_login(request: Request): async def google_callback(code: str, request: Request): import httpx - scheme = request.url.scheme + scheme = request.url.scheme or "https" host = request.url.hostname or "localhost" port = request.url.port or 4000 if "localhost" not in host: From d8690e50ea3f823904258686faa2e7a31bc23729 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 16:26:12 -0800 Subject: [PATCH 404/499] Update proxy_server.py --- litellm/proxy/proxy_server.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d54eb39900..1257015282 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2864,7 +2864,7 @@ async def google_login(request: Request): port = request.url.port or 4000 if "localhost" not in host: scheme = "https" - GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" + GOOGLE_REDIRECT_URI = f"https://litellm-production-7002.up.railway.app/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) @@ -2882,7 +2882,7 @@ async def google_callback(code: str, request: Request): if "localhost" not in host: scheme = "https" - GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" + GOOGLE_REDIRECT_URI = f"https://litellm-production-7002.up.railway.app/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) From 9bd4fa40ff8592d6df14ba3161bfad2aed1c8c7e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:38:56 -0800 Subject: [PATCH 405/499] (fix) proxy use env as GOOGLE_REDIRECT_URI --- litellm/proxy/proxy_server.py | 15 ++------------- 1 file changed, 2 insertions(+), 13 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d54eb39900..4675ab0651 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2859,12 +2859,7 @@ async def user_auth(request: Request): @app.get("/google-login", tags=["experimental"]) async def google_login(request: Request): - scheme = request.url.scheme or "https" - host = request.url.hostname or "localhost" - port = request.url.port or 4000 - if "localhost" not in host: - scheme = "https" - GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" + GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) @@ -2876,13 +2871,7 @@ async def google_login(request: Request): async def google_callback(code: str, request: Request): import httpx - scheme = request.url.scheme or "https" - host = request.url.hostname or "localhost" - port = request.url.port or 4000 - if "localhost" not in host: - scheme = "https" - - GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" + GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) From 9dd857e0a6d44a9b4c2f68395e086ad357ffb3bd Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:41:11 -0800 Subject: [PATCH 406/499] (fix) endpoint name --- litellm/proxy/proxy_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4675ab0651..1154cf816d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2857,7 +2857,7 @@ async def user_auth(request: Request): return "Email sent!" -@app.get("/google-login", tags=["experimental"]) +@app.get("/google-login/key/generate", tags=["experimental"]) async def google_login(request: Request): GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( From 308351458b3ba159d80bc55f61f5fbd17eb0a60c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:47:10 -0800 Subject: [PATCH 407/499] Revert "Merge branch 'main' into main" This reverts commit a92461caa5352bd06ca40962e3bed7f36c7e669c, reversing changes made to 9dd857e0a6d44a9b4c2f68395e086ad357ffb3bd. --- Dockerfile | 14 ++------------ litellm/proxy/proxy_server.py | 2 +- 2 files changed, 3 insertions(+), 13 deletions(-) diff --git a/Dockerfile b/Dockerfile index 39d88d4ebf..e18d5d9795 100644 --- a/Dockerfile +++ b/Dockerfile @@ -47,19 +47,9 @@ COPY --from=builder /wheels/ /wheels/ # Install the built wheel using pip; again using a wildcard if it's the only file RUN pip install *.whl /wheels/* --no-index --find-links=/wheels/ && rm -f *.whl && rm -rf /wheels -# Generate prisma client -RUN prisma generate RUN chmod +x entrypoint.sh EXPOSE 4000/tcp -# # Set your entrypoint and command -RUN echo "app contents" - -# List contents of /app -RUN ls -la /app - - -ENTRYPOINT ["python3", "/app/litellm/proxy/proxy_cli.py"] - -CMD ["--port", "4000"] +ENTRYPOINT ["litellm"] +CMD ["--port", "4000", "--config", "./proxy_server_config.yaml", "--detailed_debug"] \ No newline at end of file diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 664dabd101..1154cf816d 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2859,7 +2859,6 @@ async def user_auth(request: Request): @app.get("/google-login/key/generate", tags=["experimental"]) async def google_login(request: Request): - GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" @@ -2871,6 +2870,7 @@ async def google_login(request: Request): @app.get("/google-callback", tags=["experimental"], response_model=GenerateKeyResponse) async def google_callback(code: str, request: Request): import httpx + GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" From 9d5bfa45c13dbcfdcf6b1b043165ffc85f4c8b12 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:50:53 -0800 Subject: [PATCH 408/499] (fix) use GOOGLE_REDIRECT_URI. --- litellm/proxy/proxy_server.py | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 1154cf816d..72029b4fbd 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2860,6 +2860,17 @@ async def user_auth(request: Request): @app.get("/google-login/key/generate", tags=["experimental"]) async def google_login(request: Request): GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") + if GOOGLE_REDIRECT_URI is None: + raise ProxyException( + message="GOOGLE_REDIRECT_URI not set. Set it in .env file", + type="auth_error", + param="GOOGLE_REDIRECT_URI", + code=status.HTTP_500_INTERNAL_SERVER_ERROR, + ) + if GOOGLE_REDIRECT_URI.endswith("/"): + GOOGLE_REDIRECT_URI += "google-callback" + else: + GOOGLE_REDIRECT_URI += "/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) @@ -2872,6 +2883,18 @@ async def google_callback(code: str, request: Request): import httpx GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") + if GOOGLE_REDIRECT_URI is None: + raise ProxyException( + message="GOOGLE_REDIRECT_URI not set. Set it in .env file", + type="auth_error", + param="GOOGLE_REDIRECT_URI", + code=status.HTTP_500_INTERNAL_SERVER_ERROR, + ) + # Add "/google-callback"" to your callback URL + if GOOGLE_REDIRECT_URI.endswith("/"): + GOOGLE_REDIRECT_URI += "google-callback" + else: + GOOGLE_REDIRECT_URI += "/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) From 4731f869e30f2686b62a26305e9dc038f29a25f4 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:56:17 -0800 Subject: [PATCH 409/499] (docstring) /google-login --- litellm/proxy/proxy_server.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 72029b4fbd..b6651e022f 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2859,6 +2859,13 @@ async def user_auth(request: Request): @app.get("/google-login/key/generate", tags=["experimental"]) async def google_login(request: Request): + """ + Create Proxy API Keys using Google Workspace SSO. Requires setting GOOGLE_REDIRECT_URI in .env + + GOOGLE_REDIRECT_URI should be the your deployed proxy endpoint, e.g. GOOGLE_REDIRECT_URI="https://litellm-production-7002.up.railway.app" + Example: + + """ GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") if GOOGLE_REDIRECT_URI is None: raise ProxyException( From 5ac449a5181745e0fd17f97deeec85ea69fc7a21 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 17:31:59 -0800 Subject: [PATCH 410/499] (feat) add enter proxy url screen --- .../src/components/enter_proxy_url.tsx | 44 +++++++++++++++++++ .../src/components/user_dashboard.tsx | 15 +++++++ 2 files changed, 59 insertions(+) create mode 100644 ui/litellm-dashboard/src/components/enter_proxy_url.tsx diff --git a/ui/litellm-dashboard/src/components/enter_proxy_url.tsx b/ui/litellm-dashboard/src/components/enter_proxy_url.tsx new file mode 100644 index 0000000000..7c8267cf5d --- /dev/null +++ b/ui/litellm-dashboard/src/components/enter_proxy_url.tsx @@ -0,0 +1,44 @@ +"use client"; + +import React, { use, useState } from "react"; +import { Button, TextInput } from "@tremor/react"; + +import { Card, Metric, Text } from "@tremor/react"; +import { createKeyCall } from "./networking"; +// Define the props type +interface EnterProxyUrlProps { + onUrlChange: (url: string) => void; + } + + const EnterProxyUrl: React.FC = ({ onUrlChange }) => { + const [proxyUrl, setProxyUrl] = useState(''); + + const handleUrlChange = (event: React.ChangeEvent) => { + setProxyUrl(event.target.value); + }; + + const handleSaveClick = () => { + // You can perform any additional validation or actions here + // For now, let's just pass the entered URL to the parent component + onUrlChange(proxyUrl); + }; + + return ( +
+ + Admin Configuration + + + + +
+ ); + }; + +export default EnterProxyUrl; \ No newline at end of file diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx index c7acd36407..1d337979b8 100644 --- a/ui/litellm-dashboard/src/components/user_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx @@ -3,14 +3,29 @@ import React from "react"; import { Grid, Col, Card, Text } from "@tremor/react"; import CreateKey from "./create_key_button"; import ViewKeyTable from "./view_key_table"; +import EnterProxyUrl from "./enter_proxy_url"; import { useSearchParams } from "next/navigation"; + + export default function UserDashboard() { const searchParams = useSearchParams(); const userID = searchParams.get("userID"); const accessToken = searchParams.get("accessToken"); const proxyBaseUrl = searchParams.get("proxyBaseUrl"); + const handleProxyUrlChange = (url: string) => { + // Do something with the entered proxy URL, e.g., save it in the state + console.log('Entered Proxy URL:', url); + }; + + if (proxyBaseUrl == null) { + return ( +
+ +
