Merge pull request #4463 from BerriAI/docs_create_pass_through_routes_litellm_proxy

Docs create pass through routes litellm proxy (tutorial setup cohere Re-Rank Endpoint)
This commit is contained in:
Ishaan Jaff
2024-06-28 16:55:44 -07:00
committed by GitHub
5 changed files with 247 additions and 2 deletions
@@ -0,0 +1,97 @@
# ➡️ Create Pass Through Endpoints
Add pass through routes to LiteLLM Proxy
**Example:** Add a route `/v1/rerank` that forwards requests to `https://api.cohere.com/v1/rerank` through LiteLLM Proxy
💡 This allows making the following Request to LiteLLM Proxy
```shell
curl --request POST \
--url http://localhost:4000/v1/rerank \
--header 'accept: application/json' \
--header 'content-type: application/json' \
--data '{
"model": "rerank-english-v3.0",
"query": "What is the capital of the United States?",
"top_n": 3,
"documents": ["Carson City is the capital city of the American state of Nevada."]
}'
```
## Tutorial - Setup Cohere Re-Rank Endpoint on LiteLLM Proxy
**Step 1** Define pass through routes on [litellm config.yaml](configs.md)
```yaml
general_settings:
master_key: sk-1234
pass_through_endpoints:
- path: "/v1/rerank" # route you want to add to LiteLLM Proxy Server
target: "https://api.cohere.com/v1/rerank" # URL this route should forward requests to
headers: # headers to forward to this URL
Authorization: "bearer os.environ/COHERE_API_KEY" # (Optional) Auth Header to forward to your Endpoint
content-type: application/json # (Optional) Extra Headers to pass to this endpoint
accept: application/json
```
**Step 2** Start Proxy Server in detailed_debug mode
```shell
litellm --config config.yaml
```
**Step 3** Make Request to pass through endpoint
```shell
curl --request POST \
--url http://localhost:4000/v1/rerank \
--header 'accept: application/json' \
--header 'content-type: application/json' \
--data '{
"model": "rerank-english-v3.0",
"query": "What is the capital of the United States?",
"top_n": 3,
"documents": ["Carson City is the capital city of the American state of Nevada.",
"The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean. Its capital is Saipan.",
"Washington, D.C. (also known as simply Washington or D.C., and officially as the District of Columbia) is the capital of the United States. It is a federal district.",
"Capitalization or capitalisation in English grammar is the use of a capital letter at the start of a word. English usage varies from capitalization in other languages.",
"Capital punishment (the death penalty) has existed in the United States since beforethe United States was a country. As of 2017, capital punishment is legal in 30 of the 50 states."]
}'
```
🎉 **Expected Response**
This request got forwarded from LiteLLM Proxy -> Defined Target URL (with headers)
```shell
{
"id": "37103a5b-8cfb-48d3-87c7-da288bedd429",
"results": [
{
"index": 2,
"relevance_score": 0.999071
},
{
"index": 4,
"relevance_score": 0.7867867
},
{
"index": 0,
"relevance_score": 0.32713068
}
],
"meta": {
"api_version": {
"version": "1"
},
"billed_units": {
"search_units": 1
}
}
}
```
+2 -1
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@@ -48,6 +48,7 @@ const sidebars = {
"proxy/billing",
"proxy/user_keys",
"proxy/virtual_keys",
"proxy/token_auth",
"proxy/alerting",
{
type: "category",
@@ -56,11 +57,11 @@ const sidebars = {
},
"proxy/ui",
"proxy/prometheus",
"proxy/pass_through",
"proxy/email",
"proxy/multiple_admins",
"proxy/team_based_routing",
"proxy/customer_routing",
"proxy/token_auth",
{
type: "category",
label: "Extra Load Balancing",
@@ -0,0 +1,133 @@
import ast
import traceback
import httpx
from fastapi import APIRouter, FastAPI, HTTPException, Request, Response, status
from fastapi.responses import StreamingResponse
import litellm
from litellm._logging import verbose_proxy_logger
from litellm.proxy._types import ProxyException
async_client = httpx.AsyncClient()
async def set_env_variables_in_header(custom_headers: dict):
"""
checks if nay headers on config.yaml are defined as os.environ/COHERE_API_KEY etc
only runs for headers defined on config.yaml
example header can be
{"Authorization": "bearer os.environ/COHERE_API_KEY"}
"""
headers = {}
for key, value in custom_headers.items():
headers[key] = value
if isinstance(value, str) and "os.environ/" in value:
