agents

Attributes

AGENT_REGISTRY

Classes

Agent

Base class for all agents in the Rambling Realms trading system.

Module Contents

agents.AGENT_REGISTRY: dict[str, Any]
class agents.Agent(config, env, data_config=None, load=False)

Base class for all agents in the Rambling Realms trading system. This class provides a common interface and basic functionality for all agents.

Parameters:
config: trading.cli.alg.config.AgentConfig
meta_data: dict
env: gymnasium.Env
classmethod make_agent(config, env)

Creates an agent based on the provided configuration and environment.

Parameters:
Return type:

stable_baselines3.A2C | stable_baselines3.DDPG | stable_baselines3.DQN | stable_baselines3.PPO | stable_baselines3.SAC

classmethod load_agent(config, env)

Loads an agent and its meta_data from a saved zip file without extracting to disk. :returns: model, meta_data

Parameters:
learn(timesteps=None, callbacks=None)

Train the agent with enhanced telemetry tracking.

Parameters:

  • timesteps (Optional[int]) – Number of timesteps to train for (uses config if None)

  • callbacks (Optional[list]) – Additional callbacks to include

Return type:

stable_baselines3.A2C | stable_baselines3.DDPG | stable_baselines3.DQN | stable_baselines3.PPO | stable_baselines3.SAC | Any

predict(obs)
save(path=None)
Parameters:

path (Optional[str])