+ ); + } if (userID == null || accessToken == null || proxyBaseUrl == null) { return ( Date: Sat, 27 Jan 2024 17:32:30 -0800 Subject: [PATCH 411/499] (chore) gitignore --- .gitignore | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/.gitignore b/.gitignore index 77ee0fbefa..863e9c6416 100644 --- a/.gitignore +++ b/.gitignore @@ -35,3 +35,8 @@ hosted_config.yaml litellm/proxy/tests/node_modules litellm/proxy/tests/package.json litellm/proxy/tests/package-lock.json +ui/litellm-dashboard/.next +ui/litellm-dashboard/node_modules +ui/litellm-dashboard/next-env.d.ts +ui/litellm-dashboard/package.json +ui/litellm-dashboard/package-lock.json \ No newline at end of file From 00a25ebfb81bbba123a7fd95bd647202d3c41366 Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sat, 27 Jan 2024 17:33:09 -0800 Subject: [PATCH 412/499] build(ui/litellm-dashboard): ui cleanup --- litellm/proxy/_types.py | 30 +- litellm/proxy/proxy_server.py | 14 +- ui/litellm-dashboard/package-lock.json | 921 +++++++++++++++++- ui/litellm-dashboard/package.json | 1 + .../src/components/create_key_button.tsx | 88 +- .../src/components/networking.tsx | 35 +- .../src/components/user_dashboard.tsx | 51 +- .../src/components/view_key_table.tsx | 124 +-- 8 files changed, 1135 insertions(+), 129 deletions(-) diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py index 0c38504b89..22565eb2b7 100644 --- a/litellm/proxy/_types.py +++ b/litellm/proxy/_types.py @@ -141,11 +141,33 @@ class GenerateRequestBase(LiteLLMBase): class GenerateKeyRequest(GenerateRequestBase): key_alias: Optional[str] = None - duration: Optional[str] = "1h" + duration: Optional[str] = None aliases: Optional[dict] = {} config: Optional[dict] = {} +class GenerateKeyResponse(GenerateKeyRequest): + key: str + key_name: Optional[str] = None + expires: Optional[datetime] + user_id: str + + @root_validator(pre=True) + def set_model_info(cls, values): + if values.get("token") is not None: + values.update({"key": values.get("token")}) + dict_fields = ["metadata", "aliases", "config"] + for field in dict_fields: + value = values.get(field) + if value is not None and isinstance(value, str): + try: + values[field] = json.loads(value) + except json.JSONDecodeError: + raise ValueError(f"Field {field} should be a valid dictionary") + + return values + + class UpdateKeyRequest(GenerateKeyRequest): # Note: the defaults of all Params here MUST BE NONE # else they will get overwritten @@ -174,12 +196,6 @@ class UserAPIKeyAuth(LiteLLMBase): # the expected response object for user api rpm_limit: Optional[int] = None -class GenerateKeyResponse(LiteLLMBase): - key: str - expires: Optional[datetime] - user_id: str - - class DeleteKeyRequest(LiteLLMBase): keys: List diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 0a17b8ecde..4779288e22 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -1386,12 +1386,7 @@ async def generate_key_helper_fn( except Exception as e: traceback.print_exc() raise HTTPException(status_code=status.HTTP_500_INTERNAL_SERVER_ERROR) - return { - "token": token, - "expires": expires, - "user_id": user_id, - "max_budget": max_budget, - } + return key_data async def delete_verification_token(tokens: List): @@ -2399,12 +2394,9 @@ async def generate_key_fn( data_json["key_budget_duration"] = data_json.pop("budget_duration", None) response = await generate_key_helper_fn(**data_json) - return GenerateKeyResponse( - key=response["token"], - expires=response["expires"], - user_id=response["user_id"], - ) + return GenerateKeyResponse(**response) except Exception as e: + traceback.print_exc() if isinstance(e, HTTPException): raise ProxyException( message=getattr(e, "detail", f"Authentication Error({str(e)})"), diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json index ade686a43b..3af0f6a668 100644 --- a/ui/litellm-dashboard/package-lock.json +++ b/ui/litellm-dashboard/package-lock.json @@ -13,6 +13,7 @@ "@heroicons/react": "^1.0.6", "@remixicon/react": "^4.1.1", "@tremor/react": "^3.13.3", + "antd": "^5.13.2", "next": "14.1.0", "react": "^18", "react-dom": "^18" @@ -50,6 +51,71 @@ "url": "https://github.com/sponsors/sindresorhus" } }, + "node_modules/@ant-design/colors": { + "version": "7.0.2", + "resolved": "https://registry.npmjs.org/@ant-design/colors/-/colors-7.0.2.tgz", + "integrity": "sha512-7KJkhTiPiLHSu+LmMJnehfJ6242OCxSlR3xHVBecYxnMW8MS/878NXct1GqYARyL59fyeFdKRxXTfvR9SnDgJg==", + "dependencies": { + "@ctrl/tinycolor": "^3.6.1" + } + }, + "node_modules/@ant-design/cssinjs": { + "version": "1.18.4", + "resolved": "https://registry.npmjs.org/@ant-design/cssinjs/-/cssinjs-1.18.4.tgz", + "integrity": "sha512-IrUAOj5TYuMG556C9gdbFuOrigyhzhU5ZYpWb3gYTxAwymVqRbvLzFCZg6OsjLBR6GhzcxYF3AhxKmjB+rA2xA==", + "dependencies": { + "@babel/runtime": "^7.11.1", + "@emotion/hash": "^0.8.0", + "@emotion/unitless": "^0.7.5", + "classnames": "^2.3.1", + "csstype": "^3.1.3", + "rc-util": "^5.35.0", + "stylis": "^4.0.13" + }, + "peerDependencies": { + "react": ">=16.0.0", + "react-dom": ">=16.0.0" + } + }, + "node_modules/@ant-design/icons": { + "version": "5.2.6", + "resolved": "https://registry.npmjs.org/@ant-design/icons/-/icons-5.2.6.tgz", + "integrity": "sha512-4wn0WShF43TrggskBJPRqCD0fcHbzTYjnaoskdiJrVHg86yxoZ8ZUqsXvyn4WUqehRiFKnaclOhqk9w4Ui2KVw==", + "dependencies": { + "@ant-design/colors": "^7.0.0", + "@ant-design/icons-svg": "^4.3.0", + "@babel/runtime": "^7.11.2", + "classnames": "^2.2.6", + "rc-util": "^5.31.1" + }, + "engines": { + "node": ">=8" + }, + "peerDependencies": { + "react": ">=16.0.0", + "react-dom": ">=16.0.0" + } + }, + "node_modules/@ant-design/icons-svg": { + "version": "4.3.2", + "resolved": "https://registry.npmjs.org/@ant-design/icons-svg/-/icons-svg-4.3.2.tgz", + "integrity": "sha512-s9WV19cXTC/Tux/XpDru/rCfPZQhGaho36B+9RrN1v5YsaKmE6dJ+fq6LQnXVBVYjzkqykEEK+1XG+SYiottTQ==" + }, + "node_modules/@ant-design/react-slick": { + "version": "1.0.2", + "resolved": "https://registry.npmjs.org/@ant-design/react-slick/-/react-slick-1.0.2.tgz", + "integrity": "sha512-Wj8onxL/T8KQLFFiCA4t8eIRGpRR+UPgOdac2sYzonv+i0n3kXHmvHLLiOYL655DQx2Umii9Y9nNgL7ssu5haQ==", + "dependencies": { + "@babel/runtime": "^7.10.4", + "classnames": "^2.2.5", + "json2mq": "^0.2.0", + "resize-observer-polyfill": "^1.5.1", + "throttle-debounce": "^5.0.0" + }, + "peerDependencies": { + "react": ">=16.9.0" + } + }, "node_modules/@babel/runtime": { "version": "7.23.9", "resolved": "https://registry.npmjs.org/@babel/runtime/-/runtime-7.23.9.tgz", @@ -61,6 +127,24 @@ "node": ">=6.9.0" } }, + "node_modules/@ctrl/tinycolor": { + "version": "3.6.1", + "resolved": "https://registry.npmjs.org/@ctrl/tinycolor/-/tinycolor-3.6.1.tgz", + "integrity": "sha512-SITSV6aIXsuVNV3f3O0f2n/cgyEDWoSqtZMYiAmcsYHydcKrOz3gUxB/iXd/Qf08+IZX4KpgNbvUdMBmWz+kcA==", + "engines": { + "node": ">=10" + } + }, + "node_modules/@emotion/hash": { + "version": "0.8.0", + "resolved": "https://registry.npmjs.org/@emotion/hash/-/hash-0.8.0.tgz", + "integrity": "sha512-kBJtf7PH6aWwZ6fka3zQ0p6SBYzx4fl1LoZXE2RrnYST9Xljm7WfKJrU4g/Xr3Beg72MLrp1AWNUmuYJTL7Cow==" + }, + "node_modules/@emotion/unitless": { + "version": "0.7.5", + "resolved": "https://registry.npmjs.org/@emotion/unitless/-/unitless-0.7.5.tgz", + "integrity": "sha512-OWORNpfjMsSSUBVrRBVGECkhWcULOAJz9ZW8uK9qgxD+87M7jHRcvh/A96XXNhXTLmKcoYSQtBEX7lHMO7YRwg==" + }, "node_modules/@eslint-community/eslint-utils": { "version": "4.4.0", "resolved": "https://registry.npmjs.org/@eslint-community/eslint-utils/-/eslint-utils-4.4.0.tgz", @@ -507,6 +591,118 @@ "node": ">=14" } }, + "node_modules/@rc-component/color-picker": { + "version": "1.5.1", + "resolved": "https://registry.npmjs.org/@rc-component/color-picker/-/color-picker-1.5.1.tgz", + "integrity": "sha512-onyAFhWKXuG4P162xE+7IgaJkPkwM94XlOYnQuu69XdXWMfxpeFi6tpJBsieIMV7EnyLV5J3lDzdLiFeK0iEBA==", + "dependencies": { + "@babel/runtime": "^7.23.6", + "@ctrl/tinycolor": "^3.6.1", + "classnames": "^2.2.6", + "rc-util": "^5.38.1" + }, + "peerDependencies": { + "react": ">=16.9.0", + "react-dom": ">=16.9.0" + } + }, + "node_modules/@rc-component/context": { + "version": "1.4.0", + "resolved": "https://registry.npmjs.org/@rc-component/context/-/context-1.4.0.tgz", + "integrity": "sha512-kFcNxg9oLRMoL3qki0OMxK+7g5mypjgaaJp/pkOis/6rVxma9nJBF/8kCIuTYHUQNr0ii7MxqE33wirPZLJQ2w==", + "dependencies": { + "@babel/runtime": "^7.10.1", + "rc-util": "^5.27.0" + }, + "peerDependencies": { + "react": ">=16.9.0", + "react-dom": ">=16.9.0" + } + }, + "node_modules/@rc-component/mini-decimal": { + "version": "1.1.0", + "resolved": "https://registry.npmjs.org/@rc-component/mini-decimal/-/mini-decimal-1.1.0.tgz", + "integrity": "sha512-jS4E7T9Li2GuYwI6PyiVXmxTiM6b07rlD9Ge8uGZSCz3WlzcG5ZK7g5bbuKNeZ9pgUuPK/5guV781ujdVpm4HQ==", + "dependencies": { + "@babel/runtime": "^7.18.0" + }, + "engines": { + "node": 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"5.38.1", + "resolved": "https://registry.npmjs.org/rc-util/-/rc-util-5.38.1.tgz", + "integrity": "sha512-e4ZMs7q9XqwTuhIK7zBIVFltUtMSjphuPPQXHoHlzRzNdOwUxDejo0Zls5HYaJfRKNURcsS/ceKVULlhjBrxng==", + "dependencies": { + "@babel/runtime": "^7.18.3", + "react-is": "^18.2.0" + }, + "peerDependencies": { + "react": ">=16.9.0", + "react-dom": ">=16.9.0" + } + }, + "node_modules/rc-util/node_modules/react-is": { + "version": "18.2.0", + "resolved": "https://registry.npmjs.org/react-is/-/react-is-18.2.0.tgz", + "integrity": "sha512-xWGDIW6x921xtzPkhiULtthJHoJvBbF3q26fzloPCK0hsvxtPVelvftw3zjbHWSkR2km9Z+4uxbDDK/6Zw9B8w==" + }, + "node_modules/rc-virtual-list": { + "version": "3.11.3", + "resolved": "https://registry.npmjs.org/rc-virtual-list/-/rc-virtual-list-3.11.3.tgz", + "integrity": "sha512-tu5UtrMk/AXonHwHxUogdXAWynaXsrx1i6dsgg+lOo/KJSF8oBAcprh1z5J3xgnPJD5hXxTL58F8s8onokdt0Q==", + "dependencies": { + "@babel/runtime": "^7.20.0", + "classnames": "^2.2.6", + "rc-resize-observer": "^1.0.0", + "rc-util": "^5.36.0" + }, + "engines": { + "node": ">=8.x" + }, + "peerDependencies": { + "react": "*", + "react-dom": "*" + } + }, "node_modules/react": { "version": "18.2.0", "resolved": "https://registry.npmjs.org/react/-/react-18.2.0.tgz", @@ -4115,6 +4996,11 @@ "url": "https://github.com/sponsors/ljharb" } }, + "node_modules/resize-observer-polyfill": { + "version": "1.5.1", + "resolved": "https://registry.npmjs.org/resize-observer-polyfill/-/resize-observer-polyfill-1.5.1.tgz", + "integrity": "sha512-LwZrotdHOo12nQuZlHEmtuXdqGoOD0OhaxopaNFxWzInpEgaLWoVuAMbTzixuosCx2nEG58ngzW3vxdWoxIgdg==" + }, "node_modules/resolve": { "version": "1.22.8", "resolved": "https://registry.npmjs.org/resolve/-/resolve-1.22.8.tgz", @@ -4258,6 +5144,14 @@ "loose-envify": "^1.1.0" } }, + "node_modules/scroll-into-view-if-needed": { + "version": "3.1.0", + "resolved": "https://registry.npmjs.org/scroll-into-view-if-needed/-/scroll-into-view-if-needed-3.1.0.tgz", + "integrity": "sha512-49oNpRjWRvnU8NyGVmUaYG4jtTkNonFZI86MmGRDqBphEK2EXT9gdEUoQPZhuBM8yWHxCWbobltqYO5M4XrUvQ==", + "dependencies": { + "compute-scroll-into-view": "^3.0.2" + } + }, "node_modules/semver": { "version": "7.5.4", "resolved": "https://registry.npmjs.org/semver/-/semver-7.5.4.tgz", @@ -4384,6 +5278,11 @@ "node": ">=10.0.0" } }, + "node_modules/string-convert": { + "version": "0.2.1", + "resolved": "https://registry.npmjs.org/string-convert/-/string-convert-0.2.1.tgz", + "integrity": "sha512-u/1tdPl4yQnPBjnVrmdLo9gtuLvELKsAoRapekWggdiQNvvvum+jYF329d84NAa660KQw7pB2n36KrIKVoXa3A==" + }, "node_modules/string-width": { "version": "5.1.2", "resolved": "https://registry.npmjs.org/string-width/-/string-width-5.1.2.tgz", @@ -4575,6 +5474,11 @@ } } }, + "node_modules/stylis": { + "version": "4.3.1", + "resolved": "https://registry.npmjs.org/stylis/-/stylis-4.3.1.tgz", + "integrity": "sha512-EQepAV+wMsIaGVGX1RECzgrcqRRU/0sYOHkeLsZ3fzHaHXZy4DaOOX0vOlGQdlsjkh3mFHAIlVimpwAs4dslyQ==" + }, "node_modules/sucrase": { "version": "3.35.0", "resolved": "https://registry.npmjs.org/sucrase/-/sucrase-3.35.0.tgz", @@ -4703,6 +5607,14 @@ "node": ">=0.8" } }, + "node_modules/throttle-debounce": { + "version": "5.0.0", + "resolved": "https://registry.npmjs.org/throttle-debounce/-/throttle-debounce-5.0.0.tgz", + "integrity": "sha512-2iQTSgkkc1Zyk0MeVrt/3BvuOXYPl/R8Z0U2xxo9rjwNciaHDG3R+Lm6dh4EeUci49DanvBnuqI6jshoQQRGEg==", + "engines": { + "node": ">=12.22" + } + }, "node_modules/tiny-invariant": { "version": "1.3.1", "resolved": "https://registry.npmjs.org/tiny-invariant/-/tiny-invariant-1.3.1.tgz", @@ -4719,6 +5631,11 @@ "node": ">=8.0" } }, + "node_modules/toggle-selection": { + "version": "1.0.6", + "resolved": "https://registry.npmjs.org/toggle-selection/-/toggle-selection-1.0.6.tgz", + "integrity": "sha512-BiZS+C1OS8g/q2RRbJmy59xpyghNBqrr6k5L/uKBGRsTfxmu3ffiRnd8mlGPUVayg8pvfi5urfnu8TU7DVOkLQ==" + }, "node_modules/ts-api-utils": { "version": "1.0.3", "resolved": "https://registry.npmjs.org/ts-api-utils/-/ts-api-utils-1.0.3.tgz", diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json index c49a814be7..67744e794a 100644 --- a/ui/litellm-dashboard/package.json +++ b/ui/litellm-dashboard/package.json @@ -14,6 +14,7 @@ "@heroicons/react": "^1.0.6", "@remixicon/react": "^4.1.1", "@tremor/react": "^3.13.3", + "antd": "^5.13.2", "next": "14.1.0", "react": "^18", "react-dom": "^18" diff --git a/ui/litellm-dashboard/src/components/create_key_button.tsx b/ui/litellm-dashboard/src/components/create_key_button.tsx index f785b0b802..1fdb74dd3e 100644 --- a/ui/litellm-dashboard/src/components/create_key_button.tsx +++ b/ui/litellm-dashboard/src/components/create_key_button.tsx @@ -1,39 +1,91 @@ "use client"; -import React, { use } from "react"; -import { Button, TextInput } from "@tremor/react"; - +import React, { useState, useEffect, useRef } from "react"; +import { Button, TextInput, Grid, Col } from "@tremor/react"; +import { message } from "antd"; import { Card, Metric, Text } from "@tremor/react"; -import { createKeyCall } from "./networking"; +import { keyCreateCall } from "./networking"; // Define the props type interface CreateKeyProps { userID: string; accessToken: string; proxyBaseUrl: string; + data: any[] | null; + setData: React.Dispatch>; } +import { Modal, Button as Button2 } from "antd"; + const CreateKey: React.FC = ({ userID, accessToken, proxyBaseUrl, + data, + setData, }) => { - const handleClick = () => { - console.log("Hello World"); + const [isModalVisible, setIsModalVisible] = useState(false); + const [apiKey, setApiKey] = useState(null); + const handleOk = () => { + // Handle the OK action + console.log("OK Clicked"); + setIsModalVisible(false); + }; + + const handleCancel = () => { + // Handle the cancel action or closing the modal + console.log("Modal closed"); + setIsModalVisible(false); + setApiKey(null); + }; + + const handleCreate = async () => { + if (data == null) { + return; + } + try { + message.info("Making API Call"); + setIsModalVisible(true); + const response = await keyCreateCall(proxyBaseUrl, accessToken, userID); + // Successfully completed the deletion. Update the state to trigger a rerender. + setData([...data, response]); + setApiKey(response["key"]); + message.success("API Key Created"); + } catch (error) { + console.error("Error deleting the key:", error); + // Handle any error situations, such as displaying an error message to the user. + } }; return ( - +
+ + + + +

+ Please save this secret key somewhere safe and accessible. For + security reasons, you won't be able to view it again{" "} + through your LiteLLM account. If you lose this secret key, you'll + need to generate a new one. +

+ + + {apiKey != null ? ( + API Key: {apiKey} + ) : ( + Key being created, this might take 30s + )} + + + +
); }; diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx index a8534b662d..edd601570a 100644 --- a/ui/litellm-dashboard/src/components/networking.tsx +++ b/ui/litellm-dashboard/src/components/networking.tsx @@ -2,7 +2,7 @@ * Helper file for calls being made to proxy */ -export const createKeyCall = async ( +export const keyCreateCall = async ( proxyBaseUrl: String, accessToken: String, userID: String @@ -27,9 +27,42 @@ export const createKeyCall = async ( const data = await response.json(); console.log(data); + return data; // Handle success - you might want to update some state or UI based on the created key } catch (error) { console.error("Failed to create key:", error); + throw error; + } +}; + +export const keyDeleteCall = async ( + proxyBaseUrl: String, + accessToken: String, + user_key: String +) => { + try { + const response = await fetch(`${proxyBaseUrl}/key/delete`, { + method: "POST", + headers: { + Authorization: `Bearer ${accessToken}`, + "Content-Type": "application/json", + }, + body: JSON.stringify({ + keys: [user_key], + }), + }); + + if (!response.ok) { + throw new Error("Network response was not ok"); + } + + const data = await response.json(); + console.log(data); + return data; + // Handle success - you might want to update some state or UI based on the created key + } catch (error) { + console.error("Failed to create key:", error); + throw error; } }; diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx index 1d337979b8..1faf4f1f85 100644 --- a/ui/litellm-dashboard/src/components/user_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx @@ -1,32 +1,41 @@ "use client"; -import React from "react"; +import React, { useState, useEffect } from "react"; +import { userInfoCall } from "./networking"; import { Grid, Col, Card, Text } from "@tremor/react"; import CreateKey from "./create_key_button"; import ViewKeyTable from "./view_key_table"; import EnterProxyUrl from "./enter_proxy_url"; import { useSearchParams } from "next/navigation"; - - -export default function UserDashboard() { +const UserDashboard = () => { + const [data, setData] = useState(null); // Keep the initialization of state here + // Assuming useSearchParams() hook exists and works in your setup const searchParams = useSearchParams(); const userID = searchParams.get("userID"); const accessToken = searchParams.get("accessToken"); const proxyBaseUrl = searchParams.get("proxyBaseUrl"); - const handleProxyUrlChange = (url: string) => { - // Do something with the entered proxy URL, e.g., save it in the state - console.log('Entered Proxy URL:', url); - }; + // Moved useEffect inside the component and used a condition to run fetch only if the params are available + useEffect(() => { + if (userID && accessToken && proxyBaseUrl && !data) { + const fetchData = async () => { + try { + const response = await userInfoCall( + proxyBaseUrl, + accessToken, + userID + ); + setData(response["keys"]); // Assuming this is the correct path to your data + } catch (error) { + console.error("There was an error fetching the data", error); + // Optionally, update your UI to reflect the error state here as well + } + }; + fetchData(); + } + }, [userID, accessToken, proxyBaseUrl, data]); - if (proxyBaseUrl == null) { - return ( -
- -
- ); - } - if (userID == null || accessToken == null || proxyBaseUrl == null) { + if (!userID || !accessToken || !proxyBaseUrl || !data) { return ( + ); -} +}; + +export default UserDashboard; diff --git a/ui/litellm-dashboard/src/components/view_key_table.tsx b/ui/litellm-dashboard/src/components/view_key_table.tsx index 50ef6a5348..5471ad05ec 100644 --- a/ui/litellm-dashboard/src/components/view_key_table.tsx +++ b/ui/litellm-dashboard/src/components/view_key_table.tsx @@ -1,7 +1,7 @@ "use client"; -import React, { useEffect, useState } from "react"; -import { userInfoCall } from "./networking"; -import { StatusOnlineIcon } from "@heroicons/react/outline"; +import React, { useEffect } from "react"; +import { keyDeleteCall } from "./networking"; +import { StatusOnlineIcon, TrashIcon } from "@heroicons/react/outline"; import { Badge, Card, @@ -13,6 +13,7 @@ import { TableRow, Text, Title, + Icon, } from "@tremor/react"; // Define the props type @@ -20,96 +21,75 @@ interface ViewKeyTableProps { userID: string; accessToken: string; proxyBaseUrl: string; + data: any[] | null; + setData: React.Dispatch>; } -const data = [ - { - key_alias: "my test key", - key_name: "sk-...hd74", - spend: 23.0, - expires: "active", - token: "23902dwojd90", - }, - { - key_alias: "my test key", - key_name: "sk-...hd74", - spend: 23.0, - expires: "active", - token: "23902dwojd90", - }, - { - key_alias: "my test key", - key_name: "sk-...hd74", - spend: 23.0, - expires: "active", - token: "23902dwojd90", - }, - { - key_alias: "my test key", - key_name: "sk-...hd74", - spend: 23.0, - expires: "active", - token: "23902dwojd90", - }, -]; - const ViewKeyTable: React.FC = ({ userID, accessToken, proxyBaseUrl, + data, + setData, }) => { - const [data, setData] = useState(null); // State to store the data from the API - - useEffect(() => { - const fetchData = async () => { - try { - const response = await userInfoCall( - (proxyBaseUrl = proxyBaseUrl), - (accessToken = accessToken), - (userID = userID) - ); - setData(response["keys"]); // Update state with the fetched data - } catch (error) { - console.error("There was an error fetching the data", error); - // Optionally, update your UI to reflect the error state - } - }; - - fetchData(); // Call the async function to fetch data - }, []); // Empty dependency array + const handleDelete = async (token: String) => { + if (data == null) { + return; + } + try { + await keyDeleteCall(proxyBaseUrl, accessToken, token); + // Successfully completed the deletion. Update the state to trigger a rerender. + const filteredData = data.filter((item) => item.token !== token); + setData(filteredData); + } catch (error) { + console.error("Error deleting the key:", error); + // Handle any error situations, such as displaying an error message to the user. + } + }; if (data == null) { return; } + console.log("RERENDER TRIGGERED"); return ( - + API Keys - Alias Secret Key Spend - Status + Expires - {data.map((item) => ( - - {item.key_alias} - - {item.key_name} - - - {item.spend} - - - - {item.expires} - - - - ))} + {data.map((item) => { + console.log(item); + return ( + + + {item.key_name} + + + {item.spend} + + + {item.expires != null ? ( + {item.expires} + ) : ( + Never expires + )} + + + handleDelete(item.token)} + icon={TrashIcon} + size="xs" + /> + + + ); + })}
