Merge branch 'main' into litellm_vertex_completion_httpx

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Krish Dholakia 2024-06-12 21:19:22 -07:00 committed by GitHub
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@ -202,6 +202,7 @@ jobs:
-e REDIS_PORT=$REDIS_PORT \
-e AZURE_FRANCE_API_KEY=$AZURE_FRANCE_API_KEY \
-e AZURE_EUROPE_API_KEY=$AZURE_EUROPE_API_KEY \
-e MISTRAL_API_KEY=$MISTRAL_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 \

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@ -1,10 +1,13 @@
# Clarifai
Anthropic, OpenAI, Mistral, Llama and Gemini LLMs are Supported on Clarifai.
:::warning
Streaming is not yet supported on using clarifai and litellm. Tracking support here: https://github.com/BerriAI/litellm/issues/4162
:::
## Pre-Requisites
`pip install clarifai`
`pip install litellm`
## Required Environment Variables
@ -12,6 +15,7 @@ To obtain your Clarifai Personal access token follow this [link](https://docs.cl
```python
os.environ["CLARIFAI_API_KEY"] = "YOUR_CLARIFAI_PAT" # CLARIFAI_PAT
```
## Usage
@ -68,7 +72,7 @@ Example Usage - Note: liteLLM supports all models deployed on Clarifai
| clarifai/meta.Llama-2.codeLlama-70b-Python | `completion('clarifai/meta.Llama-2.codeLlama-70b-Python', messages)`|
| clarifai/meta.Llama-2.codeLlama-70b-Instruct | `completion('clarifai/meta.Llama-2.codeLlama-70b-Instruct', messages)` |
## Mistal LLMs
## Mistral LLMs
| Model Name | Function Call |
|---------------------------------------------|------------------------------------------------------------------------|
| clarifai/mistralai.completion.mixtral-8x22B | `completion('clarifai/mistralai.completion.mixtral-8x22B', messages)` |

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@ -558,6 +558,29 @@ All models listed [here](https://github.com/BerriAI/litellm/blob/57f37f743886a02
| text-embedding-preview-0409 | `embedding(model="vertex_ai/text-embedding-preview-0409", input)` |
| text-multilingual-embedding-preview-0409 | `embedding(model="vertex_ai/text-multilingual-embedding-preview-0409", input)` |
### Advanced Use `task_type` and `title` (Vertex Specific Params)
👉 `task_type` and `title` are vertex specific params
LiteLLM Supported Vertex Specific Params
```python
auto_truncate: Optional[bool] = None
task_type: Optional[Literal["RETRIEVAL_QUERY","RETRIEVAL_DOCUMENT", "SEMANTIC_SIMILARITY", "CLASSIFICATION", "CLUSTERING", "QUESTION_ANSWERING", "FACT_VERIFICATION"]] = None
title: Optional[str] = None # The title of the document to be embedded. (only valid with task_type=RETRIEVAL_DOCUMENT).
```
**Example Usage with LiteLLM**
```python
response = litellm.embedding(
model="vertex_ai/text-embedding-004",
input=["good morning from litellm", "gm"]
task_type = "RETRIEVAL_DOCUMENT",
dimensions=1,
auto_truncate=True,
)
```
## Image Generation Models
Usage

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@ -1,5 +1,6 @@
import Tabs from '@theme/Tabs';
import TabItem from '@theme/TabItem';
import Image from '@theme/IdealImage';
# 🐳 Docker, Deploying LiteLLM Proxy
@ -537,7 +538,9 @@ ghcr.io/berriai/litellm-database:main-latest --config your_config.yaml
## Advanced Deployment Settings
### Customization of the server root path
### 1. Customization of the server root path (custom Proxy base url)
💥 Use this when you want to serve LiteLLM on a custom base url path like `https://localhost:4000/api/v1`
:::info
@ -548,9 +551,29 @@ In a Kubernetes deployment, it's possible to utilize a shared DNS to host multip
Customize the root path to eliminate the need for employing multiple DNS configurations during deployment.
👉 Set `SERVER_ROOT_PATH` in your .env and this will be set as your server root path
```
export SERVER_ROOT_PATH="/api/v1"
```
**Step 1. Run Proxy with `SERVER_ROOT_PATH` set in your env **
### Setting SSL Certification
```shell
docker run --name litellm-proxy \
-e DATABASE_URL=postgresql://<user>:<password>@<host>:<port>/<dbname> \
-e SERVER_ROOT_PATH="/api/v1" \
-p 4000:4000 \
ghcr.io/berriai/litellm-database:main-latest --config your_config.yaml
```
After running the proxy you can access it on `http://0.0.0.0:4000/api/v1/` (since we set `SERVER_ROOT_PATH="/api/v1"`)
**Step 2. Verify Running on correct path**
<Image img={require('../../img/custom_root_path.png')} />
**That's it**, that's all you need to run the proxy on a custom root path
### 2. Setting SSL Certification
Use this, If you need to set ssl certificates for your on prem litellm proxy

