Merge branch 'BerriAI:main' into fireworks-fix-cost-map

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Daniel Bichuetti 2024-07-17 08:18:23 -03:00 committed by GitHub
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66 changed files with 703 additions and 165 deletions

2
.gitignore vendored
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@ -1,5 +1,7 @@
.venv
.env
.newenv
newenv/*
litellm/proxy/myenv/*
litellm_uuid.txt
__pycache__/

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@ -434,6 +434,33 @@ litellm_settings:
### Default Fallbacks
You can also set default_fallbacks, in case a specific model group is misconfigured / bad.
```yaml
model_list:
- model_name: gpt-3.5-turbo-small
litellm_params:
model: azure/chatgpt-v-2
api_base: os.environ/AZURE_API_BASE
api_key: os.environ/AZURE_API_KEY
api_version: "2023-07-01-preview"
- model_name: claude-opus
litellm_params:
model: claude-3-opus-20240229
api_key: os.environ/ANTHROPIC_API_KEY
litellm_settings:
default_fallbacks: ["claude-opus"]
```
This will default to claude-opus in case any model fails.
A model-specific fallbacks (e.g. {"gpt-3.5-turbo-small": ["claude-opus"]}) overrides default fallback.
### Test Fallbacks!
Check if your fallbacks are working as expected.

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@ -4,7 +4,7 @@ import TabItem from '@theme/TabItem';
# 🤗 UI - Self-Serve
Allow users to create their own keys on [Proxy UI](./ui.md).
## Allow users to create their own keys on [Proxy UI](./ui.md).
1. Add user with permissions to a team on proxy
@ -125,6 +125,41 @@ LiteLLM Enterprise: Enable [SSO login](./ui.md#setup-ssoauth-for-ui)
<Image img={require('../../img/ui_self_serve_create_key.png')} style={{ width: '800px', height: 'auto' }} />
## Allow users to View Usage, Caching Analytics
1. Go to Internal Users -> +Invite User
Set their role to `Admin Viewer` - this means they can only view usage, caching analytics
<Image img={require('../../img/ui_invite_user.png')} style={{ width: '800px', height: 'auto' }} />
<br />
2. Share invitation link with user
<Image img={require('../../img/ui_invite_link.png')} style={{ width: '800px', height: 'auto' }} />
<br />
3. User logs in via email + password auth
<Image img={require('../../img/ui_clean_login.png')} style={{ width: '500px', height: 'auto' }} />
<br />
4. User can now view Usage, Caching Analytics
<Image img={require('../../img/ui_usage.png')} style={{ width: '800px', height: 'auto' }} />
## Available Roles
Here's the available UI roles for a LiteLLM Internal User:
**Admin Roles:**
- `proxy_admin`: admin over the platform
- `proxy_admin_viewer`: can login, view all keys, view all spend. **Cannot** create/delete keys, add new users.
**Internal User Roles:**
- `internal_user`: can login, view/create/delete their own keys, view their spend. **Cannot** add new users.
- `internal_user_viewer`: can login, view their own keys, view their own spend. **Cannot** create/delete keys, add new users.
## Advanced
### Setting custom logout URLs

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@ -347,6 +347,70 @@ curl --location 'http://localhost:4000/key/generate' \
"max_budget": 0,}'
```
## Advanced - Pass LiteLLM Key in custom header
Use this to make LiteLLM proxy look for the virtual key in a custom header instead of the default `"Authorization"` header
**Step 1** Define `litellm_key_header_name` name on litellm config.yaml
```yaml
model_list:
- model_name: fake-openai-endpoint
litellm_params:
model: openai/fake
api_key: fake-key
api_base: https://exampleopenaiendpoint-production.up.railway.app/
general_settings:
master_key: sk-1234
litellm_key_header_name: "X-Litellm-Key" # 👈 Key Change
```
**Step 2** Test it
In this request, litellm will use the Virtual key in the `X-Litellm-Key` header
<Tabs>
<TabItem value="curl" label="curl">
```shell
curl http://localhost:4000/v1/chat/completions \
-H "Content-Type: application/json" \
-H "X-Litellm-Key: Bearer sk-1234" \
-H "Authorization: Bearer bad-key" \
-d '{
"model": "fake-openai-endpoint",
"messages": [
{"role": "user", "content": "Hello, Claude gm!"}
]
}'
```
**Expected Response**
Expect to see a successfull response from the litellm proxy since the key passed in `X-Litellm-Key` is valid
```shell
{"id":"chatcmpl-f9b2b79a7c30477ab93cd0e717d1773e","choices":[{"finish_reason":"stop","index":0,"message":{"content":"\n\nHello there, how may I assist you today?","role":"assistant","tool_calls":null,"function_call":null}}],"created":1677652288,"model":"gpt-3.5-turbo-0125","object":"chat.completion","system_fingerprint":"fp_44709d6fcb","usage":{"completion_tokens":12,"prompt_tokens":9,"total_tokens":21}
```
</TabItem>
<TabItem value="python" label="OpenAI Python SDK">
```python
client = openai.OpenAI(
api_key="not-used",
base_url="https://api-gateway-url.com/llmservc/api/litellmp",
default_headers={
"Authorization": f"Bearer {API_GATEWAY_TOKEN}", # (optional) For your API Gateway
"X-Litellm-Key": f"Bearer sk-1234" # For LiteLLM Proxy
}
)
```
</TabItem>
</Tabs>
## Advanced - Custom Auth
You can now override the default api key auth.