From b39c53f64cec46edf0382985ae32af132db7c74d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 18:00:20 -0800 Subject: [PATCH 413/499] (fix) ishaanss changes --- ui/litellm-dashboard/package-lock.json | 4 +- ui/litellm-dashboard/package.json | 4 +- .../src/components/user_dashboard.tsx | 37 +++++++++++++++---- 3 files changed, 33 insertions(+), 12 deletions(-) diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json index 3af0f6a668..ae2aee6ebc 100644 --- a/ui/litellm-dashboard/package-lock.json +++ b/ui/litellm-dashboard/package-lock.json @@ -21,14 +21,14 @@ "devDependencies": { "@tailwindcss/forms": "^0.5.7", "@types/node": "^20", - "@types/react": "^18", + "@types/react": "18.2.48", "@types/react-dom": "^18", "autoprefixer": "^10.4.17", "eslint": "^8", "eslint-config-next": "14.1.0", "postcss": "^8.4.33", "tailwindcss": "^3.4.1", - "typescript": "^5" + "typescript": "5.3.3" } }, "node_modules/@aashutoshrathi/word-wrap": { diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json index 67744e794a..3b98a6b436 100644 --- a/ui/litellm-dashboard/package.json +++ b/ui/litellm-dashboard/package.json @@ -22,13 +22,13 @@ "devDependencies": { "@tailwindcss/forms": "^0.5.7", "@types/node": "^20", - "@types/react": "^18", + "@types/react": "18.2.48", "@types/react-dom": "^18", "autoprefixer": "^10.4.17", "eslint": "^8", "eslint-config-next": "14.1.0", "postcss": "^8.4.33", "tailwindcss": "^3.4.1", - "typescript": "^5" + "typescript": "5.3.3" } } diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx index 1faf4f1f85..f724824983 100644 --- a/ui/litellm-dashboard/src/components/user_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx @@ -35,18 +35,39 @@ const UserDashboard = () => { } }, [userID, accessToken, proxyBaseUrl, data]); - if (!userID || !accessToken || !proxyBaseUrl || !data) { + if (proxyBaseUrl == null) { return ( - - Login to create/delete keys - +
+ +
); } + else if (userID == null || accessToken == null) { + // redirect to page: ProxyBaseUrl/google-login/key/generate + sessionStorage.setItem('returnUrl', window.location.href); + + // window.location.href = `${proxyBaseUrl}/google-login/key/generate`; + + fetch(`${proxyBaseUrl}/google-login/key/generate`, { redirect: 'follow' }) + .then(response => { + if (!response.ok) { + throw new Error(`HTTP error! Status: ${response.status}`); + } + return response.json(); + }) + .then(data => { + console.log('Response Data:', data); + }) + .catch(error => { + console.error('Fetch Error:', error); + }); + // after this check return value from this page + + + return null; + } + return ( From f7e64cd528e21a95a6b7351b804d89c01ad31639 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 18:17:58 -0800 Subject: [PATCH 414/499] (fix) google/login use redirect resp --- litellm/proxy/proxy_server.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index b6651e022f..c017d7c13f 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2942,9 +2942,11 @@ async def google_callback(code: str, request: Request): key = response["token"] # type: ignore user_id = response["user_id"] # type: ignore - return JSONResponse( - content={"key": key, "user_id": user_id}, status_code=200 - ) + return RedirectResponse(url="chat.openai.com") + # return RedirectResponse(url=google_auth_url) + # return JSONResponse( + # content={"key": key, "user_id": user_id}, status_code=200 + # ) else: # Handle user info retrieval error From f7883bd3b9b523d7daa5da63974cd1e60030bffd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?S=C3=A9bastien=20Campion?= Date: Sat, 27 Jan 2024 19:16:53 +0100 Subject: [PATCH 415/499] Allow optional usage of the tls encryption for SMTPA For local dev, a local SMTP server like mailhog is useful and allow to manually manage user creation --- litellm/proxy/utils.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py index 20ae81918a..9e46db796c 100644 --- a/litellm/proxy/utils.py +++ b/litellm/proxy/utils.py @@ -1035,7 +1035,8 @@ async def send_email(sender_name, sender_email, receiver_email, subject, html): print_verbose(f"SMTP Connection Init") # Establish a secure connection with the SMTP server with smtplib.SMTP(smtp_host, smtp_port) as server: - server.starttls() + if os.getenv("SMTP_TLS", 'True') != "False": + server.starttls() # Login to your email account server.login(smtp_username, smtp_password) From 0424df14ade0491b9fe3b29c4ff5a04e19162f43 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 19:30:06 -0800 Subject: [PATCH 416/499] (docstring) /key/info --- litellm/proxy/proxy_server.py | 20 ++++++++++++++++++++ 1 file changed, 20 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 4779288e22..af2b15896f 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2506,6 +2506,26 @@ async def info_key_fn( ), user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth), ): + """ + Retrieve information about a key. + Parameters: + key: Optional[str] = Query parameter representing the key in the request + user_api_key_dict: UserAPIKeyAuth = Dependency representing the user's API key + Returns: + Dict containing the key and its associated information + + Example Curl: + ``` + curl -X GET "http://0.0.0.0:8000/key/info?key=sk-02Wr4IAlN3NvPXvL5JVvDA" \ +-H "Authorization: Bearer sk-1234" + ``` + + Example - if no key is passed, it will use the Key Passed in Authorization Header + ``` + curl -X GET "http://0.0.0.0:8000/key/info" \ +-H "Authorization: Bearer sk-02Wr4IAlN3NvPXvL5JVvDA" + ``` + """ global prisma_client try: if prisma_client is None: From afba083bec0b43eea8cb7b57e74fd52b73e5924d Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Fri, 26 Jan 2024 19:30:35 -0800 Subject: [PATCH 417/499] (docstring) /key/info --- litellm/proxy/proxy_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index af2b15896f..ff37fadc18 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2520,7 +2520,7 @@ async def info_key_fn( -H "Authorization: Bearer sk-1234" ``` - Example - if no key is passed, it will use the Key Passed in Authorization Header + Example Curl - if no key is passed, it will use the Key Passed in Authorization Header ``` curl -X GET "http://0.0.0.0:8000/key/info" \ -H "Authorization: Bearer sk-02Wr4IAlN3NvPXvL5JVvDA" From 5a40b92bcc47c983f72275798a7f8907cc47b955 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 08:31:50 -0800 Subject: [PATCH 418/499] (docs) on callbacks tracking api_key, base etc --- docs/my-website/docs/routing.md | 43 +++++++++++++++++++++++++++++++++ 1 file changed, 43 insertions(+) diff --git a/docs/my-website/docs/routing.md b/docs/my-website/docs/routing.md index 3b796c87ff..151065d76a 100644 --- a/docs/my-website/docs/routing.md +++ b/docs/my-website/docs/routing.md @@ -605,6 +605,49 @@ response = router.completion(model="gpt-3.5-turbo", messages=messages) print(f"response: {response}") ``` +## Custom Callbacks - Track API Key, API Endpoint, Model Used + +If you need to track the api_key, api endpoint, model, custom_llm_provider used for each completion call, you can setup a [custom callback](https://docs.litellm.ai/docs/observability/custom_callback) + +### Usage + +```python +import litellm +from litellm.integrations.custom_logger import CustomLogger + +class MyCustomHandler(CustomLogger): + def log_success_event(self, kwargs, response_obj, start_time, end_time): + print(f"On Success") + print("kwargs=", kwargs) + litellm_params= kwargs.get("litellm_params") + api_key = litellm_params.get("api_key") + api_base = litellm_params.get("api_base") + custom_llm_provider= litellm_params.get("custom_llm_provider") + response_cost = kwargs.get("response_cost") + + # print the values + print("api_key=", api_key) + print("api_base=", api_base) + print("custom_llm_provider=", custom_llm_provider) + print("response_cost=", response_cost) + + def log_failure_event(self, kwargs, response_obj, start_time, end_time): + print(f"On Failure") + print("kwargs=") + +customHandler = MyCustomHandler() + +litellm.callbacks = [customHandler] + +# Init Router +router = Router(model_list=model_list, routing_strategy="simple-shuffle") + +# router completion call +response = router.completion( + model="gpt-3.5-turbo", + messages=[{ "role": "user", "content": "Hi who are you"}] +) +``` ## Deploy Router From dabc4591e70b45faf8e02c587b1ac96d064af1a9 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 13:57:04 -0800 Subject: [PATCH 419/499] (feat) add google login to litellm proxy --- litellm/proxy/proxy_server.py | 65 +++++++++++++++++++++++++++++++++++ 1 file changed, 65 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index ff37fadc18..263e858eaa 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -104,6 +104,7 @@ from fastapi.responses import ( ORJSONResponse, JSONResponse, ) +from fastapi.responses import RedirectResponse from fastapi.middleware.cors import CORSMiddleware from fastapi.security.api_key import APIKeyHeader import json @@ -2852,6 +2853,70 @@ async def user_auth(request: Request): return "Email sent!" +@app.get("/google-login", tags=["experimental"]) +async def google_login(): + GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" + GOOGLE_CLIENT_ID = ( + "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + ) + google_auth_url = f"https://accounts.google.com/o/oauth2/auth?client_id={GOOGLE_CLIENT_ID}&redirect_uri={GOOGLE_REDIRECT_URI}&response_type=code&scope=openid%20profile%20email" + return RedirectResponse(url=google_auth_url) + + +@app.get("/google-callback", tags=["experimental"]) +async def google_callback(code: str): + import httpx + + GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" + GOOGLE_CLIENT_ID = ( + "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + ) + # Exchange code for access token + async with httpx.AsyncClient() as client: + token_url = f"https://oauth2.googleapis.com/token" + data = { + "code": code, + "client_id": GOOGLE_CLIENT_ID, + "client_secret": "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", + "redirect_uri": GOOGLE_REDIRECT_URI, + "grant_type": "authorization_code", + } + response = await client.post(token_url, data=data) + + # Process the response, extract user info, etc. + if response.status_code == 200: + access_token = response.json()["access_token"] + + # Fetch user info using the access token + async with httpx.AsyncClient() as client: + user_info_url = "https://www.googleapis.com/oauth2/v1/userinfo" + headers = {"Authorization": f"Bearer {access_token}"} + user_info_response = await client.get(user_info_url, headers=headers) + + # Process user info response + if user_info_response.status_code == 200: + user_info = user_info_response.json() + user_email = user_info.get("email") + user_name = user_info.get("name") + + # we can use user_email on litellm proxy now + + # TODO: Handle user info as needed, for example, store it in a database, authenticate the user, etc. + return JSONResponse( + content={"user_email": user_email, "user_name": user_name}, + status_code=200, + ) + else: + # Handle user info retrieval error + raise HTTPException( + status_code=user_info_response.status_code, + detail=user_info_response.text, + ) + else: + # Handle the error from the token exchange + raise HTTPException(status_code=response.status_code, detail=response.text) + + @router.get( "/user/info", tags=["user management"], dependencies=[Depends(user_api_key_auth)] ) From 4e32c76fa8ace5d3e32ccdf71c22f6374e01e7af Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 14:17:03 -0800 Subject: [PATCH 420/499] (fix) return dict response --- litellm/proxy/proxy_server.py | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 263e858eaa..3007800867 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2863,7 +2863,7 @@ async def google_login(): return RedirectResponse(url=google_auth_url) -@app.get("/google-callback", tags=["experimental"]) +@app.get("/google-callback", tags=["experimental"], response_model=GenerateKeyResponse) async def google_callback(code: str): import httpx @@ -2902,10 +2902,16 @@ async def google_callback(code: str): # we can use user_email on litellm proxy now # TODO: Handle user info as needed, for example, store it in a database, authenticate the user, etc. - return JSONResponse( - content={"user_email": user_email, "user_name": user_name}, - status_code=200, + response = await generate_key_helper_fn( + **{"duration": "24hr", "models": [], "aliases": {}, "config": {}, "spend": 0, "user_id": user_email, "team_id": "litellm-dashboard"} # type: ignore ) + + key = response["token"] # type: ignore + user_id = response["user_id"] # type: ignore + { + "key": key, + "user_id": user_id, + } else: # Handle user info retrieval error raise HTTPException( From b28a5cbd0bb4d7371876c7d0785f1c6071c896ff Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 14:19:11 -0800 Subject: [PATCH 421/499] (fix) google-login auth flow proxy --- litellm/proxy/proxy_server.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 3007800867..e13f162656 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2908,10 +2908,10 @@ async def google_callback(code: str): key = response["token"] # type: ignore user_id = response["user_id"] # type: ignore - { - "key": key, - "user_id": user_id, - } + return JSONResponse( + content={"key": key, "user_id": user_id}, status_code=200 + ) + else: # Handle user info retrieval error raise HTTPException( From 30d4ec92217e02ff44dd68d8e8929162c73f282a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:02:50 -0800 Subject: [PATCH 422/499] =?UTF-8?q?bump:=20version=201.20.0=20=E2=86=92=20?= =?UTF-8?q?1.20.1?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index 744263c69a..d46b85ea23 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.20.0" +version = "1.20.1" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.20.0" +version = "1.20.1" version_files = [ "pyproject.toml:^version" ] From 378ab212c15032b3ca7f159be98df9cb94ea8841 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:13:43 -0800 Subject: [PATCH 423/499] (fix) use dynamic redirect urls --- litellm/proxy/proxy_server.py | 15 +++++++++++---- 1 file changed, 11 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index e13f162656..56814cbf6e 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2854,8 +2854,11 @@ async def user_auth(request: Request): @app.get("/google-login", tags=["experimental"]) -async def google_login(): - GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" +async def google_login(request: Request): + scheme = request.url.scheme + host = request.url.hostname + port = request.url.port or 4000 + GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) @@ -2864,10 +2867,14 @@ async def google_login(): @app.get("/google-callback", tags=["experimental"], response_model=GenerateKeyResponse) -async def google_callback(code: str): +async def google_callback(code: str, request: Request): import httpx - GOOGLE_REDIRECT_URI = "http://localhost:4000/google-callback" + scheme = request.url.scheme + host = request.url.hostname + port = request.url.port or 4000 + + GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) From c0df00acc82c66fb7fd8779df91322763eafc4f6 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:25:00 -0800 Subject: [PATCH 424/499] (fix) auth google --- litellm/proxy/proxy_server.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 56814cbf6e..e511f5a716 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2871,8 +2871,10 @@ async def google_callback(code: str, request: Request): import httpx scheme = request.url.scheme - host = request.url.hostname + host = request.url.hostname or "localhost" port = request.url.port or 4000 + if "localhost" not in host: + scheme = "https" GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( From 5cc05ac7d6641688155d1d3121a4421fa7bde26a Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 15:38:09 -0800 Subject: [PATCH 425/499] (fix) google auth --- litellm/proxy/proxy_server.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index e511f5a716..d0711f5957 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2855,9 +2855,11 @@ async def user_auth(request: Request): @app.get("/google-login", tags=["experimental"]) async def google_login(request: Request): - scheme = request.url.scheme - host = request.url.hostname + scheme = request.url.scheme or "https" + host = request.url.hostname or "localhost" port = request.url.port or 4000 + if "localhost" not in host: + scheme = "https" GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" @@ -2870,7 +2872,7 @@ async def google_login(request: Request): async def google_callback(code: str, request: Request): import httpx - scheme = request.url.scheme + scheme = request.url.scheme or "https" host = request.url.hostname or "localhost" port = request.url.port or 4000 if "localhost" not in host: From 7861b6e21b320a4f349a289f5eba383e56be4f37 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:38:56 -0800 Subject: [PATCH 426/499] (fix) proxy use env as GOOGLE_REDIRECT_URI --- litellm/proxy/proxy_server.py | 15 ++------------- 1 file changed, 2 insertions(+), 13 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index d0711f5957..9814711dcb 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2855,12 +2855,7 @@ async def user_auth(request: Request): @app.get("/google-login", tags=["experimental"]) async def google_login(request: Request): - scheme = request.url.scheme or "https" - host = request.url.hostname or "localhost" - port = request.url.port or 4000 - if "localhost" not in host: - scheme = "https" - GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" + GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) @@ -2872,13 +2867,7 @@ async def google_login(request: Request): async def google_callback(code: str, request: Request): import httpx - scheme = request.url.scheme or "https" - host = request.url.hostname or "localhost" - port = request.url.port or 4000 - if "localhost" not in host: - scheme = "https" - - GOOGLE_REDIRECT_URI = f"{scheme}://{host}:{port}/google-callback" + GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) From 582cb682acac658b1bbdd8f3542f86c98a0c76ad Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:41:11 -0800 Subject: [PATCH 427/499] (fix) endpoint name --- litellm/proxy/proxy_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 9814711dcb..9dfe2470bc 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2853,7 +2853,7 @@ async def user_auth(request: Request): return "Email sent!" -@app.get("/google-login", tags=["experimental"]) +@app.get("/google-login/key/generate", tags=["experimental"]) async def google_login(request: Request): GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") GOOGLE_CLIENT_ID = ( From 462c89a2beee57f37c4c00b32a10e9d243328b76 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:36:30 -0800 Subject: [PATCH 428/499] Update Dockerfile --- Dockerfile | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index e18d5d9795..5c0c4ad36d 100644 --- a/Dockerfile +++ b/Dockerfile @@ -47,9 +47,13 @@ COPY --from=builder /wheels/ /wheels/ # Install the built wheel using pip; again using a wildcard if it's the only file RUN pip install *.whl /wheels/* --no-index --find-links=/wheels/ && rm -f *.whl && rm -rf /wheels +# Generate prisma client +RUN prisma generate RUN chmod +x entrypoint.sh EXPOSE 4000/tcp +# # Set your entrypoint and command + ENTRYPOINT ["litellm"] -CMD ["--port", "4000", "--config", "./proxy_server_config.yaml", "--detailed_debug"] \ No newline at end of file +CMD ["--port", "4000"] From 8907027ba13096d0c398e3a119b5143c8babbd8d Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:37:38 -0800 Subject: [PATCH 429/499] Update Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 5c0c4ad36d..8bc6e57838 100644 --- a/Dockerfile +++ b/Dockerfile @@ -55,5 +55,5 @@ EXPOSE 4000/tcp # # Set your entrypoint and command -ENTRYPOINT ["litellm"] +ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From 6e2ab9ed284dccde0fb94ebc2768084dbeac4ccc Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:43:50 -0800 Subject: [PATCH 430/499] Update Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index 8bc6e57838..897736bb59 100644 --- a/Dockerfile +++ b/Dockerfile @@ -55,5 +55,5 @@ EXPOSE 4000/tcp # # Set your entrypoint and command -ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] +ENTRYPOINT ["python3 litellm/litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From 20b0e5b6634c1c7a637974b47269c8ac9e9919bf Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:57:41 -0800 Subject: [PATCH 431/499] Update Dockerfile --- Dockerfile | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/Dockerfile b/Dockerfile index 897736bb59..ac7b21e5c1 100644 --- a/Dockerfile +++ b/Dockerfile @@ -54,6 +54,10 @@ RUN chmod +x entrypoint.sh EXPOSE 4000/tcp # # Set your entrypoint and command +RUN echo "app contents" + +# List contents of /app +RUN ls -la /app ENTRYPOINT ["python3 litellm/litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From 