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@ -766,8 +766,8 @@ from .llms.gemini import GeminiConfig
from .llms.nlp_cloud import NLPCloudConfig
from .llms.aleph_alpha import AlephAlphaConfig
from .llms.petals import PetalsConfig
from .llms.vertex_ai import VertexAIConfig
from .llms.vertex_httpx import VertexGeminiConfig
from .llms.vertex_ai import VertexAIConfig, VertexAITextEmbeddingConfig
from .llms.vertex_ai_anthropic import VertexAIAnthropicConfig
from .llms.sagemaker import SagemakerConfig
from .llms.ollama import OllamaConfig
@ -789,7 +789,9 @@ from .llms.openai import (
OpenAIConfig,
OpenAITextCompletionConfig,
MistralConfig,
MistralEmbeddingConfig,
DeepInfraConfig,
AzureAIStudioConfig,
)
from .llms.azure import (
AzureOpenAIConfig,

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@ -36,6 +36,9 @@ from ..types.llms.openai import (
AsyncAssistantStreamManager,
AssistantStreamManager,
)
from litellm.caching import DualCache
azure_ad_cache = DualCache()
class AzureOpenAIError(Exception):
@ -309,9 +312,10 @@ def select_azure_base_url_or_endpoint(azure_client_params: dict):
def get_azure_ad_token_from_oidc(azure_ad_token: str):
azure_client_id = os.getenv("AZURE_CLIENT_ID", None)
azure_tenant = os.getenv("AZURE_TENANT_ID", None)
azure_tenant_id = os.getenv("AZURE_TENANT_ID", None)
azure_authority_host = os.getenv("AZURE_AUTHORITY_HOST", "https://login.microsoftonline.com")
if azure_client_id is None or azure_tenant is None:
if azure_client_id is None or azure_tenant_id is None:
raise AzureOpenAIError(
status_code=422,
message="AZURE_CLIENT_ID and AZURE_TENANT_ID must be set",
@ -325,8 +329,19 @@ def get_azure_ad_token_from_oidc(azure_ad_token: str):
message="OIDC token could not be retrieved from secret manager.",
)
azure_ad_token_cache_key = json.dumps({
"azure_client_id": azure_client_id,
"azure_tenant_id": azure_tenant_id,
"azure_authority_host": azure_authority_host,
"oidc_token": oidc_token,
})
azure_ad_token_access_token = azure_ad_cache.get_cache(azure_ad_token_cache_key)
if azure_ad_token_access_token is not None:
return azure_ad_token_access_token
req_token = httpx.post(
f"https://login.microsoftonline.com/{azure_tenant}/oauth2/v2.0/token",
f"{azure_authority_host}/{azure_tenant_id}/oauth2/v2.0/token",
data={
"client_id": azure_client_id,
"grant_type": "client_credentials",
@ -342,12 +357,23 @@ def get_azure_ad_token_from_oidc(azure_ad_token: str):
message=req_token.text,
)
possible_azure_ad_token = req_token.json().get("access_token", None)
azure_ad_token_json = req_token.json()
azure_ad_token_access_token = azure_ad_token_json.get("access_token", None)
azure_ad_token_expires_in = azure_ad_token_json.get("expires_in", None)
if possible_azure_ad_token is None:
raise AzureOpenAIError(status_code=422, message="Azure AD Token not returned")
if azure_ad_token_access_token is None:
raise AzureOpenAIError(
status_code=422, message="Azure AD Token access_token not returned"
)
return possible_azure_ad_token
if azure_ad_token_expires_in is None:
raise AzureOpenAIError(
status_code=422, message="Azure AD Token expires_in not returned"
)
azure_ad_cache.set_cache(key=azure_ad_token_cache_key, value=azure_ad_token_access_token, ttl=azure_ad_token_expires_in)
return azure_ad_token_access_token
class AzureChatCompletion(BaseLLM):