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@ -757,6 +757,7 @@ openai_image_generation_models = ["dall-e-2", "dall-e-3"]
from .timeout import timeout
from .cost_calculator import completion_cost
from litellm.litellm_core_utils.litellm_logging import Logging
from litellm.litellm_core_utils.core_helpers import remove_index_from_tool_calls
from litellm.litellm_core_utils.token_counter import get_modified_max_tokens
from .utils import (
client,

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@ -39,3 +39,18 @@ def map_finish_reason(
elif finish_reason == "content_filtered":
return "content_filter"
return finish_reason
def remove_index_from_tool_calls(messages, tool_calls):
for tool_call in tool_calls:
if "index" in tool_call:
tool_call.pop("index")
for message in messages:
if "tool_calls" in message:
tool_calls = message["tool_calls"]
for tool_call in tool_calls:
if "index" in tool_call:
tool_call.pop("index")
return

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@ -475,10 +475,12 @@ class AnthropicConfig:
# makes headers for API call
def validate_environment(api_key, user_headers):
def validate_environment(api_key, user_headers, model):
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"
raise litellm.AuthenticationError(
message="Missing Anthropic API Key - A call is being made to anthropic but no key is set either in the environment variables or via params. Please set `ANTHROPIC_API_KEY` in your environment vars",
llm_provider="anthropic",
model=model,
)
headers = {
"accept": "application/json",
@ -734,7 +736,7 @@ class AnthropicChatCompletion(BaseLLM):
logger_fn=None,
headers={},
):
headers = validate_environment(api_key, headers)
headers = validate_environment(api_key, headers, model)
_is_function_call = False
messages = copy.deepcopy(messages)
optional_params = copy.deepcopy(optional_params)

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@ -953,6 +953,12 @@ class OpenAIChatCompletion(BaseLLM):
new_messages = messages
new_messages.append({"role": "user", "content": ""})
messages = new_messages
elif (
"unknown field: parameter index is not a valid field" in str(e)
) and "tools" in data:
litellm.remove_index_from_tool_calls(
tool_calls=data["tools"], messages=messages
)
else:
raise e
except OpenAIError as e:

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@ -1081,7 +1081,7 @@ def convert_to_gemini_tool_call_result(
return _part
def convert_to_anthropic_tool_result(message: dict) -> dict:
def convert_to_anthropic_tool_result(message: dict) -> AnthropicMessagesToolResultParam:
"""
OpenAI message with a tool result looks like:
{
@ -1114,44 +1114,50 @@ def convert_to_anthropic_tool_result(message: dict) -> dict:
}
"""
if message["role"] == "tool":
tool_call_id = message.get("tool_call_id")
content = message.get("content")
tool_call_id: str = message.get("tool_call_id") # type: ignore
content: str = message.get("content") # type: ignore
# We can't determine from openai message format whether it's a successful or
# error call result so default to the successful result template
anthropic_tool_result = {
"type": "tool_result",
"tool_use_id": tool_call_id,
"content": content,
}
anthropic_tool_result = AnthropicMessagesToolResultParam(
type="tool_result", tool_use_id=tool_call_id, content=content
)
return anthropic_tool_result
elif message["role"] == "function":
content = message.get("content")
anthropic_tool_result = {
"type": "tool_result",
"tool_use_id": str(uuid.uuid4()),
"content": content,
}
if message["role"] == "function":
content = message.get("content") # type: ignore
anthropic_tool_result = AnthropicMessagesToolResultParam(
type="tool_result", tool_use_id=str(uuid.uuid4()), content=content
)
return anthropic_tool_result
return {}
else:
raise Exception(
"Invalid role={}. Only 'tool' or 'function' are accepted for tool result blocks.".format(
message.get("content")
)
)
def convert_function_to_anthropic_tool_invoke(function_call):
def convert_function_to_anthropic_tool_invoke(
function_call,
) -> List[AnthropicMessagesToolUseParam]:
try:
anthropic_tool_invoke = [
{
"type": "tool_use",
"id": str(uuid.uuid4()),
"name": get_attribute_or_key(function_call, "name"),
"input": json.loads(get_attribute_or_key(function_call, "arguments")),
}
AnthropicMessagesToolUseParam(
type="tool_use",
id=str(uuid.uuid4()),
name=get_attribute_or_key(function_call, "name"),
input=json.loads(get_attribute_or_key(function_call, "arguments")),
)
]
return anthropic_tool_invoke
except Exception as e:
raise e
def convert_to_anthropic_tool_invoke(tool_calls: list) -> list:
def convert_to_anthropic_tool_invoke(
tool_calls: list,
) -> List[AnthropicMessagesToolUseParam]:
"""
OpenAI tool invokes:
{
@ -1189,18 +1195,16 @@ def convert_to_anthropic_tool_invoke(tool_calls: list) -> list:
}
"""
anthropic_tool_invoke = [
{
"type": "tool_use",
"id": get_attribute_or_key(tool, "id"),
"name": get_attribute_or_key(
get_attribute_or_key(tool, "function"), "name"
),
"input": json.loads(