9794b6ac519d9d7a08dbded43f6228c366500bae Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 14:59:36 -0800 Subject: [PATCH 432/499] Update Dockerfile --- Dockerfile | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index ac7b21e5c1..de47b60195 100644 --- a/Dockerfile +++ b/Dockerfile @@ -59,5 +59,5 @@ RUN echo "app contents" # List contents of /app RUN ls -la /app -ENTRYPOINT ["python3 litellm/litellm/proxy/proxy_cli.py"] +ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] CMD ["--port", "4000"] From f39cc9195338c9b1fc1ec8a72b778f20b15221f1 Mon Sep 17 00:00:00 2001 From: Ishaan Jaff Date: Sat, 27 Jan 2024 15:01:02 -0800 Subject: [PATCH 433/499] Update Dockerfile --- Dockerfile | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/Dockerfile b/Dockerfile index de47b60195..39d88d4ebf 100644 --- a/Dockerfile +++ b/Dockerfile @@ -59,5 +59,7 @@ RUN echo "app contents" # List contents of /app RUN ls -la /app -ENTRYPOINT ["python3 litellm/proxy/proxy_cli.py"] + +ENTRYPOINT ["python3", "/app/litellm/proxy/proxy_cli.py"] + CMD ["--port", "4000"] From 3d11b030d51997c047492ab76d4e27067290dac1 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:47:10 -0800 Subject: [PATCH 434/499] Revert "Merge branch 'main' into main" This reverts commit a92461caa5352bd06ca40962e3bed7f36c7e669c, reversing changes made to 9dd857e0a6d44a9b4c2f68395e086ad357ffb3bd. --- Dockerfile | 14 ++------------ 1 file changed, 2 insertions(+), 12 deletions(-) diff --git a/Dockerfile b/Dockerfile index 39d88d4ebf..e18d5d9795 100644 --- a/Dockerfile +++ b/Dockerfile @@ -47,19 +47,9 @@ COPY --from=builder /wheels/ /wheels/ # Install the built wheel using pip; again using a wildcard if it's the only file RUN pip install *.whl /wheels/* --no-index --find-links=/wheels/ && rm -f *.whl && rm -rf /wheels -# Generate prisma client -RUN prisma generate RUN chmod +x entrypoint.sh EXPOSE 4000/tcp -# # Set your entrypoint and command -RUN echo "app contents" - -# List contents of /app -RUN ls -la /app - - -ENTRYPOINT ["python3", "/app/litellm/proxy/proxy_cli.py"] - -CMD ["--port", "4000"] +ENTRYPOINT ["litellm"] +CMD ["--port", "4000", "--config", "./proxy_server_config.yaml", "--detailed_debug"] \ No newline at end of file From 4dff18754db48f7d51cbe158f84706b6b0672a5e Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:50:53 -0800 Subject: [PATCH 435/499] (fix) use GOOGLE_REDIRECT_URI. --- litellm/proxy/proxy_server.py | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 9dfe2470bc..bfa71262a9 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2856,6 +2856,17 @@ async def user_auth(request: Request): @app.get("/google-login/key/generate", tags=["experimental"]) async def google_login(request: Request): GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") + if GOOGLE_REDIRECT_URI is None: + raise ProxyException( + message="GOOGLE_REDIRECT_URI not set. Set it in .env file", + type="auth_error", + param="GOOGLE_REDIRECT_URI", + code=status.HTTP_500_INTERNAL_SERVER_ERROR, + ) + if GOOGLE_REDIRECT_URI.endswith("/"): + GOOGLE_REDIRECT_URI += "google-callback" + else: + GOOGLE_REDIRECT_URI += "/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) @@ -2868,6 +2879,18 @@ async def google_callback(code: str, request: Request): import httpx GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") + if GOOGLE_REDIRECT_URI is None: + raise ProxyException( + message="GOOGLE_REDIRECT_URI not set. Set it in .env file", + type="auth_error", + param="GOOGLE_REDIRECT_URI", + code=status.HTTP_500_INTERNAL_SERVER_ERROR, + ) + # Add "/google-callback"" to your callback URL + if GOOGLE_REDIRECT_URI.endswith("/"): + GOOGLE_REDIRECT_URI += "google-callback" + else: + GOOGLE_REDIRECT_URI += "/google-callback" GOOGLE_CLIENT_ID = ( "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" ) From 11d9caf88c7951076e0c805374afe86326fa3eda Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 16:56:17 -0800 Subject: [PATCH 436/499] (docstring) /google-login --- litellm/proxy/proxy_server.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index bfa71262a9..e5b6af97f2 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2855,6 +2855,13 @@ async def user_auth(request: Request): @app.get("/google-login/key/generate", tags=["experimental"]) async def google_login(request: Request): + """ + Create Proxy API Keys using Google Workspace SSO. Requires setting GOOGLE_REDIRECT_URI in .env + + GOOGLE_REDIRECT_URI should be the your deployed proxy endpoint, e.g. GOOGLE_REDIRECT_URI="https://litellm-production-7002.up.railway.app" + Example: + + """ GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") if GOOGLE_REDIRECT_URI is None: raise ProxyException( From 92aafa1560a4a4c05fe8ddc8be9729119958dea8 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 18:17:58 -0800 Subject: [PATCH 437/499] (fix) google/login use redirect resp --- litellm/proxy/proxy_server.py | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index e5b6af97f2..fbb55b041c 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2938,9 +2938,11 @@ async def google_callback(code: str, request: Request): key = response["token"] # type: ignore user_id = response["user_id"] # type: ignore - return JSONResponse( - content={"key": key, "user_id": user_id}, status_code=200 - ) + return RedirectResponse(url="chat.openai.com") + # return RedirectResponse(url=google_auth_url) + # return JSONResponse( + # content={"key": key, "user_id": user_id}, status_code=200 + # ) else: # Handle user info retrieval error From 86955647225ae87773144c683a188cdbed81f5d5 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 18:28:10 -0800 Subject: [PATCH 438/499] (fix) redirect proxy users after they have been auth --- litellm/proxy/proxy_server.py | 16 +++++++++++----- 1 file changed, 11 insertions(+), 5 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index fbb55b041c..51ecfc9e6f 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2938,11 +2938,17 @@ async def google_callback(code: str, request: Request): key = response["token"] # type: ignore user_id = response["user_id"] # type: ignore - return RedirectResponse(url="chat.openai.com") - # return RedirectResponse(url=google_auth_url) - # return JSONResponse( - # content={"key": key, "user_id": user_id}, status_code=200 - # ) + litellm_dashboard_ui = "http://localhost:3000" + + litellm_dashboard_ui += ( + "?userID=" + + user_id + + "&accessToken=" + + key + + "&proxyBaseUrl=" + + GOOGLE_REDIRECT_URI + ) + return RedirectResponse(url=litellm_dashboard_ui) else: # Handle user info retrieval error From 636989ed966598e1a6971c3917dbabe80f044571 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 18:44:52 -0800 Subject: [PATCH 439/499] (fixs) working dashboard with oath --- .../src/components/user_dashboard.tsx | 19 ++----------------- 1 file changed, 2 insertions(+), 17 deletions(-) diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx index f724824983..178f577ab8 100644 --- a/ui/litellm-dashboard/src/components/user_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx @@ -38,7 +38,7 @@ const UserDashboard = () => { if (proxyBaseUrl == null) { return (
- +
); } @@ -47,22 +47,7 @@ const UserDashboard = () => { sessionStorage.setItem('returnUrl', window.location.href); - // window.location.href = `${proxyBaseUrl}/google-login/key/generate`; - - fetch(`${proxyBaseUrl}/google-login/key/generate`, { redirect: 'follow' }) - .then(response => { - if (!response.ok) { - throw new Error(`HTTP error! Status: ${response.status}`); - } - return response.json(); - }) - .then(data => { - console.log('Response Data:', data); - }) - .catch(error => { - console.error('Fetch Error:', error); - }); - // after this check return value from this page + window.location.href = `${proxyBaseUrl}/google-login/key/generate`; return null; From 82091eb03a4fef752ce37197bfafcebd0007b67f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 19:21:48 -0800 Subject: [PATCH 440/499] (fix) proxy_server --- litellm/proxy/proxy_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 51ecfc9e6f..eeb3a56d28 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2946,7 +2946,7 @@ async def google_callback(code: str, request: Request): + "&accessToken=" + key + "&proxyBaseUrl=" - + GOOGLE_REDIRECT_URI + + os.getenv("GOOGLE_REDIRECT_URI") ) return RedirectResponse(url=litellm_dashboard_ui) From 8dc78ca2a42689241fb87b7e111e57c4d76e0731 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 19:22:18 -0800 Subject: [PATCH 441/499] (fix) proxy dashboard --- .../src/components/enter_proxy_url.tsx | 92 +++++++++++-------- .../src/components/user_dashboard.tsx | 8 +- 2 files changed, 58 insertions(+), 42 deletions(-) diff --git a/ui/litellm-dashboard/src/components/enter_proxy_url.tsx b/ui/litellm-dashboard/src/components/enter_proxy_url.tsx index 7c8267cf5d..1d7ae2a804 100644 --- a/ui/litellm-dashboard/src/components/enter_proxy_url.tsx +++ b/ui/litellm-dashboard/src/components/enter_proxy_url.tsx @@ -1,44 +1,58 @@ "use client"; -import React, { use, useState } from "react"; +import React, { useState } from "react"; import { Button, TextInput } from "@tremor/react"; +import { Card, Text } from "@tremor/react"; -import { Card, Metric, Text } from "@tremor/react"; -import { createKeyCall } from "./networking"; -// Define the props type -interface EnterProxyUrlProps { - onUrlChange: (url: string) => void; - } - - const EnterProxyUrl: React.FC = ({ onUrlChange }) => { - const [proxyUrl, setProxyUrl] = useState(''); - - const handleUrlChange = (event: React.ChangeEvent) => { - setProxyUrl(event.target.value); - }; - - const handleSaveClick = () => { - // You can perform any additional validation or actions here - // For now, let's just pass the entered URL to the parent component - onUrlChange(proxyUrl); - }; - - return ( -
- - Admin Configuration - - - - -
- ); +const EnterProxyUrl: React.FC = () => { + const [proxyUrl, setProxyUrl] = useState(""); + const [isUrlSaved, setIsUrlSaved] = useState(false); + + const handleUrlChange = (event: React.ChangeEvent) => { + setProxyUrl(event.target.value); + // Reset the saved status when the URL changes + setIsUrlSaved(false); }; - -export default EnterProxyUrl; \ No newline at end of file + + const handleSaveClick = () => { + // You can perform any additional validation or actions here + // For now, let's just display the message + setIsUrlSaved(true); + }; + + return ( +
+ + Admin Configuration + + + + {/* Display message if the URL is saved */} + {isUrlSaved && ( +
+ +

+ Save this URL: {window.location.href + "?proxyBaseUrl=" + proxyUrl} +

+

+ Go here 👉 + + {window.location.href + "?proxyBaseUrl=" + proxyUrl} + +