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@ -53,7 +53,9 @@ from litellm.types.llms.openai import (
ChatCompletionToolCallFunctionChunk,
ChatCompletionDeltaChunk,
)
from litellm.caching import DualCache
iam_cache = DualCache()
class AmazonCohereChatConfig:
"""
@ -325,11 +327,16 @@ class BedrockLLM(BaseLLM):
) = params_to_check
### CHECK STS ###
if (
aws_web_identity_token is not None
and aws_role_name is not None
and aws_session_name is not None
):
if aws_web_identity_token is not None and aws_role_name is not None and aws_session_name is not None:
iam_creds_cache_key = json.dumps({
"aws_web_identity_token": aws_web_identity_token,
"aws_role_name": aws_role_name,
"aws_session_name": aws_session_name,
"aws_region_name": aws_region_name,
})
iam_creds_dict = iam_cache.get_cache(iam_creds_cache_key)
if iam_creds_dict is None:
oidc_token = get_secret(aws_web_identity_token)
if oidc_token is None:
@ -338,7 +345,11 @@ class BedrockLLM(BaseLLM):
status_code=401,
)
sts_client = boto3.client("sts")
sts_client = boto3.client(
"sts",
region_name=aws_region_name,
endpoint_url=f"https://sts.{aws_region_name}.amazonaws.com"
)
# https://docs.aws.amazon.com/STS/latest/APIReference/API_AssumeRoleWithWebIdentity.html
# https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/sts/client/assume_role_with_web_identity.html
@ -349,14 +360,20 @@ class BedrockLLM(BaseLLM):
DurationSeconds=3600,
)
session = boto3.Session(
aws_access_key_id=sts_response["Credentials"]["AccessKeyId"],
aws_secret_access_key=sts_response["Credentials"]["SecretAccessKey"],
aws_session_token=sts_response["Credentials"]["SessionToken"],
region_name=aws_region_name,
)
iam_creds_dict = {
"aws_access_key_id": sts_response["Credentials"]["AccessKeyId"],
"aws_secret_access_key": sts_response["Credentials"]["SecretAccessKey"],
"aws_session_token": sts_response["Credentials"]["SessionToken"],
"region_name": aws_region_name,
}
return session.get_credentials()
iam_cache.set_cache(key=iam_creds_cache_key, value=json.dumps(iam_creds_dict), ttl=3600 - 60)
session = boto3.Session(**iam_creds_dict)
iam_creds = session.get_credentials()
return iam_creds
elif aws_role_name is not None and aws_session_name is not None:
sts_client = boto3.client(
"sts",
@ -1416,11 +1433,16 @@ class BedrockConverseLLM(BaseLLM):
) = params_to_check
### CHECK STS ###
if (
aws_web_identity_token is not None
and aws_role_name is not None
and aws_session_name is not None
):
if aws_web_identity_token is not None and aws_role_name is not None and aws_session_name is not None:
iam_creds_cache_key = json.dumps({
"aws_web_identity_token": aws_web_identity_token,
"aws_role_name": aws_role_name,
"aws_session_name": aws_session_name,
"aws_region_name": aws_region_name,
})
iam_creds_dict = iam_cache.get_cache(iam_creds_cache_key)
if iam_creds_dict is None:
oidc_token = get_secret(aws_web_identity_token)
if oidc_token is None:
@ -1429,7 +1451,11 @@ class BedrockConverseLLM(BaseLLM):
status_code=401,
)
sts_client = boto3.client("sts")
sts_client = boto3.client(
"sts",
region_name=aws_region_name,
endpoint_url=f"https://sts.{aws_region_name}.amazonaws.com"
)
# https://docs.aws.amazon.com/STS/latest/APIReference/API_AssumeRoleWithWebIdentity.html
# https://boto3.amazonaws.com/v1/documentation/api/latest/reference/services/sts/client/assume_role_with_web_identity.html
@ -1440,14 +1466,20 @@ class BedrockConverseLLM(BaseLLM):
DurationSeconds=3600,
)
session = boto3.Session(
aws_access_key_id=sts_response["Credentials"]["AccessKeyId"],
aws_secret_access_key=sts_response["Credentials"]["SecretAccessKey"],
aws_session_token=sts_response["Credentials"]["SessionToken"],
region_name=aws_region_name,
)
iam_creds_dict = {
"aws_access_key_id": sts_response["Credentials"]["AccessKeyId"],
"aws_secret_access_key": sts_response["Credentials"]["SecretAccessKey"],
"aws_session_token": sts_response["Credentials"]["SessionToken"],
"region_name": aws_region_name,
}
return session.get_credentials()
iam_cache.set_cache(key=iam_creds_cache_key, value=json.dumps(iam_creds_dict), ttl=3600 - 60)
session = boto3.Session(**iam_creds_dict)
iam_creds = session.get_credentials()
return iam_creds
elif aws_role_name is not None and aws_session_name is not None:
sts_client = boto3.client(
"sts",