AnthropicMessagesToolUseParam(
type="tool_use",
id=get_attribute_or_key(tool, "id"),
name=get_attribute_or_key(get_attribute_or_key(tool, "function"), "name"),
input=json.loads(
get_attribute_or_key(
get_attribute_or_key(tool, "function"), "arguments"
)
),
}
)
for tool in tool_calls
if get_attribute_or_key(tool, "type") == "function"
]
@ -1212,7 +1216,12 @@ def anthropic_messages_pt(
messages: list,
model: str,
llm_provider: str,
):
) -> List[
Union[
AnthropicMessagesUserMessageParam,
AnthopicMessagesAssistantMessageParam,
]
]:
"""
format messages for anthropic
1. Anthropic supports roles like "user" and "assistant" (system prompt sent separately)
@ -1225,24 +1234,33 @@ def anthropic_messages_pt(
# add role=tool support to allow function call result/error submission
user_message_types = {"user", "tool", "function"}
# reformat messages to ensure user/assistant are alternating, if there's either 2 consecutive 'user' messages or 2 consecutive 'assistant' message, merge them.
new_messages: list = []
new_messages: List[
Union[
AnthropicMessagesUserMessageParam,
AnthopicMessagesAssistantMessageParam,
]
] = []
msg_i = 0
tool_use_param = False
while msg_i < len(messages):
user_content = []
user_content: List[AnthropicMessagesUserMessageValues] = []
init_msg_i = msg_i
## MERGE CONSECUTIVE USER CONTENT ##
while msg_i < len(messages) and messages[msg_i]["role"] in user_message_types:
if isinstance(messages[msg_i]["content"], list):
for m in messages[msg_i]["content"]:
if m.get("type", "") == "image_url":
image_chunk = convert_to_anthropic_image_obj(
m["image_url"]["url"]
)
user_content.append(
{
"type": "image",
"source": convert_to_anthropic_image_obj(
m["image_url"]["url"]
AnthropicMessagesImageParam(
type="image",
source=AnthropicImageParamSource(
type="base64",
media_type=image_chunk["media_type"],
data=image_chunk["data"],
),
}
)
)
elif m.get("type", "") == "text":
user_content.append({"type": "text", "text": m["text"]})
@ -1262,14 +1280,25 @@ def anthropic_messages_pt(
if user_content:
new_messages.append({"role": "user", "content": user_content})
assistant_content = []
assistant_content: List[AnthropicMessagesAssistantMessageValues] = []
## MERGE CONSECUTIVE ASSISTANT CONTENT ##
while msg_i < len(messages) and messages[msg_i]["role"] == "assistant":
assistant_text = (
messages[msg_i].get("content") or ""
) # either string or none
if assistant_text:
assistant_content.append({"type": "text", "text": assistant_text})
if "content" in messages[msg_i] and isinstance(
messages[msg_i]["content"], list
):
for m in messages[msg_i]["content"]:
# handle text
if m.get("type", "") == "text":
anthropic_message = AnthropicMessagesTextParam(
type="text", text=m.get("text")
)
assistant_content.append(anthropic_message)
elif "content" in messages[msg_i] and isinstance(
messages[msg_i]["content"], str
):
assistant_content.append(
{"type": "text", "text": messages[msg_i]["content"]}
)
if messages[msg_i].get(
"tool_calls", []

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@ -1,14 +1,19 @@
import os, types
import copy
import json
from enum import Enum
import requests, copy # type: ignore
import os
import time
from typing import Callable, Optional, List
import litellm
from .prompt_templates.factory import prompt_factory, custom_prompt
from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
from .base import BaseLLM
import types
from enum import Enum
from typing import Callable, List, Optional
import httpx # type: ignore
import requests # type: ignore
import litellm
from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler
from .base import BaseLLM
from .prompt_templates.factory import custom_prompt, prompt_factory
class TritonError(Exception):
@ -52,17 +57,25 @@ class TritonChatCompletion(BaseLLM):
logging_obj.post_call(original_response=_text_response)
_json_response = response.json()
_embedding_output = []
_outputs = _json_response["outputs"]
_output_data = _outputs[0]["data"]
_embedding_output = {
"object": "embedding",
"index": 0,
"embedding": _output_data,
}
for output in _outputs:
_shape = output["shape"]
_data = output["data"]
_split_output_data = self.split_embedding_by_shape(_data, _shape)
for idx, embedding in enumerate(_split_output_data):
_embedding_output.append(
{
"object": "embedding",
"index": idx,
"embedding": embedding,
}
)
model_response.model = _json_response.get("model_name", "None")
model_response.data = [_embedding_output]
model_response.data = _embedding_output
return model_response
@ -83,7 +96,7 @@ class TritonChatCompletion(BaseLLM):
"inputs": [
{
"name": "input_text",
"shape": [1],
"shape": [len(input)],
"datatype": "BYTES",
"data": input,
}
@ -116,3 +129,14 @@ class TritonChatCompletion(BaseLLM):
raise Exception(
"Only async embedding supported for triton, please use litellm.aembedding() for now"
)
@staticmethod
def split_embedding_by_shape(
data: List[float], shape: List[int]
) -> List[List[float]]:
if len(shape) != 2:
raise ValueError("Shape must be of length 2.")