+ +
+ )} + + +
+ ); +}; + +export default EnterProxyUrl; diff --git a/ui/litellm-dashboard/src/components/user_dashboard.tsx b/ui/litellm-dashboard/src/components/user_dashboard.tsx index 178f577ab8..fadad17b50 100644 --- a/ui/litellm-dashboard/src/components/user_dashboard.tsx +++ b/ui/litellm-dashboard/src/components/user_dashboard.tsx @@ -44,10 +44,12 @@ const UserDashboard = () => { } else if (userID == null || accessToken == null) { // redirect to page: ProxyBaseUrl/google-login/key/generate - sessionStorage.setItem('returnUrl', window.location.href); + const baseUrl = proxyBaseUrl.endsWith('/') ? proxyBaseUrl : proxyBaseUrl + '/'; + + // Now you can construct the full URL + const url = `${baseUrl}google-login/key/generate`; - - window.location.href = `${proxyBaseUrl}/google-login/key/generate`; + window.location.href = url; return null; From 0a3ebec2686ee7e9cebce7090c80f96eed163c34 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Sat, 27 Jan 2024 19:37:42 -0800 Subject: [PATCH 442/499] (ui) ui cleanup --- .../src/components/enter_proxy_url.tsx | 34 +++++++++++-------- 1 file changed, 20 insertions(+), 14 deletions(-) diff --git a/ui/litellm-dashboard/src/components/enter_proxy_url.tsx b/ui/litellm-dashboard/src/components/enter_proxy_url.tsx index 1d7ae2a804..ea43d46235 100644 --- a/ui/litellm-dashboard/src/components/enter_proxy_url.tsx +++ b/ui/litellm-dashboard/src/components/enter_proxy_url.tsx @@ -1,14 +1,14 @@ "use client"; -import React, { useState } from "react"; -import { Button, TextInput } from "@tremor/react"; +import React, { useState, ChangeEvent } from "react"; +import { Button, Col, Grid, TextInput } from "@tremor/react"; import { Card, Text } from "@tremor/react"; const EnterProxyUrl: React.FC = () => { const [proxyUrl, setProxyUrl] = useState(""); const [isUrlSaved, setIsUrlSaved] = useState(false); - const handleUrlChange = (event: React.ChangeEvent) => { + const handleUrlChange = (event: ChangeEvent) => { setProxyUrl(event.target.value); // Reset the saved status when the URL changes setIsUrlSaved(false); @@ -20,6 +20,9 @@ const EnterProxyUrl: React.FC = () => { setIsUrlSaved(true); }; + // Construct the URL for clicking + const clickableUrl = `${window.location.href}?proxyBaseUrl=${proxyUrl}`; + return (
@@ -32,24 +35,27 @@ const EnterProxyUrl: React.FC = () => { onChange={handleUrlChange} placeholder="https://your-proxy-endpoint.com" /> - + {/* Display message if the URL is saved */} {isUrlSaved && ( -
- +
+ +

- Save this URL: {window.location.href + "?proxyBaseUrl=" + proxyUrl} + Proxy Admin UI (Save this URL): {clickableUrl}

+ +

- Go here 👉 - - {window.location.href + "?proxyBaseUrl=" + proxyUrl} - + Get Started with Proxy Admin UI 👉 + + {clickableUrl} +

- -
+ + +
)} -
); From bcad7c58a8ac61a0feb03860eb8a34ca2c6cd88e Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Thu, 25 Jan 2024 20:07:31 -0800 Subject: [PATCH 443/499] feat(main.py): support auto-infering mode if not set --- litellm/main.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/litellm/main.py b/litellm/main.py index 84b1b79d19..05b352fa6b 100644 --- a/litellm/main.py +++ b/litellm/main.py @@ -3175,6 +3175,9 @@ async def ahealth_check( if model is None: raise Exception("model not set") + if model in litellm.model_cost and mode is None: + mode = litellm.model_cost[model]["mode"] + model, custom_llm_provider, _, _ = get_llm_provider(model=model) mode = mode or "chat" # default to chat completion calls From 0c9e56aff1f3cdf775d363d6fa5bb0ddc2074a7b Mon Sep 17 00:00:00 2001 From: Krrish Dholakia Date: Sat, 27 Jan 2024 20:03:07 -0800 Subject: [PATCH 444/499] docs(virtual_keys.md): add key alias and key name to docs --- docs/my-website/docs/proxy/virtual_keys.md | 31 +++++++++------------- litellm/proxy/proxy_server.py | 3 ++- 2 files changed, 14 insertions(+), 20 deletions(-) diff --git a/docs/my-website/docs/proxy/virtual_keys.md b/docs/my-website/docs/proxy/virtual_keys.md index e1c89bbc21..701af27e94 100644 --- a/docs/my-website/docs/proxy/virtual_keys.md +++ b/docs/my-website/docs/proxy/virtual_keys.md @@ -81,15 +81,17 @@ curl 'http://0.0.0.0:8000/key/generate' \ Request Params: -- `models`: *list or null (optional)* - Specify the models a token has access too. If null, then token has access to all models on server. +- `duration`: *Optional[str]* - Specify the length of time the token is valid for. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). +- `key_alias`: *Optional[str]* - User defined key alias +- `team_id`: *Optional[str]* - The team id of the user +- `models`: *Optional[list]* - Model_name's a user is allowed to call. (if empty, key is allowed to call all models) +- `aliases`: *Optional[dict]* - Any alias mappings, on top of anything in the config.yaml model list. - https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---upgradedowngrade-models +- `config`: *Optional[dict]* - any key-specific configs, overrides config in config.yaml +- `spend`: *Optional[int]* - Amount spent by key. Default is 0. Will be updated by proxy whenever key is used. https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---tracking-spend +- `max_budget`: *Optional[float]* - Specify max budget for a given key. +- `max_parallel_requests`: *Optional[int]* - Rate limit a user based on the number of parallel requests. Raises 429 error, if user's parallel requests > x. +- `metadata`: *Optional[dict]* - Metadata for key, store information for key. Example metadata = {"team": "core-infra", "app": "app2", "email": "ishaan@berri.ai" } -- `duration`: *str or null (optional)* Specify the length of time the token is valid for. If null, default is set to 1 hour. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). - -- `metadata`: *dict or null (optional)* Pass metadata for the created token. If null defaults to {} - -- `team_id`: *str or null (optional)* Specify team_id for the associated key - -- `max_budget`: *float or null (optional)* Specify max budget (in Dollars $) for a given key. If no value is set, the key has no budget ### Response @@ -97,20 +99,11 @@ Request Params: { "key": "sk-kdEXbIqZRwEeEiHwdg7sFA", # Bearer token "expires": "2023-11-19T01:38:25.838000+00:00" # datetime object + "key_name": "sk-...7sFA" # abbreviated key string, ONLY stored in db if `allow_user_auth: true` set - [see](./ui.md) + ... } ``` -### Keys that don't expire - -Just set duration to None. - -```bash -curl --location 'http://0.0.0.0:8000/key/generate' \ ---header 'Authorization: Bearer ' \ ---header 'Content-Type: application/json' \ ---data '{"models": ["azure-models"], "aliases": {"mistral-7b": "gpt-3.5-turbo"}, "duration": null}' -``` - ### Upgrade/Downgrade Models If a user is expected to use a given model (i.e. gpt3-5), and you want to: diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index c017d7c13f..c4487990a5 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2358,7 +2358,8 @@ async def generate_key_fn( Docs: https://docs.litellm.ai/docs/proxy/virtual_keys Parameters: - - duration: Optional[str] - Specify the length of time the token is valid for. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). **(Default is set to 1 hour.)** + - duration: Optional[str] - Specify the length of time the token is valid for. You can set duration as seconds ("30s"), minutes ("30m"), hours ("30h"), days ("30d"). + - key_alias: Optional[str] - User defined key alias - team_id: Optional[str] - The team id of the user - models: Optional[list] - Model_name's a user is allowed to call. (if empty, key is allowed to call all models) - aliases: Optional[dict] - Any alias mappings, on top of anything in the config.yaml model list. - https://docs.litellm.ai/docs/proxy/virtual_keys#managing-auth---upgradedowngrade-models From 7d7107cbe1a5834ec0b447e8063937638803ae64 Mon Sep 17 00:00:00 2001 From: Samay Kapadia Date: Mon, 29 Jan 2024 12:28:58 +0100 Subject: [PATCH 445/499] fix mistral's prompt template --- litellm/llms/prompt_templates/factory.py | 10 +++++++--- 1 file changed, 7 insertions(+), 3 deletions(-) diff --git a/litellm/llms/prompt_templates/factory.py b/litellm/llms/prompt_templates/factory.py index 43fbe87240..7b652a3981 100644 --- a/litellm/llms/prompt_templates/factory.py +++ b/litellm/llms/prompt_templates/factory.py @@ -99,12 +99,16 @@ def ollama_pt( def mistral_instruct_pt(messages): + # Following the Mistral example's https://huggingface.co/docs/transformers/main/chat_templating prompt = custom_prompt( initial_prompt_value="", role_dict={ - "system": {"pre_message": "[INST]", "post_message": "[/INST]"}, - "user": {"pre_message": "[INST]", "post_message": "[/INST]"}, - "assistant": {"pre_message": "[INST]", "post_message": "[/INST]"}, + "system": { + "pre_message": "[INST] <>\n", + "post_message": "<> [/INST]\n", + }, + "user": {"pre_message": "[INST] ", "post_message": " [/INST]\n"}, + "assistant": {"pre_message": " ", "post_message": " "}, }, final_prompt_value="", messages=messages, From 50044f090f5e9085fc522f60b471333d0fd6e5b9 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 29 Jan 2024 08:14:13 -0800 Subject: [PATCH 446/499] (fix) UI linting error --- ui/litellm-dashboard/src/components/create_key_button.tsx | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/ui/litellm-dashboard/src/components/create_key_button.tsx b/ui/litellm-dashboard/src/components/create_key_button.tsx index 1fdb74dd3e..d0b0c20307 100644 --- a/ui/litellm-dashboard/src/components/create_key_button.tsx +++ b/ui/litellm-dashboard/src/components/create_key_button.tsx @@ -71,8 +71,8 @@ const CreateKey: React.FC = ({

Please save this secret key somewhere safe and accessible. For - security reasons, you won't be able to view it again{" "} - through your LiteLLM account. If you lose this secret key, you'll + security reasons, you will not be able to view it again{" "} + through your LiteLLM account. If you lose this secret key, you will need to generate a new one.

From 85e69a2cd210d6c3db018a1be0f728bbdaf056e3 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 29 Jan 2024 08:36:04 -0800 Subject: [PATCH 447/499] (fix) ui - build error --- ui/litellm-dashboard/src/app/page.tsx | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx index ad5f35227b..f475c5e316 100644 --- a/ui/litellm-dashboard/src/app/page.tsx +++ b/ui/litellm-dashboard/src/app/page.tsx @@ -1,12 +1,14 @@ -import React from "react"; +import React, { Suspense } from "react"; import Navbar from "../components/navbar"; import UserDashboard from "../components/user_dashboard"; const CreateKeyPage = () => { return ( + Loading...
