Reminix adapter for LangChain - serve agents as REST APIs
Project description
reminix-langchain
Reminix Runtime adapter for LangChain. Serve any LangChain runnable as a REST API.
Ready to go live? Deploy to Reminix for zero-config hosting, or self-host on your own infrastructure.
Installation
pip install reminix-langchain
This will also install reminix-runtime as a dependency.
Quick Start
from langchain_openai import ChatOpenAI
from reminix_langchain import wrap_and_serve
llm = ChatOpenAI(model="gpt-4o")
wrap_and_serve(llm, name="my-chatbot", port=8080)
For more flexibility (e.g., serving multiple agents), use wrap and serve separately:
from langchain_openai import ChatOpenAI
from reminix_langchain import wrap
from reminix_runtime import serve
llm = ChatOpenAI(model="gpt-4o")
agent = wrap(llm, name="my-chatbot")
serve([agent], port=8080)
Your agent is now available at:
POST /agents/my-chatbot/invoke- Stateless invocationPOST /agents/my-chatbot/chat- Conversational chat
API Reference
wrap_and_serve(runnable, name, port, host)
Wrap a LangChain runnable and serve it immediately. Combines wrap and serve for single-agent setups.
| Parameter | Type | Default | Description |
|---|---|---|---|
runnable |
Runnable |
required | Any LangChain runnable (LLM, chain, agent, etc.) |
name |
str |
"langchain-agent" |
Name for the agent (used in URL path) |
port |
int |
8080 |
Port to serve on |
host |
str |
"0.0.0.0" |
Host to bind to |
wrap(runnable, name)
Wrap a LangChain runnable for use with Reminix Runtime. Use this with serve from reminix_runtime for multi-agent setups.
| Parameter | Type | Default | Description |
|---|---|---|---|
runnable |
Runnable |
required | Any LangChain runnable (LLM, chain, agent, etc.) |
name |
str |
"langchain-agent" |
Name for the agent (used in URL path) |
Returns: LangChainAdapter - A Reminix adapter instance
Example with a Chain
from langchain_openai import ChatOpenAI
from langchain_core.prompts import ChatPromptTemplate
from reminix_langchain import wrap
from reminix_runtime import serve
# Create a chain
prompt = ChatPromptTemplate.from_messages([
("system", "You are a helpful assistant."),
("human", "{input}")
])
llm = ChatOpenAI(model="gpt-4o")
chain = prompt | llm
# Wrap and serve
agent = wrap(chain, name="my-chain")
serve([agent], port=8080)
Endpoint Input/Output Formats
POST /agents/{name}/invoke
Stateless invocation for task-oriented operations.
Request:
{
"input": {
"prompt": "Summarize this text: ..."
}
}
Or with messages:
{
"input": {
"messages": [
{"role": "user", "content": "Hello!"}
]
}
}
Response:
{
"output": "Hello! How can I help you today?"
}
POST /agents/{name}/chat
Conversational chat with message history.
Request:
{
"messages": [
{"role": "user", "content": "What is the capital of France?"}
]
}
Response:
{
"output": "The capital of France is Paris.",
"messages": [
{"role": "user", "content": "What is the capital of France?"},
{"role": "assistant", "content": "The capital of France is Paris."}
]
}
Runtime Documentation
For information about the server, endpoints, request/response formats, and more, see the reminix-runtime package.
Deployment
Ready to go live?
- Deploy to Reminix - Zero-config cloud hosting
- Self-host - Run on your own infrastructure
Links
License
Apache-2.0
Project details
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