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API Reference

RootstockCalculator

The main interface to Rootstock is the RootstockCalculator class, an ASE-compatible calculator.

Basic Usage

from ase.build import bulk
from rootstock import RootstockCalculator

atoms = bulk("Cu", "fcc", a=3.6) * (5, 5, 5)

with RootstockCalculator(
    cluster="della",
    model="mace",
    checkpoint="medium",
    device="cuda",
) as calc:
    atoms.calc = calc
    energy = atoms.get_potential_energy()
    forces = atoms.get_forces()
    stress = atoms.get_stress()

Parameters

Parameter Type Required Description
cluster str Yes* Cluster name (e.g., "della", "sophia")
root str Yes* Custom root path instead of a known cluster
model str Yes MLIP family: "mace", "chgnet", "uma", "tensornet"
checkpoint str No Specific model weights (uses environment default if omitted)
device str No "cuda" (default) or "cpu"

*Either cluster or root must be provided, but not both.

Examples

# Using a known cluster with explicit checkpoint
RootstockCalculator(cluster="della", model="mace", checkpoint="medium")

# Using a known cluster with default checkpoint
RootstockCalculator(cluster="della", model="uma")

# Using a custom root path
RootstockCalculator(root="/scratch/gpfs/specific/install/path/rootstock", model="mace")

Context Manager

RootstockCalculator should be used as a context manager to ensure proper cleanup of the worker subprocess:

with RootstockCalculator(...) as calc:
    # Use the calculator
    atoms.calc = calc
    energy = atoms.get_potential_energy()
# Worker process is automatically terminated when exiting the context

Manual Cleanup

If you cannot use a context manager, call calc.close() manually to terminate the worker process.

Available Models

Available models vary by cluster and change as new environments are added. See the Example Configs page for current deployments on each cluster.

Model Reference

Model Environment Default Checkpoint Other Checkpoints
mace mace_env medium small, large
chgnet chgnet_env (pretrained)
uma uma_env uma-s-1p1
tensornet tensornet_env TensorNet-MatPES-PBE-v2025.1-PES Other MatGL models

Checking Available Models

To see available models on your cluster, check the Example Configs page or run:

rootstock status

This command displays installed environments, their checkpoints, and cache sizes.

CLI Reference

The Rootstock CLI provides commands for both administrators (setting up clusters) and users (querying available environments).

User Commands

Commands users can run to explore available environments:

rootstock status

Display installation status, including all installed environments and cache usage.

rootstock status

rootstock list

List all registered environments in the shared environments directory.

rootstock list

rootstock resolve

Look up the root directory for a known cluster.

# Human-readable output
rootstock resolve --cluster della

# JSON output
rootstock resolve --cluster della --json

Administrator Commands

Commands for cluster administrators to set up and manage Rootstock installations:

rootstock init

Interactive setup wizard for creating a new Rootstock installation. Prompts for:

  • Root directory path
  • API credentials for dashboard integration (optional)
  • Maintainer information
rootstock init

# Skip directory creation
rootstock init --skip-dirs

# Skip manifest initialization
rootstock init --skip-manifest

rootstock new-env

Create a new environment template file with the required PEP 723 structure.

# Create template in current directory
rootstock new-env mace

# Specify output path
rootstock new-env mace -o ./environments/mace_env.py

# Overwrite existing file
rootstock new-env mace --force

rootstock install

Install environment(s) from a file, directory, or rebuild by name.

# Install from a single file
rootstock install ./mace_env.py --models small,medium

# Install all environments from a directory
rootstock install ./environments/

# Rebuild an existing environment
rootstock install mace_env --force

# Install without pushing manifest to backend
rootstock install mace_env.py --no-push

Options:

  • --root <path>: Specify root directory (or use $ROOTSTOCK_ROOT)
  • --models <list>: Comma-separated list of models to pre-download
  • --force: Update registration and rebuild if environment exists
  • --verbose, -v: Verbose output
  • --no-push: Skip pushing manifest to backend

rootstock serve

Start a worker process for an external i-PI server (advanced usage).

rootstock serve mace \
  --socket /tmp/ipi_socket \
  --checkpoint medium \
  --device cuda

rootstock manifest

Manage the installation manifest that tracks environment state.

# Show current manifest
rootstock manifest show
rootstock manifest show --json

# Push manifest to dashboard
rootstock manifest push

# Initialize new manifest
rootstock manifest init --cluster della
rootstock manifest init --cluster della --force