Your First Environment

This page is a condensed preview. For the end-to-end walk-through — including Docker packaging, openenv.yaml, and Hugging Face Space deployment — see the full environment builder guide.

Overview

Building an OpenEnv environment involves:

Define your models - Action, Observation, and State types
Implement the environment - Core logic in a Python class
Create the server - FastAPI wrapper for HTTP access
Package for deployment - Docker container and manifest

Quick Example

Here’s a minimal environment that echoes back messages. Reward and done are fields on the Observation — step returns an observation, not a tuple.

from openenv.core.env_server.interfaces import Environment
from openenv.core.env_server.types import Action, Observation, State


class EchoAction(Action):
    message: str


class EchoObservation(Observation):
    echo: str


class EchoState(State):
    last_message: str = ""


class EchoEnvironment(Environment[EchoAction, EchoObservation, EchoState]):
    def reset(self, seed=None, episode_id=None, **kwargs) -> EchoObservation:
        self._state = EchoState()
        return EchoObservation(echo="Ready!")

    def step(self, action: EchoAction, timeout_s=None, **kwargs) -> EchoObservation:
        self._state.last_message = action.message
        return EchoObservation(echo=action.message, reward=0.0, done=False)

    @property
    def state(self) -> EchoState:
        return self._state

Next Steps

Concepts - Deep dive into environment structure
Packaging & Deploying - Deploy to Docker and HF Spaces

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