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@ -139,6 +139,7 @@ def process_response(
def convert_model_to_url(model: str, api_base: str):
user_id, app_id, model_id = model.split(".")
model_id = model_id.lower()
return f"{api_base}/users/{user_id}/apps/{app_id}/models/{model_id}/outputs"
@ -171,19 +172,55 @@ async def async_completion(
async_handler = AsyncHTTPHandler(timeout=httpx.Timeout(timeout=600.0, connect=5.0))
response = await async_handler.post(
api_base, headers=headers, data=json.dumps(data)
url=model, headers=headers, data=json.dumps(data)
)
return process_response(
model=model,
prompt=prompt,
response=response,
model_response=model_response,
logging_obj.post_call(
input=prompt,
api_key=api_key,
data=data,
encoding=encoding,
logging_obj=logging_obj,
original_response=response.text,
additional_args={"complete_input_dict": data},
)
## RESPONSE OBJECT
try:
completion_response = response.json()
except Exception:
raise ClarifaiError(
message=response.text, status_code=response.status_code, url=model
)
# print(completion_response)
try:
choices_list = []
for idx, item in enumerate(completion_response["outputs"]):
if len(item["data"]["text"]["raw"]) > 0:
message_obj = Message(content=item["data"]["text"]["raw"])
else:
message_obj = Message(content=None)
choice_obj = Choices(
finish_reason="stop",
index=idx + 1, # check
message=message_obj,
)
choices_list.append(choice_obj)
model_response["choices"] = choices_list
except Exception as e:
raise ClarifaiError(
message=traceback.format_exc(), status_code=response.status_code, url=model
)
# Calculate Usage
prompt_tokens = len(encoding.encode(prompt))
completion_tokens = len(
encoding.encode(model_response["choices"][0]["message"].get("content"))
)
model_response["model"] = model
model_response["usage"] = Usage(
prompt_tokens=prompt_tokens,
completion_tokens=completion_tokens,
total_tokens=prompt_tokens + completion_tokens,
)
return model_response
def completion(
@ -241,7 +278,7 @@ def completion(
additional_args={
"complete_input_dict": data,
"headers": headers,
"api_base": api_base,
"api_base": model,
},
)
if acompletion == True:

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@ -28,6 +28,7 @@ from .prompt_templates.factory import prompt_factory, custom_prompt
from openai import OpenAI, AsyncOpenAI
from ..types.llms.openai import *
import openai
from litellm.types.utils import ProviderField
class OpenAIError(Exception):
@ -164,6 +165,68 @@ class MistralConfig:
return optional_params
class MistralEmbeddingConfig:
"""
Reference: https://docs.mistral.ai/api/#operation/createEmbedding
"""
def __init__(
self,
) -> None:
locals_ = locals().copy()
for key, value in locals_.items():
if key != "self" and value is not None:
setattr(self.__class__, key, value)
@classmethod
def get_config(cls):
return {
k: v
for k, v in cls.__dict__.items()
if not k.startswith("__")
and not isinstance(
v,
(
types.FunctionType,
types.BuiltinFunctionType,
classmethod,
staticmethod,
),
)
and v is not None
}
def get_supported_openai_params(self):
return [
"encoding_format",
]
def map_openai_params(self, non_default_params: dict, optional_params: dict):
for param, value in non_default_params.items():
if param == "encoding_format":
optional_params["encoding_format"] = value
return optional_params
class AzureAIStudioConfig:
def get_required_params(self) -> List[ProviderField]:
"""For a given provider, return it's required fields with a description"""
return [
ProviderField(
field_name="api_key",
field_type="string",
field_description="Your Azure AI Studio API Key.",
field_value="zEJ...",
),
ProviderField(
field_name="api_base",
field_type="string",
field_description="Your Azure AI Studio API Base.",
field_value="https://Mistral-serverless.",
),
]
class DeepInfraConfig:
"""
Reference: https://deepinfra.com/docs/advanced/openai_api

