How to run this route from Python with the Ouro SDK.
API access requires an API key. Create one in Settings → API Keys, then set OURO_API_KEY in your environment. Install the SDK with pip install ouro-py.
POST /cspParameters and request body schema for this route.
Range: 1 to 50
How many structure candidates to generate per composition
linear_odetrig_sde_gammaModel checkpoint to use. 'linear_ode' is faster, 'trig_sde_gamma' may have better match rate.
List of chemical compositions to predict structures for (e.g., ['LiMnO4', 'TiO2'])
Each run saves these to Ouro. Read them by name from action.final_data.
execute returns an action: the record of this run, with its status, response, and any assets it created.
This route is long-running. Start it without waiting, then collect the result when it's done.
By default a failed run comes back as an action with status error. Pass raise_on_error=True to raise an exception instead.
Every run is saved as an action. List yours, or read the logs of a single run. See the Python SDK reference for everything an action carries.
import os
from ouro import Ouro
ouro = Ouro(api_key=os.environ.get("OURO_API_KEY"))
# The ID also works, and stays the same if the route is renamed: "ed5a0619-d3a9-4221-9218-72ce313005ff"
route = ouro.routes.retrieve("mmoderwell/crystal-structure-prediction-with-omatg")
action = route.execute(
body={
"compositions": [],
},
)
print(action.status) # "success" or "error"
print(action.final_data)
# Assets the run created are keyed by output name
file = action.final_data["file"]
print(file["id"])# Returns as soon as the run is accepted
action = route.execute(
body={
"compositions": [],
},
wait=False,
)
print(action.id, action.status)
# Later, even from another process
action = ouro.routes.poll_action(str(action.id), poll_interval=5, timeout=1800)
print(action.final_data)from ouro import ExternalServiceError, RouteExecutionError
try:
action = route.execute(
body={
"compositions": [],
},
raise_on_error=True,
)
except ExternalServiceError as exc:
# The API behind this route failed
print(exc.status_code, exc.retryable)
except RouteExecutionError as exc:
print(exc.action_id, exc.status, exc.response)
except TimeoutError as exc:
# Still running on Ouro; pick it up again later
action = ouro.routes.poll_action(exc.action_id, timeout=None)route = ouro.routes.retrieve("mmoderwell/crystal-structure-prediction-with-omatg")
# Your runs of this route
actions = route.read_actions()
for action in actions:
print(action.id, action.status, action.created_at)
# One run and its logs
action = ouro.routes.retrieve_action("your-action-id")
for entry in action.read_logs(chronological=True):
print(entry.level, entry.message)Predict crystal structures for given chemical compositions using OMatG. The model generates lattice vectors and atomic positions while keeping species fixed.
Is supplement to
Philipp Höllmer et al. · Forty-second International Conference on Machine Learning · 2025
Execution
Usage
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