}>
+ ); }; From 83a59529ee0d573283a59512170e473f9f99017f Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 29 Jan 2024 08:56:19 -0800 Subject: [PATCH 448/499] (feat) sso login - use deployed UI, GOOGLE_CLIENT_ID env --- litellm/proxy/proxy_server.py | 36 ++++++++++++++++++++++++++--------- 1 file changed, 27 insertions(+), 9 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index e2120da54d..6941dbe121 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2863,7 +2863,7 @@ async def google_login(request: Request): Example: """ - GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") + GOOGLE_REDIRECT_URI = os.getenv("PROXY_BASE_URL") if GOOGLE_REDIRECT_URI is None: raise ProxyException( message="GOOGLE_REDIRECT_URI not set. Set it in .env file", @@ -2875,8 +2875,15 @@ async def google_login(request: Request): GOOGLE_REDIRECT_URI += "google-callback" else: GOOGLE_REDIRECT_URI += "/google-callback" - GOOGLE_CLIENT_ID = ( - "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + + GOOGLE_CLIENT_ID = os.getenv("GOOGLE_CLIENT_ID") + if GOOGLE_CLIENT_ID is None: + GOOGLE_CLIENT_ID = ( + "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + ) + + verbose_proxy_logger.info( + f"In /google-login/key/generate, \nGOOGLE_REDIRECT_URI: {GOOGLE_REDIRECT_URI}\nGOOGLE_CLIENT_ID: {GOOGLE_CLIENT_ID}" ) google_auth_url = f"https://accounts.google.com/o/oauth2/auth?client_id={GOOGLE_CLIENT_ID}&redirect_uri={GOOGLE_REDIRECT_URI}&response_type=code&scope=openid%20profile%20email" return RedirectResponse(url=google_auth_url) @@ -2886,7 +2893,7 @@ async def google_login(request: Request): async def google_callback(code: str, request: Request): import httpx - GOOGLE_REDIRECT_URI = os.getenv("GOOGLE_REDIRECT_URI") + GOOGLE_REDIRECT_URI = os.getenv("PROXY_BASE_URL") if GOOGLE_REDIRECT_URI is None: raise ProxyException( message="GOOGLE_REDIRECT_URI not set. Set it in .env file", @@ -2899,8 +2906,19 @@ async def google_callback(code: str, request: Request): GOOGLE_REDIRECT_URI += "google-callback" else: GOOGLE_REDIRECT_URI += "/google-callback" - GOOGLE_CLIENT_ID = ( - "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + + GOOGLE_CLIENT_ID = os.getenv("GOOGLE_CLIENT_ID") + if GOOGLE_CLIENT_ID is None: + GOOGLE_CLIENT_ID = ( + "246483686424-clje5sggkjma26ilktj6qssakqhoon0m.apps.googleusercontent.com" + ) + + GOOGLE_CLIENT_SECRET = os.getenv("GOOGLE_CLIENT_SECRET") + if GOOGLE_CLIENT_SECRET is None: + GOOGLE_CLIENT_SECRET = "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" + + verbose_proxy_logger.info( + f"/google-callback\n GOOGLE_REDIRECT_URI: {GOOGLE_REDIRECT_URI}\n GOOGLE_CLIENT_ID: {GOOGLE_CLIENT_ID}" ) # Exchange code for access token async with httpx.AsyncClient() as client: @@ -2908,7 +2926,7 @@ async def google_callback(code: str, request: Request): data = { "code": code, "client_id": GOOGLE_CLIENT_ID, - "client_secret": "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", + "client_secret": GOOGLE_CLIENT_SECRET, "redirect_uri": GOOGLE_REDIRECT_URI, "grant_type": "authorization_code", } @@ -2939,7 +2957,7 @@ async def google_callback(code: str, request: Request): key = response["token"] # type: ignore user_id = response["user_id"] # type: ignore - litellm_dashboard_ui = "http://localhost:3000" + litellm_dashboard_ui = "https://litellm-dashboard.vercel.app/" litellm_dashboard_ui += ( "?userID=" @@ -2947,7 +2965,7 @@ async def google_callback(code: str, request: Request): + "&accessToken=" + key + "&proxyBaseUrl=" - + os.getenv("GOOGLE_REDIRECT_URI") + + os.getenv("PROXY_BASE_URL") ) return RedirectResponse(url=litellm_dashboard_ui) From 006aa9cf7a87f15107717f419d8f2ddd96397f9c Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 29 Jan 2024 09:10:21 -0800 Subject: [PATCH 449/499] =?UTF-8?q?bump:=20version=201.20.1=20=E2=86=92=20?= =?UTF-8?q?1.20.2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- pyproject.toml | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index d46b85ea23..17c7cc1052 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,6 +1,6 @@ [tool.poetry] name = "litellm" -version = "1.20.1" +version = "1.20.2" description = "Library to easily interface with LLM API providers" authors = ["BerriAI"] license = "MIT" @@ -63,7 +63,7 @@ requires = ["poetry-core", "wheel"] build-backend = "poetry.core.masonry.api" [tool.commitizen] -version = "1.20.1" +version = "1.20.2" version_files = [ "pyproject.toml:^version" ] From d858f4c027de62dd220c304c1f303f1fb6196c93 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 29 Jan 2024 09:15:53 -0800 Subject: [PATCH 450/499] (ci/cd) run again --- litellm/tests/test_completion.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/litellm/tests/test_completion.py b/litellm/tests/test_completion.py index e24248beed..e8ce17dd0c 100644 --- a/litellm/tests/test_completion.py +++ b/litellm/tests/test_completion.py @@ -239,7 +239,7 @@ def test_completion_gpt4_vision(): def test_completion_azure_gpt4_vision(): - # azure/gpt-4 vision takes 5seconds to respond + # azure/gpt-4 vision takes 5 seconds to respond try: litellm.set_verbose = True response = completion( From 6cf4557a5adf510641d073d9dabe38ea66f26064 Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 29 Jan 2024 09:26:52 -0800 Subject: [PATCH 451/499] (fix) improve sso error msg --- litellm/proxy/proxy_server.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py index 6941dbe121..c380df9da9 100644 --- a/litellm/proxy/proxy_server.py +++ b/litellm/proxy/proxy_server.py @@ -2866,9 +2866,9 @@ async def google_login(request: Request): GOOGLE_REDIRECT_URI = os.getenv("PROXY_BASE_URL") if GOOGLE_REDIRECT_URI is None: raise ProxyException( - message="GOOGLE_REDIRECT_URI not set. Set it in .env file", + message="PROXY_BASE_URL not set. Set it in .env file", type="auth_error", - param="GOOGLE_REDIRECT_URI", + param="PROXY_BASE_URL", code=status.HTTP_500_INTERNAL_SERVER_ERROR, ) if GOOGLE_REDIRECT_URI.endswith("/"): @@ -2896,9 +2896,9 @@ async def google_callback(code: str, request: Request): GOOGLE_REDIRECT_URI = os.getenv("PROXY_BASE_URL") if GOOGLE_REDIRECT_URI is None: raise ProxyException( - message="GOOGLE_REDIRECT_URI not set. Set it in .env file", + message="PROXY_BASE_URL not set. Set it in .env file", type="auth_error", - param="GOOGLE_REDIRECT_URI", + param="PROXY_BASE_URL", code=status.HTTP_500_INTERNAL_SERVER_ERROR, ) # Add "/google-callback"" to your callback URL From 1499c2ad62450c6e2f436e40d2f628d2abe9b2af Mon Sep 17 00:00:00 2001 From: ishaan-jaff Date: Mon, 29 Jan 2024 09:43:55 -0800 Subject: [PATCH 452/499] (docs) hosted ui litellm --- docs/my-website/docs/proxy/ui.md | 63 ++++++++++++++---------- docs/my-website/img/admin_ui_2.png | Bin 0 -> 162964 bytes docs/my-website/img/google_oauth2.png | Bin 0 -> 359105 bytes docs/my-website/img/google_redirect.png | Bin 0 -> 304375 bytes 4 files changed, 37 insertions(+), 26 deletions(-) create mode 100644 docs/my-website/img/admin_ui_2.png create mode 100644 docs/my-website/img/google_oauth2.png create mode 100644 docs/my-website/img/google_redirect.png diff --git a/docs/my-website/docs/proxy/ui.md b/docs/my-website/docs/proxy/ui.md index 7b4c6ed473..cabebcd4c5 100644 --- a/docs/my-website/docs/proxy/ui.md +++ b/docs/my-website/docs/proxy/ui.md @@ -2,35 +2,23 @@ import Image from '@theme/IdealImage'; # [BETA] Admin UI -- Track Spend Per API Key, User -- Allow your users to create their own keys through a UI - :::info This is in beta, so things may change. If you have feedback, [let us know](https://discord.com/invite/wuPM9dRgDw) ::: +Allow your users to create, view their own keys through a UI + + + + + ## Quick Start -Requirements: +## 1. Changes to your config.yaml -- Need to a SMTP server connection to send emails (e.g. [Resend](https://resend.com/docs/send-with-smtp)) - -[**See code**](https://github.com/BerriAI/litellm/blob/61cd800b9ffbb02c286481d2056b65c7fb5447bf/litellm/proxy/proxy_server.py#L1782) - -### Step 1. Save SMTP server credentials - -```env -export SMTP_HOST="my-smtp-host" -export SMTP_USERNAME="my-smtp-password" -export SMTP_PASSWORD="my-smtp-password" -export SMTP_SENDER_EMAIL="krrish@berri.ai" -``` - -### Step 2. Enable user auth - -In your config.yaml, +Set `allow_user_auth: true` on your config ```yaml general_settings: @@ -38,13 +26,36 @@ general_settings: allow_user_auth: true ``` -This will enable: -* Users to create keys via `/key/generate` (by default, only admin can create keys) -* The `/user/auth` endpoint to send user's emails with their login credentials (key + user id) +## 2. Setup Google SSO - Use this to Authenticate Team Members to the UI +- Create an Oauth 2.0 Client + -### Step 3. Connect to UI + - Navigate to Google `Credenentials` + - Create a new Oauth client ID + - Set the `GOOGLE_CLIENT_ID` and `GOOGLE_CLIENT_SECRET` in your Proxy .env +- Set Redirect URL on your Oauth 2.0 Client + - Click on your Oauth 2.0 client on https://console.cloud.google.com/ + - Set a redirect url = `/google-callback` + ``` + https://litellm-production-7002.up.railway.app/google-callback + ``` + +## 3. Required env variables on your Proxy -You can use our hosted UI (https://dashboard.litellm.ai/) or [self-host your own](https://github.com/BerriAI/litellm/tree/main/ui). +```shell +PROXY_BASE_URL="" example PROXY_BASE_URL=https://litellm-production-7002.up.railway.app/ + +# for Google SSO Login +GOOGLE_CLIENT_ID= +GOOGLE_CLIENT_SECRET= +``` + +## 4. 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