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@@ -0,0 +1,25 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Orb v3 (conservative, infinite-neighbor, OMat-trained) — JAX re-export by CuspAI
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+ ==================================================================================
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+
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+ This artifact is a derivative work of orb_v3_conservative_inf_omat.
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+
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+ Original work
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+ -------------
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+ Copyright 2024 Orbital Materials, Inc.
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+ Licensed under the Apache License, Version 2.0. See LICENSE for the full
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+ text. Upstream: https://github.com/orbital-materials/orb-models
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+
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+ Modifications (Apache License 2.0, §4(b))
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+ -----------------------------------------
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+ CuspAI converted the upstream PyTorch reference implementation of
15
+ orb_v3_conservative_inf_omat to a JAX computation graph using tojax
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+ (https://github.com/cusp-ai-oss/tojax). The model weights and architecture
17
+ are unchanged, bit-for-bit, from the upstream release. Numerical agreement
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+ with the PyTorch reference was verified within rtol=1e-4, atol=1e-4 during
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+ export. The file format changed from the upstream .pt to a .zip containing
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+ a jax.export graph plus msgpack-encoded parameters.
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+
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+ Attribution
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+ -----------
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+ Please cite Rhodes et al. (2025), arXiv:2504.06231, when using this
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+ checkpoint in research.
README.md ADDED
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+ ---
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+ license: apache-2.0
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+ library_name: kups
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+ tags:
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+ - chemistry
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+ - materials-science
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+ - molecular-dynamics
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+ - interatomic-potential
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+ - mlff
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+ - jax
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+ - orb
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+ ---
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+
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+ # Orb v3 (conservative-inf-omat) — JAX build
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+
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+ This repository hosts a JAX export of [Orb v3 conservative-inf-omat](https://github.com/orbital-materials/orb-models) for use with [kUPS](https://github.com/cusp-ai-oss/kups), a JAX-native molecular-simulation toolkit. The artefact is a self-contained `.zip` containing the serialized JAX computation graph, the original model parameters, and the minimal metadata needed to run inference.
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+
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+ **Important:** this is a **re-export, not a retraining.** Weights and architecture are the originals released by Orbital Materials. CuspAI's only contribution is converting the PyTorch reference implementation to JAX via [tojax](https://github.com/cusp-ai-oss/tojax). Every scientific claim, citation, and credit belongs to the original authors.
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+
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+ ## Included model
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+
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+ | File | Upstream | License | Paper |
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+ |------|----------|---------|-------|
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+ | `orb_v3_conservative_inf_omat.zip` (102 MB) | [Orb v3 conservative-inf-omat](https://github.com/orbital-materials/orb-models) | [Apache 2.0](LICENSE) | Rhodes et al. (2025), [arXiv:2504.06231](https://arxiv.org/abs/2504.06231) |
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+
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+ Cutoff radius 6.0 Å. Schema: `AtomGraphInput` (positions, atomic numbers, cell, pbc, edge index, cell offsets, batch index, charge, spin).
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+
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+ ## Quick start
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+
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+ ```sh
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+ pip install kups[cuda]
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+ ```
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+
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+ ```python
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+ from huggingface_hub import hf_hub_download
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+ from kups.potential.mliap.tojax import TojaxedMliap
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+
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+ path = hf_hub_download(
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+ repo_id="CuspAI/kUPS-orb-jax",
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+ filename="orb_v3_conservative_inf_omat.zip",
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+ )
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+ model = TojaxedMliap.from_zip_file(path)
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+ ```
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+
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+ kUPS ships CLI wrappers that take a YAML config pointing at this zip:
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+
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+ ```sh
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+ kups_md_mlff --config md_orb.yaml
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+ ```
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+
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+ Example configs live in the kUPS [examples/](https://github.com/cusp-ai-oss/kups/tree/main/examples) directory.
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+
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+ ## What's in the `.zip`
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+
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+ - `model.jax` — JAX computation graph, serialized via `jax.export`.
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+ - `params.msgpack` — parameters as a msgpack-encoded list of arrays.
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+ - `metadata.json` — cutoff radius and supported atomic numbers.
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+ - `dtypes.json` — input dtypes for `AtomGraphInput`.
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+
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+ Exported with symbolic shapes (`--symbolic NSE`); accepts variable atom, system, and edge counts without recompilation.