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@ -4,6 +4,7 @@ from enum import Enum
import requests # type: ignore
import time
from typing import Callable, Optional, Union, List, Literal, Any
from pydantic import BaseModel
from litellm.utils import ModelResponse, Usage, CustomStreamWrapper, map_finish_reason
import litellm, uuid
import httpx, inspect # type: ignore
@ -1298,6 +1299,95 @@ async def async_streaming(
return streamwrapper
class VertexAITextEmbeddingConfig(BaseModel):
"""
Reference: https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/text-embeddings-api#TextEmbeddingInput
Args:
auto_truncate: Optional(bool) If True, will truncate input text to fit within the model's max input length.
task_type: Optional(str) The type of task to be performed. The default is "RETRIEVAL_QUERY".
title: Optional(str) The title of the document to be embedded. (only valid with task_type=RETRIEVAL_DOCUMENT).
"""
auto_truncate: Optional[bool] = None
task_type: Optional[
Literal[
"RETRIEVAL_QUERY",
"RETRIEVAL_DOCUMENT",
"SEMANTIC_SIMILARITY",
"CLASSIFICATION",
"CLUSTERING",
"QUESTION_ANSWERING",
"FACT_VERIFICATION",
]
] = None
title: Optional[str] = None
def __init__(
self,
auto_truncate: Optional[bool] = None,
task_type: Optional[
Literal[
"RETRIEVAL_QUERY",
"RETRIEVAL_DOCUMENT",
"SEMANTIC_SIMILARITY",
"CLASSIFICATION",
"CLUSTERING",
"QUESTION_ANSWERING",
"FACT_VERIFICATION",
]
] = None,
title: Optional[str] = None,
) -> None:
locals_ = locals()
for key, value in locals_.items():
if key != "self" and value is not None:
setattr(self.__class__, key, value)
@classmethod
def get_config(cls):
return {
k: v
for k, v in cls.__dict__.items()
if not k.startswith("__")
and not isinstance(
v,
(
types.FunctionType,
types.BuiltinFunctionType,
classmethod,
staticmethod,
),
)
and v is not None
}
def get_supported_openai_params(self):
return [
"dimensions",
]
def map_openai_params(self, non_default_params: dict, optional_params: dict):
for param, value in non_default_params.items():
if param == "dimensions":
optional_params["output_dimensionality"] = value
return optional_params
def get_mapped_special_auth_params(self) -> dict:
"""
Common auth params across bedrock/vertex_ai/azure/watsonx
"""
return {"project": "vertex_project", "region_name": "vertex_location"}
def map_special_auth_params(self, non_default_params: dict, optional_params: dict):
mapped_params = self.get_mapped_special_auth_params()
for param, value in non_default_params.items():
if param in mapped_params:
optional_params[mapped_params[param]] = value
return optional_params
def embedding(
model: str,
input: Union[list, str],
@ -1321,7 +1411,7 @@ def embedding(
message="vertexai import failed please run `pip install google-cloud-aiplatform`",
)
from vertexai.language_models import TextEmbeddingModel
from vertexai.language_models import TextEmbeddingModel, TextEmbeddingInput
import google.auth # type: ignore
## Load credentials with the correct quota project ref: https://github.com/googleapis/python-aiplatform/issues/2557#issuecomment-1709284744
@ -1352,6 +1442,16 @@ def embedding(
if isinstance(input, str):
input = [input]
if optional_params is not None and isinstance(optional_params, dict):
if optional_params.get("task_type") or optional_params.get("title"):
# if user passed task_type or title, cast to TextEmbeddingInput
_task_type = optional_params.pop("task_type", None)
_title = optional_params.pop("title", None)
input = [
TextEmbeddingInput(text=x, task_type=_task_type, title=_title)
for x in input
]
try:
llm_model = TextEmbeddingModel.from_pretrained(model)
except Exception as e:
@ -1368,7 +1468,8 @@ def embedding(
encoding=encoding,
)
request_str = f"""embeddings = llm_model.get_embeddings({input})"""
_input_dict = {"texts": input, **optional_params}
request_str = f"""embeddings = llm_model.get_embeddings({_input_dict})"""
## LOGGING PRE-CALL
logging_obj.pre_call(
input=input,
@ -1380,7 +1481,7 @@ def embedding(
)
try:
embeddings = llm_model.get_embeddings(input)
embeddings = llm_model.get_embeddings(**_input_dict)
except Exception as e:
raise VertexAIError(status_code=500, message=str(e))
@ -1388,6 +1489,7 @@ def embedding(
logging_obj.post_call(input=input, api_key=None, original_response=embeddings)
## Populate OpenAI compliant dictionary
embedding_response = []
input_tokens: int = 0
for idx, embedding in enumerate(embeddings):
embedding_response.append(
{
@ -1396,14 +1498,10 @@ def embedding(
"embedding": embedding.values,
}
)
input_tokens += embedding.statistics.token_count
model_response["object"] = "list"
model_response["data"] = embedding_response
model_response["model"] = model
input_tokens = 0
input_str = "".join(input)
input_tokens += len(encoding.encode(input_str))
usage = Usage(
prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
@ -1425,7 +1523,8 @@ async def async_embedding(
"""
Async embedding implementation
"""
request_str = f"""embeddings = llm_model.get_embeddings({input})"""
_input_dict = {"texts": input, **optional_params}
request_str = f"""embeddings = llm_model.get_embeddings({_input_dict})"""
## LOGGING PRE-CALL
logging_obj.pre_call(
input=input,
@ -1437,7 +1536,7 @@ async def async_embedding(
)
try:
embeddings = await client.get_embeddings_async(input)
embeddings = await client.get_embeddings_async(**_input_dict)
except Exception as e:
raise VertexAIError(status_code=500, message=str(e))
@ -1445,6 +1544,7 @@ async def async_embedding(
logging_obj.post_call(input=input, api_key=None, original_response=embeddings)
## Populate OpenAI compliant dictionary
embedding_response = []
input_tokens: int = 0
for idx, embedding in enumerate(embeddings):
embedding_response.append(
{
@ -1453,18 +1553,13 @@ async def async_embedding(
"embedding": embedding.values,
}
)
input_tokens += embedding.statistics.token_count
model_response["object"] = "list"
model_response["data"] = embedding_response
model_response["model"] = model
input_tokens = 0
input_str = "".join(input)
input_tokens += len(encoding.encode(input_str))
usage = Usage(
prompt_tokens=input_tokens, completion_tokens=0, total_tokens=input_tokens
)
model_response.usage = usage
return model_response

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@ -336,6 +336,7 @@ async def acompletion(
or custom_llm_provider == "predibase"
or custom_llm_provider == "bedrock"
or custom_llm_provider == "databricks"
or custom_llm_provider == "clarifai"
or custom_llm_provider in litellm.openai_compatible_providers
): # currently implemented aiohttp calls for just azure, openai, hf, ollama, vertex ai soon all.
init_response = await loop.run_in_executor(None, func_with_context)