verbose_proxy_logger.debug(
"pass through endpoint - looking up 'os.environ/' variable"
)
# get string section that is os.environ/
start_index = value.find("os.environ/")
_variable_name = value[start_index:]
verbose_proxy_logger.debug(
"pass through endpoint - getting secret for variable name: %s",
_variable_name,
)
_secret_value = litellm.get_secret(_variable_name)
new_value = value.replace(_variable_name, _secret_value)
headers[key] = new_value
return headers
async def pass_through_request(request: Request, target: str, custom_headers: dict):
try:
url = httpx.URL(target)
headers = custom_headers
request_body = await request.body()
_parsed_body = ast.literal_eval(request_body.decode("utf-8"))
verbose_proxy_logger.debug(
"Pass through endpoint sending request to \nURL {}\nheaders: {}\nbody: {}\n".format(
url, headers, _parsed_body
)
)
response = await async_client.request(
method=request.method,
url=url,
headers=headers,
params=request.query_params,
json=_parsed_body,
)
if response.status_code != 200:
raise HTTPException(status_code=response.status_code, detail=response.text)
content = await response.aread()
return Response(
content=content,
status_code=response.status_code,
headers=dict(response.headers),
)
except Exception as e:
verbose_proxy_logger.error(
"litellm.proxy.proxy_server.pass through endpoint(): Exception occured - {}".format(
str(e)
)
)
verbose_proxy_logger.debug(traceback.format_exc())
if isinstance(e, HTTPException):
raise ProxyException(
message=getattr(e, "message", str(e.detail)),
type=getattr(e, "type", "None"),
param=getattr(e, "param", "None"),
code=getattr(e, "status_code", status.HTTP_400_BAD_REQUEST),
)
else:
error_msg = f"{str(e)}"
raise ProxyException(
message=getattr(e, "message", error_msg),
type=getattr(e, "type", "None"),
param=getattr(e, "param", "None"),
code=getattr(e, "status_code", 500),
)
def create_pass_through_route(endpoint, target, custom_headers=None):
async def endpoint_func(request: Request):
return await pass_through_request(request, target, custom_headers)
return endpoint_func
async def initialize_pass_through_endpoints(pass_through_endpoints: list):
verbose_proxy_logger.debug("initializing pass through endpoints")
from litellm.proxy.proxy_server import app
for endpoint in pass_through_endpoints:
_target = endpoint.get("target", None)
_path = endpoint.get("path", None)
_custom_headers = endpoint.get("headers", None)
_custom_headers = await set_env_variables_in_header(
custom_headers=_custom_headers
)
if _target is None:
continue
verbose_proxy_logger.debug("adding pass through endpoint: %s", _path)
app.add_api_route(
path=_path,
endpoint=create_pass_through_route(_path, _target, _custom_headers),
methods=["GET", "POST", "PUT", "DELETE", "PATCH"],
)
verbose_proxy_logger.debug("Added new pass through endpoint: %s", _path)
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@@ -22,6 +22,13 @@ general_settings:
master_key: sk-1234
alerting: ["slack", "email"]
public_routes: ["LiteLLMRoutes.public_routes", "/spend/calculate"]
pass_through_endpoints:
- path: "/v1/rerank"
target: "https://api.cohere.com/v1/rerank"
headers:
Authorization: "bearer os.environ/COHERE_API_KEY"
content-type: application/json
accept: application/json
litellm_settings:
@@ -34,6 +41,5 @@ litellm_settings:
- user
- metadata
- metadata.generation_name
cache: True
+8
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@@ -161,6 +161,9 @@ from litellm.proxy.management_endpoints.key_management_endpoints import (
router as key_management_router,
)
from litellm.proxy.management_endpoints.team_endpoints import router as team_router
from litellm.proxy.pass_through_endpoints.pass_through_endpoints import (
initialize_pass_through_endpoints,
)
from litellm.proxy.secret_managers.aws_secret_manager import (
load_aws_kms,
load_aws_secret_manager,
@@ -1856,6 +1859,11 @@ class ProxyConfig:
user_custom_key_generate = get_instance_fn(
value=custom_key_generate, config_file_path=config_file_path
)
## pass through endpoints
if general_settings.get("pass_through_endpoints", None) is not None:
await initialize_pass_through_endpoints(
pass_through_endpoints=general_settings["pass_through_endpoints"]
)
## dynamodb
database_type = general_settings.get("database_type", None)
if database_type is not None and (