embedding_size = shape[1]
return [
data[i * embedding_size : (i + 1) * embedding_size] for i in range(shape[0])
]

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@ -6,19 +6,21 @@ Currently only supports admin.
JWT token must have 'litellm_proxy_admin' in scope.
"""
import jwt
import json
import os
from litellm.caching import DualCache
from litellm._logging import verbose_proxy_logger
from litellm.proxy._types import LiteLLM_JWTAuth, LiteLLM_UserTable
from litellm.proxy.utils import PrismaClient
from litellm.llms.custom_httpx.httpx_handler import HTTPHandler
from typing import Optional
import jwt
from cryptography import x509
from cryptography.hazmat.backends import default_backend
from cryptography.hazmat.primitives import serialization
from litellm._logging import verbose_proxy_logger
from litellm.caching import DualCache
from litellm.llms.custom_httpx.httpx_handler import HTTPHandler
from litellm.proxy._types import LiteLLM_JWTAuth, LiteLLM_UserTable
from litellm.proxy.utils import PrismaClient
class JWTHandler:
"""

View File

@ -123,13 +123,10 @@ async def user_api_key_auth(
if isinstance(api_key, str):
passed_in_key = api_key
api_key = _get_bearer_token(api_key=api_key)
elif isinstance(azure_api_key_header, str):
api_key = azure_api_key_header
elif isinstance(anthropic_api_key_header, str):
api_key = anthropic_api_key_header
elif pass_through_endpoints is not None:
for endpoint in pass_through_endpoints:
if endpoint.get("path", "") == route:
@ -138,6 +135,15 @@ async def user_api_key_auth(
header_key: str = headers.get("litellm_user_api_key", "")
if request.headers.get(key=header_key) is not None:
api_key = request.headers.get(key=header_key)
# if user wants to pass LiteLLM_Master_Key as a custom header, example pass litellm keys as X-LiteLLM-Key: Bearer sk-1234
custom_litellm_key_header_name = general_settings.get("litellm_key_header_name")
if custom_litellm_key_header_name is not None:
api_key = get_api_key_from_custom_header(
request=request,
custom_litellm_key_header_name=custom_litellm_key_header_name,
)
parent_otel_span: Optional[Span] = None
if open_telemetry_logger is not None:
parent_otel_span = open_telemetry_logger.tracer.start_span(
@ -1267,3 +1273,27 @@ def _check_valid_ip(allowed_ips: Optional[List[str]], request: Request) -> bool:
return False
return True
def get_api_key_from_custom_header(
request: Request, custom_litellm_key_header_name: str
):
# use this as the virtual key passed to litellm proxy
custom_litellm_key_header_name = custom_litellm_key_header_name.lower()
verbose_proxy_logger.debug(
"searching for custom_litellm_key_header_name= %s",
custom_litellm_key_header_name,
)
custom_api_key = request.headers.get(custom_litellm_key_header_name)
if custom_api_key:
api_key = _get_bearer_token(api_key=custom_api_key)
verbose_proxy_logger.debug(
"Found custom API key using header: {}, setting api_key={}".format(
custom_litellm_key_header_name, api_key
)
)
else:
raise ValueError(
f"No LiteLLM Virtual Key pass. Please set header={custom_litellm_key_header_name}: Bearer <api_key>"
)
return api_key

View File

@ -56,6 +56,7 @@ def check_file_size_under_limit(
file_contents_size = file.size or 0
file_content_size_in_mb = file_contents_size / (1024 * 1024)
max_file_size_mb = None
if llm_router is not None and request_data["model"] in router_model_names:
try:

View File

@ -778,6 +778,11 @@ async def delete_user(
where={"user_id": {"in": data.user_ids}}
)
## DELETE ASSOCIATED INVITATION LINKS
await prisma_client.db.litellm_invitationlink.delete_many(
where={"user_id": {"in": data.user_ids}}
)
## DELETE USERS
deleted_users = await prisma_client.db.litellm_usertable.delete_many(
where={"user_id": {"in": data.user_ids}}

View File

@ -713,6 +713,7 @@ async def team_info(
team_id: str = fastapi.Query(
default=None, description="Team ID in the request parameters"
),
user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
):
"""
get info on team + related keys
@ -747,6 +748,18 @@ async def team_info(
detail={"message": "Malformed request. No team id passed in."},
)
if user_api_key_dict.user_role == LitellmUserRoles.PROXY_ADMIN.value:
pass
elif user_api_key_dict.team_id is None or (
team_id != user_api_key_dict.team_id