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+
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+ ## Model details
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+
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+ **Upstream:** [orbital-materials/orb-models](https://github.com/orbital-materials/orb-models) · **Checkpoint:** `orb_v3_conservative_inf_omat`
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+
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+ Orb v3 is a non-equivariant graph network from Orbital Materials. The `conservative_inf_omat` variant computes forces and stresses by back-propagation through the energy (i.e. energy-conserving), uses unlimited neighbours per atom, and is trained on the OMat24 dataset (~55 M structures, modern VASP PBE54 pseudopotentials).
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+
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+ **Original authors:** Benjamin Rhodes, Sander Vandenhaute, Vaidotas Šimkus, James Gin, Jonathan Godwin, Tim Duignan, Mark Neumann. Orbital Materials, Inc.
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+
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+ **Intended use and limitations:** intended for inorganic materials at DFT (OMat24) accuracy. Confidence estimates are produced per-atom by the model. See the [upstream model cards](https://github.com/orbital-materials/orb-models#models) for authoritative guidance, including trade-offs between the `conservative`, `direct`, and `inf` variants.
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+
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+ **Citation:**
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+
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+ ```bibtex
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+ @misc{rhodes2025orbv3,
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+ title = {Orb-v3: atomistic simulation at scale},
77
+ author = {Rhodes, Benjamin and Vandenhaute, Sander and {\v S}imkus, Vaidotas
78
+ and Gin, James and Godwin, Jonathan and Duignan, Tim and Neumann, Mark},
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+ year = {2025},
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+ eprint = {2504.06231},
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+ archivePrefix = {arXiv},
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+ primaryClass = {cond-mat.mtrl-sci},
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+ }
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+ ```
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+
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+ ## Export pipeline and reproducibility
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+
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+ The archive was produced with the exporter in [tojax/examples/mlff/](https://github.com/cusp-ai-oss/tojax):
89
+
90
+ ```sh
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+ uv run python export_orb.py --output orb_v3_conservative_inf_omat.zip \
92
+ --model-name orb_v3_conservative_inf_omat --symbolic NSE
93
+ ```
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+
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+ tojax's export harness verifies numerical agreement with the PyTorch reference (default tolerances `rtol=1e-4`, `atol=1e-4`) before saving the archive.
96
+
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+ ## Changes from upstream
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+
99
+ - **File format.** PyTorch `.pt` → JAX-exported `.zip` (graph + msgpack params).
100
+ - **Weights.** Unchanged, bit-for-bit, from the upstream checkpoint.
101
+ - **Architecture.** Translated operation-for-operation; no approximations or substitutions.
102
+ - **Numerics.** Verified within `rtol=1e-4, atol=1e-4` against the PyTorch reference during export.
103
+ - **Cutoff and dtypes.** Preserved from upstream defaults (6.0 Å; float32 positions/cell/offsets, int64 indices, bool PBC).
104
+ - **Symbolic shapes.** Exports accept variable numbers of atoms, systems, and edges without recompilation.
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+
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+ ## Attribution and license
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+
108
+ This model exists because of the work of Orbital Materials. CuspAI's only contribution is the JAX export — we trained nothing, changed no weights, and designed none of the architecture. Please cite Rhodes et al. (2025) when using this checkpoint in research.
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+
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+ The file `orb_v3_conservative_inf_omat.zip` is distributed under the **Apache License, Version 2.0**; see [LICENSE](LICENSE) for the full text and [NOTICE](NOTICE) for attribution and the §4(b) modification statement. The kUPS / tojax tooling citations:
111
+
112
+ ```bibtex
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+ @software{kups2026,
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+ author = {{CuspAI}},
115
+ title = {kUPS},
116
+ year = {2026},
117
+ url = {https://github.com/cusp-ai-oss/kups},
118
+ }
119
+
120
+ @software{tojax2026,
121
+ author = {{CuspAI}},
122
+ title = {tojax},
123
+ year = {2026},
124
+ url = {https://github.com/cusp-ai-oss/tojax},
125
+ }
126
+ ```
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+
128
+ ## Contact
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+
130
+ - Issues with the JAX export or with kUPS: [github.com/cusp-ai-oss/kups/issues](https://github.com/cusp-ai-oss/kups/issues)
131
+ - Scientific questions about Orb: please direct to the upstream authors via [orbital-materials/orb-models](https://github.com/orbital-materials/orb-models).
orb_v3_conservative_inf_omat.zip ADDED
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