Installing ART
The ART client can be installed into projects designed to run on any machine that runs python.
Running the client and server locally
The ART server can be run locally on any machine with a GPU. To install the backend dependencies required for training and inference, you can install the backend extra:
pip install openpipe-art[backend]
from art import TrainableModel, gather_trajectory_groups
from art.local.backend import LocalBackend
backend = LocalBackend()
model = TrainableModel(
name="agent-001",
project="my-agentic-task",
base_model="Qwen/Qwen2.5-14B-Instruct",
)
await model.register(backend)
... the rest of your code ...
Running the client locally and connecting to a remote server
The ART client can also be run locally and connected to a remote server, which ART will automatically provision for you.
from art import TrainableModel, gather_trajectory_groups
from art.skypilot.backend import SkyPilotBackend
backend = await SkyPilotBackend.initialize_cluster(
cluster_name="my-cluster",
gpu="H100"
)
model = TrainableModel(
name="agent-001",
project="my-agentic-task",
base_model="Qwen/Qwen2.5-14B-Instruct",
)
await model.register(backend)
... the rest of your code ...
To learn more about the ART client and server, see the docs below.