):
raise HTTPException(
status_code=status.HTTP_403_FORBIDDEN,
detail="key not allowed to access this team's info. Key team_id={}, Requested team_id={}".format(
user_api_key_dict.team_id, team_id
),
)
team_info = await prisma_client.get_data(
team_id=team_id, table_name="team", query_type="find_unique"
)

View File

@ -17,6 +17,7 @@ model_list:
general_settings:
master_key: sk-1234
litellm_key_header_name: "X-Litellm-Key"
litellm_settings:
cache: true

View File

@ -284,11 +284,18 @@ class ProxyLogging:
if self.alerting is None:
return
# current alerting threshold
alerting_threshold: float = self.alerting_threshold
# add a 100 second buffer to the alerting threshold
# ensures we don't send errant hanging request slack alerts
alerting_threshold += 100
await self.internal_usage_cache.async_set_cache(
key="request_status:{}".format(litellm_call_id),
value=status,
local_only=True,
ttl=120,
ttl=alerting_threshold,
)
# The actual implementation of the function
@ -593,12 +600,41 @@ class ProxyLogging:
)
if litellm_logging_obj is not None:
## UPDATE LOGGING INPUT
_optional_params = {}
for k, v in request_data.items():
if k != "model" and k != "user" and k != "litellm_params":
_optional_params[k] = v
litellm_logging_obj.update_environment_variables(
model=request_data.get("model", ""),
user=request_data.get("user", ""),
optional_params=_optional_params,
litellm_params=request_data.get("litellm_params", {}),
)
input: Union[list, str, dict] = ""
if "messages" in request_data and isinstance(
request_data["messages"], list
):
input = request_data["messages"]
elif "prompt" in request_data and isinstance(
request_data["prompt"], str
):
input = request_data["prompt"]
elif "input" in request_data and isinstance(
request_data["input"], list
):
input = request_data["input"]
litellm_logging_obj.pre_call(
input=input,
api_key="",
)
# log the custom exception
await litellm_logging_obj.async_failure_handler(
exception=original_exception,
traceback_exception=traceback.format_exc(),
start_time=time.time(),
end_time=time.time(),
)
threading.Thread(
@ -606,8 +642,6 @@ class ProxyLogging:
args=(
original_exception,
traceback.format_exc(),
time.time(),
time.time(),
),
).start()

View File

@ -388,6 +388,33 @@ def test_completion_openai_exception():
# test_completion_openai_exception()
def test_anthropic_openai_exception():
# test if anthropic raises litellm.AuthenticationError
try:
litellm.set_verbose = True
## Test azure call
old_azure_key = os.environ["ANTHROPIC_API_KEY"]
os.environ.pop("ANTHROPIC_API_KEY")
response = completion(
model="anthropic/claude-3-sonnet-20240229",
messages=[{"role": "user", "content": "hello"}],
)
print(f"response: {response}")
print(response)
except litellm.AuthenticationError as e:
os.environ["ANTHROPIC_API_KEY"] = old_azure_key
print("Exception vars=", vars(e))
assert (
"Missing Anthropic API Key - A call is being made to anthropic but no key is set either in the environment variables or via params"
in e.message
)
print(
"ANTHROPIC_API_KEY: good job got the correct error for ANTHROPIC_API_KEY when key not set"
)
except Exception as e:
pytest.fail(f"Error occurred: {e}")
def test_completion_mistral_exception():
# test if mistral/mistral-tiny raises openai.AuthenticationError
try:

View File

@ -2545,3 +2545,53 @@ async def test_update_user_role(prisma_client):
# use generated key to auth in
result = await user_api_key_auth(request=request, api_key=api_key)
print("result from user auth with new key", result)
@pytest.mark.asyncio()
async def test_custom_api_key_header_name(prisma_client):
""" """
setattr(litellm.proxy.proxy_server, "prisma_client", prisma_client)
setattr(litellm.proxy.proxy_server, "master_key", "sk-1234")
setattr(
litellm.proxy.proxy_server,
"general_settings",
{"litellm_key_header_name": "x-litellm-key"},
)
await litellm.proxy.proxy_server.prisma_client.connect()
api_route = APIRoute(path="/chat/completions", endpoint=chat_completion)
request = Request(
{
"type": "http",
"route": api_route,
"path": api_route.path,
"headers": [
(b"x-litellm-key", b"Bearer sk-1234"),
],
}
)
# this should pass because we pass the master key as X-Litellm-Key and litellm_key_header_name="X-Litellm-Key" in general settings
result = await user_api_key_auth(request=request, api_key="Bearer invalid-key")