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@ -1 +1 @@
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@ -224,6 +224,7 @@ class LiteLLMRoutes(enum.Enum):
"/key/delete",
"/global/spend/logs",
"/global/predict/spend/logs",
"/sso/get/logout_url",
]
management_routes: List = [ # key

View file

@ -79,10 +79,6 @@ async def add_litellm_data_to_request(
data["cache"][k] = v
verbose_proxy_logger.debug("receiving data: %s", data)
# users can pass in 'user' param to /chat/completions. Don't override it
if data.get("user", None) is None and user_api_key_dict.user_id is not None:
# if users are using user_api_key_auth, set `user` in `data`
data["user"] = user_api_key_dict.user_id
if "metadata" not in data:
data["metadata"] = {}

View file

@ -14,10 +14,9 @@ model_list:
litellm_params:
model: openai/*
api_key: os.environ/OPENAI_API_KEY
- model_name: my-triton-model
- model_name: mistral-embed
litellm_params:
model: triton/any"
api_base: https://exampleopenaiendpoint-production.up.railway.app/triton/embeddings
model: mistral/mistral-embed
general_settings:
master_key: sk-1234

View file

@ -879,6 +879,7 @@ async def user_api_key_auth(
## check for cache hit (In-Memory Cache)
original_api_key = api_key # (Patch: For DynamoDB Backwards Compatibility)
_user_role = None
if api_key.startswith("sk-"):
api_key = hash_token(token=api_key)
valid_token: Optional[UserAPIKeyAuth] = user_api_key_cache.get_cache( # type: ignore
@ -1512,7 +1513,7 @@ async def user_api_key_auth(
):
return UserAPIKeyAuth(
api_key=api_key,
user_role="app_owner",
user_role=_user_role,
parent_otel_span=parent_otel_span,
**valid_token_dict,
)
@ -8857,7 +8858,7 @@ async def new_user(data: NewUserRequest):
- organization_id: Optional[str] - specify the org a user belongs to.
- user_email: Optional[str] - Specify a user email.
- send_invite_email: Optional[bool] - Specify if an invite email should be sent.
- user_role: Optional[str] - Specify a user role - "admin", "app_owner", "app_user"
- user_role: Optional[str] - Specify a user role - "proxy_admin", "proxy_admin_viewer", "internal_user", "internal_user_viewer", "team", "customer". Info about each role here: `https://github.com/BerriAI/litellm/litellm/proxy/_types.py#L20`
- max_budget: Optional[float] - Specify max budget for a given user.
- models: Optional[list] - Model_name's a user is allowed to call. (if empty, key is allowed to call all models)
- tpm_limit: Optional[int] - Specify tpm limit for a given user (Tokens per minute)
@ -14737,6 +14738,22 @@ async def cache_flushall():
)
@router.get(
"/get/litellm_model_cost_map",
include_in_schema=False,
dependencies=[Depends(user_api_key_auth)],
)
async def get_litellm_model_cost_map():
try:
_model_cost_map = litellm.model_cost
return _model_cost_map
except Exception as e:
raise HTTPException(
status_code=500,
detail=f"Internal Server Error ({str(e)})",
)
@router.get("/", dependencies=[Depends(user_api_key_auth)])
async def home(request: Request):
return "LiteLLM: RUNNING"

View file

@ -3618,6 +3618,7 @@ class Router:
except Exception:
model_info = None
# get llm provider
model, llm_provider = "", ""
try:
model, llm_provider, _, _ = litellm.get_llm_provider(
model=litellm_params.model,

View file

@ -905,10 +905,17 @@ def test_vertexai_embedding_embedding_latest():
try:
load_vertex_ai_credentials()
litellm.set_verbose = True
response = embedding(
model="vertex_ai/text-embedding-004",
input=["good morning from litellm", "this is another item"],
input=["hi"],
dimensions=1,
auto_truncate=True,
task_type="RETRIEVAL_QUERY",
)
assert len(response.data[0]["embedding"]) == 1
assert response.usage.prompt_tokens > 0
print(f"response:", response)
except litellm.RateLimitError as e:
pass

