llama-index fastapi server
Project description
LlamaIndex Server
LlamaIndexServer is a FastAPI application that allows you to quickly launch your workflow as an API server.
Installation
pip install llama-index-server
Usage
# main.py
from llama_index.core.agent.workflow import AgentWorkflow
from llama_index.core.workflow import Workflow
from llama_index.core.tools import FunctionTool
from llama_index.server import LlamaIndexServer
# Define a factory function that returns a Workflow or AgentWorkflow
def create_workflow() -> Workflow:
def fetch_weather(city: str) -> str:
return f"The weather in {city} is sunny"
return AgentWorkflow.from_tools(
tools=[
FunctionTool.from_defaults(
fn=fetch_weather,
)
]
)
# Create an API server the workflow
app = LlamaIndexServer(
workflow_factory=create_workflow # Supports Workflow or AgentWorkflow
)
Running the server
-
In the same directory as
main.py, run the following command to start the server:fastapi dev -
Making a request to the server
curl -X POST "http://localhost:8000/api/chat" -H "Content-Type: application/json" -d '{"message": "What is the weather in Tokyo?"}'
-
See the API documentation at
http://localhost:8000/docs
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