# this should fail because X-Litellm-Key is invalid
request = Request(
{
"type": "http",
"route": api_route,
"path": api_route.path,
"headers": [],
}
)
try:
result = await user_api_key_auth(request=request, api_key="Bearer sk-1234")
pytest.fail(f"This should have failed!. invalid Auth on this request")
except Exception as e:
print("failed with error", e)
assert (
"No LiteLLM Virtual Key pass. Please set header=x-litellm-key: Bearer <api_key>"
in e.message
)
pass
# this should pass because X-Litellm-Key is valid

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@ -7,6 +7,8 @@ import pytest
sys.path.insert(0, os.path.abspath("../.."))
from typing import Union
# from litellm.llms.prompt_templates.factory import prompt_factory
import litellm
from litellm import completion
@ -138,6 +140,38 @@ def test_anthropic_messages_pt():
assert "Invalid first message" in str(err.value)
def test_anthropic_messages_nested_pt():
from litellm.types.llms.anthropic import (
AnthopicMessagesAssistantMessageParam,
AnthropicMessagesUserMessageParam,
)
messages = [
{"content": [{"text": "here is a task", "type": "text"}], "role": "user"},
{
"content": [{"text": "sure happy to help", "type": "text"}],
"role": "assistant",
},
{
"content": [
{
"text": "Here is a screenshot of the current desktop with the "
"mouse coordinates (500, 350). Please select an action "
"from the provided schema.",
"type": "text",
}
],
"role": "user",
},
]
new_messages = anthropic_messages_pt(
messages, model="claude-3-sonnet-20240229", llm_provider="anthropic"
)
assert isinstance(new_messages[1]["content"][0]["text"], str)
# codellama_prompt_format()
def test_bedrock_tool_calling_pt():
tools = [

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@ -1,20 +1,29 @@
import sys, os
import os
import sys
import traceback
from unittest import mock
from dotenv import load_dotenv
import litellm.proxy
import litellm.proxy.proxy_server
load_dotenv()
import os, io
import io
import os
# this file is to test litellm/proxy
sys.path.insert(
0, os.path.abspath("../..")
) # Adds the parent directory to the system path
import pytest, logging, asyncio
import asyncio
import logging
import pytest
import litellm
from litellm import embedding, completion, completion_cost, Timeout
from litellm import RateLimitError
from litellm import RateLimitError, Timeout, completion, completion_cost, embedding
# Configure logging
logging.basicConfig(
@ -22,14 +31,20 @@ logging.basicConfig(
format="%(asctime)s - %(levelname)s - %(message)s",
)
from unittest.mock import AsyncMock, MagicMock, patch
from fastapi import FastAPI
# test /chat/completion request to the proxy
from fastapi.testclient import TestClient
from fastapi import FastAPI
from litellm.proxy.proxy_server import (
from litellm.integrations.custom_logger import CustomLogger
from litellm.proxy.proxy_server import ( # Replace with the actual module where your FastAPI router is defined
app,
save_worker_config,
initialize,
) # Replace with the actual module where your FastAPI router is defined
save_worker_config,
)
from litellm.proxy.utils import ProxyLogging
# Your bearer token
token = "sk-1234"
@ -158,6 +173,61 @@ def test_chat_completion(mock_acompletion, client_no_auth):
pytest.fail(f"LiteLLM Proxy test failed. Exception - {str(e)}")
from litellm.tests.test_custom_callback_input import CompletionCustomHandler
@mock_patch_acompletion()
def test_custom_logger_failure_handler(mock_acompletion, client_no_auth):
from litellm.proxy._types import UserAPIKeyAuth
from litellm.proxy.proxy_server import hash_token, user_api_key_cache
rpm_limit = 0
mock_api_key = "sk-my-test-key"
cache_value = UserAPIKeyAuth(token=hash_token(mock_api_key), rpm_limit=rpm_limit)
user_api_key_cache.set_cache(key=hash_token(mock_api_key), value=cache_value)
mock_logger = CustomLogger()
mock_logger_unit_tests = CompletionCustomHandler()
proxy_logging_obj: ProxyLogging = getattr(
litellm.proxy.proxy_server, "proxy_logging_obj"
)
litellm.callbacks = [mock_logger, mock_logger_unit_tests]
proxy_logging_obj._init_litellm_callbacks(llm_router=None)
setattr(litellm.proxy.proxy_server, "user_api_key_cache", user_api_key_cache)
