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mlip-stack-docker

by Seokhyun Choung Seanmonami/mlip-stack-docker

Ready-to-run Docker image bundling five machine-learning interatomic potential (MLIP) stacks in isolated conda environments. Built for CPU-only machines (no CUDA required). All environments use Python 3.11.

Rows43,041
Configurations1
Size13.7 GB
Licensemit
AccessPublicly accessible
Monthly Downloads41

Dataset Card

By Seokhyun Choung, published under mit, revision a557f4d266f3.

MLIP Stack Docker (CPU)

Ready-to-run Docker image bundling five machine-learning interatomic potential (MLIP) stacks in isolated conda environments. Built for CPU-only machines (no CUDA required). All environments use Python 3.11.

Env name Stack Key packages
grace GRACE (tensorpotential) tensorflow
nequip NequIP / Allegro nequip, torch 2.12 (cpu)
esen eSEN (fairchem) fairchem-core, torch 2.4.1 (cpu), torch_scatter/sparse
tace2 TACE tace (git pin), torch 2.13 (cpu)
mbd SevenNet and general MLIP tooling sevenn, torch 2.8 (cpu), ase, pymatgen

Quick start

# download and load (~7.6 GB compressed, ~28 GB on disk)
wget https://huggingface.co/datasets/Seanmonami/mlip-stack-docker/resolve/main/mlip-router-stack_2026-08-21.tar.gz
docker load < mlip-router-stack_2026-08-21.tar.gz

# interactive shell
docker run --rm -it mlip-router-stack:2026-08-21

# run something in a specific env
docker run --rm -v $PWD:/work -w /work mlip-router-stack:2026-08-21 \
  micromamba run -n mbd python your_script.py

Inside the container, switch environments with micromamba run -n <env> ... or micromamba activate <env>.

Rebuilding from source

docker_build/ contains the Dockerfile and per-env requirement files (pip freezes normalized to CPU wheels). env_snapshots/ contains the original conda env export YAMLs and raw pip freezes captured from the source machine (Ubuntu 24.04, 2026-08-21).

cd docker_build && bash build.sh

Notes

  • Model checkpoints are NOT included; download them via each package's own tooling (e.g. sevenn, fairchem, GRACE model registry).
  • CUDA wheels were replaced with CPU wheels (nvidia-* and triton dropped). For GPU use, rebuild with the original pins in env_snapshots/.

Structure

default 43,041 rows

SplitRowsSize
train43,0411.7 MB
stepint64psfloat64epotfloat64ekinfloat64Tfloat64

Details

Repository
Seanmonami/mlip-stack-docker
Publisher
Seokhyun Choung
Task category
Not stated by the source
Tags
Not stated by the source
Size category
Not stated by the source
Languages
Not stated by the source
Revision
a557f4d266f33865cb68e59c656c9551539798f6
Last updated
2026-09-24

Files

220 files, 13.7 GB in total.

Data52 files · 7.6 GB
Documentation1 file · 1.8 KB
Other166 files · 6.1 GB
Repository1 file · 6.4 KB
Every file
FileTypeSizeSHA-256
docker_build/requirements/esen.txtData1.7 KB—
docker_build/requirements/grace.txtData1.1 KB—
docker_build/requirements/mbd.txtData3.8 KB—
docker_build/requirements/nequip.txtData951 B—
docker_build/requirements/tace2.txtData1.3 KB—
env_snapshots/esen_pip_freeze.txtData2.1 KB—
env_snapshots/grace_pip_freeze.txtData1.5 KB—
env_snapshots/mbd_pip_freeze.txtData4.6 KB—
env_snapshots/nequip_pip_freeze.txtData951 B—
env_snapshots/tace2_pip_freeze.txtData1.3 KB—
ket_md_followup_2026-09-24/wf0/vac2_wateronly_s1_uma_s1_log.jsonData111.4 KB—
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ket_md_seeds_2026-09-23/w9/surfvac_acohonly_s4_uma_s4_log.jsonData111.3 KB—
mlip-router-stack_2026-08-21.tar.gzData7.6 GB57d935a9a71b
README.mdDocumentation1.8 KB—
docker_build/DockerfileOther1.4 KB—
docker_build/build.shOther610 B—
env_snapshots/esen_env.ymlOther4.0 KB—
env_snapshots/grace_env.ymlOther3.1 KB—
env_snapshots/mbd_env.ymlOther7.4 KB—
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