View file

@ -220,13 +220,13 @@ def test_completion_bedrock_claude_sts_oidc_auth():
aws_web_identity_token = "oidc/circleci_v2/"
aws_region_name = os.environ["AWS_REGION_NAME"]
# aws_role_name = os.environ["AWS_TEMP_ROLE_NAME"]
# TODO: This is using David's IAM role, we should use Litellm's IAM role eventually
# TODO: This is using ai.moda's IAM role, we should use LiteLLM's IAM role eventually
aws_role_name = "arn:aws:iam::335785316107:role/litellm-github-unit-tests-circleci"
try:
litellm.set_verbose = True
response = completion(
response_1 = completion(
model="bedrock/anthropic.claude-3-haiku-20240307-v1:0",
messages=messages,
max_tokens=10,
@ -236,8 +236,40 @@ def test_completion_bedrock_claude_sts_oidc_auth():
aws_role_name=aws_role_name,
aws_session_name="my-test-session",
)
# Add any assertions here to check the response
print(response)
print(response_1)
assert len(response_1.choices) > 0
assert len(response_1.choices[0].message.content) > 0
# This second call is to verify that the cache isn't breaking anything
response_2 = completion(
model="bedrock/anthropic.claude-3-haiku-20240307-v1:0",
messages=messages,
max_tokens=5,
temperature=0.2,
aws_region_name=aws_region_name,
aws_web_identity_token=aws_web_identity_token,
aws_role_name=aws_role_name,
aws_session_name="my-test-session",
)
print(response_2)
assert len(response_2.choices) > 0
assert len(response_2.choices[0].message.content) > 0
# This third call is to verify that the cache isn't used for a different region
response_3 = completion(
model="bedrock/anthropic.claude-3-haiku-20240307-v1:0",
messages=messages,
max_tokens=6,
temperature=0.3,
aws_region_name="us-east-1",
aws_web_identity_token=aws_web_identity_token,
aws_role_name=aws_role_name,
aws_session_name="my-test-session",
)
print(response_3)
assert len(response_3.choices) > 0
assert len(response_3.choices[0].message.content) > 0
except RateLimitError:
pass
except Exception as e:
@ -255,7 +287,7 @@ def test_completion_bedrock_httpx_command_r_sts_oidc_auth():
aws_web_identity_token = "oidc/circleci_v2/"
aws_region_name = os.environ["AWS_REGION_NAME"]
# aws_role_name = os.environ["AWS_TEMP_ROLE_NAME"]
# TODO: This is using David's IAM role, we should use Litellm's IAM role eventually
# TODO: This is using ai.moda's IAM role, we should use LiteLLM's IAM role eventually
aws_role_name = "arn:aws:iam::335785316107:role/litellm-github-unit-tests-circleci"
try:

View file

@ -557,7 +557,13 @@ async def test_completion_predibase_streaming(sync_mode):
print(f"complete_response: {complete_response}")
except litellm.Timeout as e:
pass
except litellm.InternalServerError as e:
pass
except Exception as e:
print("ERROR class", e.__class__)
print("ERROR message", e)
print("ERROR traceback", traceback.format_exc())
pytest.fail(f"Error occurred: {e}")

View file

@ -4903,6 +4903,18 @@ def get_optional_params_embeddings(
)
final_params = {**optional_params, **kwargs}
return final_params
if custom_llm_provider == "vertex_ai":
supported_params = get_supported_openai_params(
model=model,
custom_llm_provider="vertex_ai",
request_type="embeddings",
)
_check_valid_arg(supported_params=supported_params)
optional_params = litellm.VertexAITextEmbeddingConfig().map_openai_params(
non_default_params=non_default_params, optional_params={}
)
final_params = {**optional_params, **kwargs}
return final_params
if custom_llm_provider == "vertex_ai":
if len(non_default_params.keys()) > 0:
if litellm.drop_params is True: # drop the unsupported non-default values
@ -4936,7 +4948,18 @@ def get_optional_params_embeddings(
message=f"Setting user/encoding format is not supported by {custom_llm_provider}. To drop it from the call, set `litellm.drop_params = True`.",
)
return {**non_default_params, **kwargs}
if custom_llm_provider == "mistral":
supported_params = get_supported_openai_params(
model=model,
custom_llm_provider="mistral",
request_type="embeddings",
)
_check_valid_arg(supported_params=supported_params)
optional_params = litellm.MistralEmbeddingConfig().map_openai_params(
non_default_params=non_default_params, optional_params={}
)
final_params = {**optional_params, **kwargs}
return final_params
if (
custom_llm_provider != "openai"
and custom_llm_provider != "azure"
@ -6355,7 +6378,10 @@ def get_supported_openai_params(
"max_retries",
]
elif custom_llm_provider == "mistral":
if request_type == "chat_completion":
return litellm.MistralConfig().get_supported_openai_params()
elif request_type == "embeddings":
return litellm.MistralEmbeddingConfig().get_supported_openai_params()
elif custom_llm_provider == "replicate":
return [
"stream",
@ -6397,7 +6423,10 @@ def get_supported_openai_params(
elif custom_llm_provider == "palm" or custom_llm_provider == "gemini":
return ["temperature", "top_p", "stream", "n", "stop", "max_tokens"]
elif custom_llm_provider == "vertex_ai":
if request_type == "chat_completion":
return litellm.VertexAIConfig().get_supported_openai_params()
elif request_type == "embeddings":
return litellm.VertexAITextEmbeddingConfig().get_supported_openai_params()
elif custom_llm_provider == "sagemaker":
return ["stream", "temperature", "max_tokens", "top_p", "stop", "n"]
elif custom_llm_provider == "aleph_alpha":
@ -7207,6 +7236,9 @@ def get_provider_fields(custom_llm_provider: str) -> List[ProviderField]:
elif custom_llm_provider == "ollama":
return litellm.OllamaConfig().get_required_params()
elif custom_llm_provider == "azure_ai":
return litellm.AzureAIStudioConfig().get_required_params()
else:
return []
@ -10081,6 +10113,14 @@ def get_secret(
return oidc_token
else:
raise ValueError("Github OIDC provider failed")
elif oidc_provider == "azure":
# https://azure.github.io/azure-workload-identity/docs/quick-start.html
azure_federated_token_file = os.getenv("AZURE_FEDERATED_TOKEN_FILE")
if azure_federated_token_file is None:
raise ValueError("AZURE_FEDERATED_TOKEN_FILE not found in environment")
with open(azure_federated_token_file, "r") as f:
oidc_token = f.read()
return oidc_token
else:
raise ValueError("Unsupported OIDC provider")