setattr(litellm.proxy.proxy_server, "master_key", "sk-1234")
setattr(litellm.proxy.proxy_server, "prisma_client", "FAKE-VAR")
setattr(litellm.proxy.proxy_server, "proxy_logging_obj", proxy_logging_obj)
with patch.object(
mock_logger, "async_log_failure_event", new=AsyncMock()
) as mock_failed_alert:
# Your test data
test_data = {
"model": "gpt-3.5-turbo",
"messages": [
{"role": "user", "content": "hi"},
],
"max_tokens": 10,
}
print("testing proxy server with chat completions")
response = client_no_auth.post(
"/v1/chat/completions",
json=test_data,
headers={"Authorization": "Bearer {}".format(mock_api_key)},
)
assert response.status_code == 429
# confirm async_log_failure_event is called
mock_failed_alert.assert_called()
assert len(mock_logger_unit_tests.errors) == 0
@mock_patch_acompletion()
def test_engines_model_chat_completions(mock_acompletion, client_no_auth):
global headers
@ -422,9 +492,10 @@ def test_add_new_model(client_no_auth):
def test_health(client_no_auth):
global headers
import time
from litellm._logging import verbose_logger, verbose_proxy_logger
import logging
import time
from litellm._logging import verbose_logger, verbose_proxy_logger
verbose_proxy_logger.setLevel(logging.DEBUG)

View File

@ -0,0 +1,29 @@
import pytest
from litellm.llms.triton import TritonChatCompletion
def test_split_embedding_by_shape_passes():
try:
triton = TritonChatCompletion()
data = [
{
"shape": [2, 3],
"data": [1, 2, 3, 4, 5, 6],
}
]
split_output_data = triton.split_embedding_by_shape(data[0]["data"], data[0]["shape"])
assert split_output_data == [[1, 2, 3], [4, 5, 6]]
except Exception as e:
pytest.fail(f"An exception occured: {e}")
def test_split_embedding_by_shape_fails_with_shape_value_error():
triton = TritonChatCompletion()
data = [
{
"shape": [2],
"data": [1, 2, 3, 4, 5, 6],
}
]
with pytest.raises(ValueError):
triton.split_embedding_by_shape(data[0]["data"], data[0]["shape"])

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@ -60,6 +60,10 @@ from litellm.litellm_core_utils.redact_messages import (
)
from litellm.litellm_core_utils.token_counter import get_modified_max_tokens
from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
from litellm.types.llms.openai import (
ChatCompletionNamedToolChoiceParam,
ChatCompletionToolParam,
)
from litellm.types.utils import (
CallTypes,
ChatCompletionDeltaToolCall,
@ -79,7 +83,6 @@ from litellm.types.utils import (
TranscriptionResponse,
Usage,
)
from litellm.types.llms.openai import ChatCompletionToolParam, ChatCompletionNamedToolChoiceParam
oidc_cache = DualCache()
@ -1572,8 +1575,8 @@ def openai_token_counter(
model="gpt-3.5-turbo-0613",
text: Optional[str] = None,
is_tool_call: Optional[bool] = False,
tools: list[ChatCompletionToolParam] | None = None,
tool_choice: ChatCompletionNamedToolChoiceParam | None = None,
tools: Optional[List[ChatCompletionToolParam]] = None,
tool_choice: Optional[ChatCompletionNamedToolChoiceParam] = None,
count_response_tokens: Optional[
bool
] = False, # Flag passed from litellm.stream_chunk_builder, to indicate counting tokens for LLM Response. We need this because for LLM input we add +3 tokens per message - based on OpenAI's token counter
@ -1617,7 +1620,7 @@ def openai_token_counter(
for message in messages:
num_tokens += tokens_per_message
if message.get("role", None) == "system":
includes_system_message = True
includes_system_message = True
for key, value in message.items():
if isinstance(value, str):
num_tokens += len(encoding.encode(value, disallowed_special=()))
@ -1868,14 +1871,15 @@ def _format_type(props, indent):
# This is a guess, as an empty string doesn't yield the expected token count
return "any"
def token_counter(
model="",
custom_tokenizer: Optional[dict] = None,
text: Optional[Union[str, List[str]]] = None,
messages: Optional[List] = None,
count_response_tokens: Optional[bool] = False,
tools: list[ChatCompletionToolParam] | None = None,
tool_choice: ChatCompletionNamedToolChoiceParam | None = None,
tools: Optional[List[ChatCompletionToolParam]] = None,
tool_choice: Optional[ChatCompletionNamedToolChoiceParam] = None,
) -> int:
"""
Count the number of tokens in a given text using a specified model.