View file

@ -85,6 +85,9 @@ model_list:
litellm_params:
model: openai/*
api_key: os.environ/OPENAI_API_KEY
- model_name: mistral-embed
litellm_params:
model: mistral/mistral-embed
- model_name: gpt-instruct # [PROD TEST] - tests if `/health` automatically infers this to be a text completion model
litellm_params:
model: text-completion-openai/gpt-3.5-turbo-instruct

View file

@ -1,6 +1,6 @@
[tool.poetry]
name = "litellm"
version = "1.40.9"
version = "1.40.10"
description = "Library to easily interface with LLM API providers"
authors = ["BerriAI"]
license = "MIT"
@ -85,7 +85,7 @@ requires = ["poetry-core", "wheel"]
build-backend = "poetry.core.masonry.api"
[tool.commitizen]
version = "1.40.9"
version = "1.40.10"
version_files = [
"pyproject.toml:^version"
]

View file

@ -22,6 +22,7 @@ async def generate_key(
"text-embedding-ada-002",
"dall-e-2",
"fake-openai-endpoint-2",
"mistral-embed",
],
):
url = "http://0.0.0.0:4000/key/generate"
@ -197,14 +198,14 @@ async def completion(session, key):
return response
async def embeddings(session, key):
async def embeddings(session, key, model="text-embedding-ada-002"):
url = "http://0.0.0.0:4000/embeddings"
headers = {
"Authorization": f"Bearer {key}",
"Content-Type": "application/json",
}
data = {
"model": "text-embedding-ada-002",
"model": model,
"input": ["hello world"],
}
@ -408,6 +409,9 @@ async def test_embeddings():
key_2 = key_gen["key"]
await embeddings(session=session, key=key_2)
# embedding request with non OpenAI model
await embeddings(session=session, key=key, model="mistral-embed")
@pytest.mark.asyncio
async def test_image_generation():

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@ -1 +1 @@
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View file

@ -139,6 +139,7 @@ interface ProviderSettings {
enum Providers {
OpenAI = "OpenAI",
Azure = "Azure",
Azure_AI_Studio = "Azure AI Studio",
Anthropic = "Anthropic",
Google_AI_Studio = "Google AI Studio",
Bedrock = "Amazon Bedrock",
@ -151,6 +152,7 @@ enum Providers {
const provider_map: Record<string, string> = {
OpenAI: "openai",
Azure: "azure",
Azure_AI_Studio: "azure_ai",
Anthropic: "anthropic",
Google_AI_Studio: "gemini",
Bedrock: "bedrock",
@ -158,6 +160,7 @@ const provider_map: Record<string, string> = {
Vertex_AI: "vertex_ai",
Databricks: "databricks",
Ollama: "ollama",
};
const retry_policy_map: Record<string, string> = {
@ -1245,6 +1248,10 @@ const ModelDashboard: React.FC<ModelDashboardProps> = ({
return "claude-3-opus";
} else if (selectedProvider == Providers.Google_AI_Studio) {
return "gemini-pro";
} else if (selectedProvider == Providers.Azure_AI_Studio) {
return "azure_ai/command-r-plus";
} else if (selectedProvider == Providers.Azure) {
return "azure/my-deployment";
} else {
return "gpt-3.5-turbo";
}

View file

@ -14,11 +14,12 @@ export interface Model {
export const modelCostMap = async () => {
try {
const url = proxyBaseUrl ? `${proxyBaseUrl}/get/litellm_model_cost_map` : `/get/litellm_model_cost_map`;
const response = await fetch(
"https://raw.githubusercontent.com/BerriAI/litellm/main/model_prices_and_context_window.json"
url
);
const jsonData = await response.json();
console.log(`received data: ${jsonData}`);
console.log(`received litellm model cost data: ${jsonData}`);
return jsonData;
} catch (error) {
console.error("Failed to get model cost map:", error);
@ -2405,7 +2406,6 @@ export const getProxyBaseUrlAndLogoutUrl = async (
if (!response.ok) {
const errorData = await response.text();
message.error(errorData, 10);
throw new Error("Network response was not ok");
}