@ -1955,7 +1959,7 @@ def token_counter(
is_tool_call=is_tool_call,
count_response_tokens=count_response_tokens,
tools=tools,
tool_choice=tool_choice
tool_choice=tool_choice,
)
else:
print_verbose(
@ -1968,7 +1972,7 @@ def token_counter(
is_tool_call=is_tool_call,
count_response_tokens=count_response_tokens,
tools=tools,
tool_choice=tool_choice
tool_choice=tool_choice,
)
else:
num_tokens = len(encoding.encode(text, disallowed_special=())) # type: ignore
@ -3927,25 +3931,51 @@ def get_api_base(
if dynamic_api_base is not None:
return dynamic_api_base
stream: bool = getattr(optional_params, "stream", False)
if (
_optional_params.vertex_location is not None
and _optional_params.vertex_project is not None
):
_api_base = "{}-aiplatform.googleapis.com/v1/projects/{}/locations/{}/publishers/google/models/{}:streamGenerateContent".format(
_optional_params.vertex_location,
_optional_params.vertex_project,
_optional_params.vertex_location,
model,
)
from litellm.llms.vertex_ai_anthropic import create_vertex_anthropic_url
if "claude" in model:
_api_base = create_vertex_anthropic_url(
vertex_location=_optional_params.vertex_location,
vertex_project=_optional_params.vertex_project,
model=model,
stream=stream,
)
else:
if stream:
_api_base = "{}-aiplatform.googleapis.com/v1/projects/{}/locations/{}/publishers/google/models/{}:streamGenerateContent".format(
_optional_params.vertex_location,
_optional_params.vertex_project,
_optional_params.vertex_location,
model,
)
else:
_api_base = "{}-aiplatform.googleapis.com/v1/projects/{}/locations/{}/publishers/google/models/{}:generateContent".format(
_optional_params.vertex_location,
_optional_params.vertex_project,
_optional_params.vertex_location,
model,
)
return _api_base
if custom_llm_provider is None:
return None
if custom_llm_provider == "gemini":
_api_base = "https://generativelanguage.googleapis.com/v1beta/models/{}:generateContent".format(
model
)
if stream:
_api_base = "https://generativelanguage.googleapis.com/v1beta/models/{}:streamGenerateContent".format(
model
)
else:
_api_base = "https://generativelanguage.googleapis.com/v1beta/models/{}:generateContent".format(
model
)
return _api_base
elif custom_llm_provider == "openai":
_api_base = "https://api.openai.com"

View File

@ -1,6 +1,6 @@
[tool.poetry]
name = "litellm"
version = "1.41.23"
version = "1.41.24"
description = "Library to easily interface with LLM API providers"
authors = ["BerriAI"]
license = "MIT"
@ -91,7 +91,7 @@ requires = ["poetry-core", "wheel"]
build-backend = "poetry.core.masonry.api"
[tool.commitizen]
version = "1.41.23"
version = "1.41.24"
version_files = [
"pyproject.toml:^version"
]

View File

@ -107,7 +107,8 @@ async def test_chat_completion_check_otel_spans():
print("Parent trace spans: ", parent_trace_spans)
assert len(parent_trace_spans) == 4
# either 4 or 5 traces depending on how many redis calls were made
assert len(parent_trace_spans) == 5 or len(parent_trace_spans) == 4
# 'postgres', 'redis', 'raw_gen_ai_request', 'litellm_request', 'Received Proxy Server Request' in the span
assert "postgres" in parent_trace_spans

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@ -1 +0,0 @@
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@ -0,0 +1 @@
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@ -31,6 +31,9 @@ const Sidebar: React.FC<SidebarProps> = ({
<Menu.Item key="1" onClick={() => setPage("usage")}>
Usage
</Menu.Item>
<Menu.Item key="9" onClick={() => setPage("caching")}>
<Text>Caching</Text>
</Menu.Item>
</Menu>
</Sider>
</Layout>

View File

@ -57,7 +57,12 @@ const Navbar: React.FC<NavbarProps> = ({
console.log("logoutUrl=", logoutUrl);
const handleLogout = () => {
// Clear cookies
document.cookie = "token=; expires=Thu, 01 Jan 1970 00:00:00 UTC; path=/;";
window.location.href = logoutUrl;
}
const items: MenuProps["items"] = [
{
@ -72,11 +77,7 @@ const Navbar: React.FC<NavbarProps> = ({
},
{
key: "2",
label: (
<a href={logoutUrl}>
<p>Logout</p>
</a>
),
label: <p onClick={handleLogout}>Logout</p>,
}
];