GRACE foundation-model deployment changelog
Each entry = one HF release of the foundation models. Versioning follows
pgs/uq/deployment_protocol.md Β§4:
vXβ single incremental release version (1, 2, 3, β¦), shared by themodel-vX/checkpoint-vX/kk-vXtags of a release. Monotonic; never reused.-uq-vNβ UQ feature version of the artifacts in that release (uqv6 β-uq-v6).
This file is the source of truth, tracked in-repo. On every deploy a copy is
uploaded to the HF repo root as CHANGELOG.md (same create_commit as the payloads).
Newest release on top.
v3 β uq-v6 β model tag RE-ISSUED 2026-07-06 (add compute_dense to 2L)
- Deliberate, one-time reset of the immutable
model-v3-uq-v6tag (protocol Β§4 tags are normally never moved; done here on explicit request). Only the SavedModel payload changed βcheckpoint-v3-uq-v6andkk-v3-uq-v6are untouched (checkpoints and kokkos are byte-identical; the re-export was made from those same checkpoints). - What changed: the 10 2L models (OMAT/SMAX/SMAX-OMAT, medium+large), both fp32 and
-fp64= 20 SavedModels, re-exported so the SavedModel now also carries thecompute_densesignature (fast dense-reshape neighbor engine) besidecompute(segment_sum). EnablesTPCalculator(..., mode="uniform")/ the dense engine on these models. - 1L unchanged (8 models): 1L is a local, scalar-SPBF architecture with no equivariant
dense engine, so
compute_densedoes not apply β the 1L SavedModels under the tag are the same v3 artifacts. - Re-export reused the existing uqv6 GMM artifacts (no retrain, no GMM rebuild). Weights
identical: re-export vs the previous SavedModel agrees to machine precision (fp64 dE=0,
dF~1e-15; fp32 pure summation-reorder round-off β€5e-6).
computevscompute_denseE/F agree (fp64 dE=0). fp64 dirs re-exported withGRACE_UQ_LENIENT_LOAD=1(old-format checkpoints carry one extra non-weight bool flag; validated safe against the deployed fp64). - Client URLs unchanged β
foundation_models.pyalready pinsmodel-v3-uq-v6; the shifted tag serves the compute_dense 2L SavedModels transparently.
v4 β uq-v6 β DEPLOYED 2026-07-06
- First 3-layer (3L) GRACE foundation models, shipped with UQ:
GRACE-3L-OMAT-large(base, fitted on OMat24) andGRACE-3L-OMAT-large-ft-AM(fine-tuned on sAlex+MPTraj). - uqv6 UQ feature (schema 6, basis-RP D=132, normalize + log-norm density); per-atom gamma flags both compression and stretch.
- fp32-only. These models are natively fp32 (no fp64 build exists), so the bare
name is the fp32 payload β there is no
-fp64variant (unlike the 18 v3 2L/1L models). kokkos.npz is float-promoted (fp64 storage), served separately. - LAMMPS kk =
pair_style grace/3l/kk[/fp32]β MIXED/FP32 precision only (there is no fp64 3L kk kernel). Requires the schema-6-aware build withgrace/3l/kkcompiled in (its cuBLAS-sgemm selftest threshold is sized for fp32 GEMM). KK-vs-TF agreement is therefore at fp32 tolerance (E β€5e-7 eV/atom, F β€1.5e-6 eV/Γ , gamma rel β€3e-5), not the ~1e-8 of the fp64 2L/1L kk. - Validated (2026-07-06): KK-vs-TF (E/F/stress + gamma, both models) + quick E-nn (gamma bounded, no compression blow-up).
- Tags:
model-v4-uq-v6,checkpoint-v4-uq-v6,kk-v4-uq-v6. - Supersedes the earlier upload-only, non-UQ
model-v3ft-AM SavedModel (left in place; immutable).
v3 β uq-v6 β DEPLOYED 2026-06-26
- All 18 foundation models rebuilt with the uqv6 UQ feature (schema 6:
L2-normalized basis direction
(B/βBβ)@R+ log-norm density channels). De-collapses GMM covariance and flags both compression and stretch. - Default precision flipped to fp32. The bare model name now resolves to the
fp32 SavedModel + checkpoint (2Γ faster, Β½ memory; fp32βfp64 gap negligible β
gamma max-rel β€5e-5). The full-precision build is published non-default as
<name>-fp64. β Users who pull the bare name get fp32 on the next cache-miss; use<name>-fp64for tight finite-difference / bit-reproducible work. kokkos is precision-agnostic (one fp64 npz serves both). - kokkos exports re-baked from the uqv6 artifacts (
uq_schema_version = 6,uq_feature_dim130 (1L) / 131 (2L),uq_rp_normalize+uq_rp_add_density_channel). - kokkos.npz distributed separately as a raw file (not bundled in the model tarball) β see protocol Β§6.
- Tags:
model-v3-uq-v6,checkpoint-v3-uq-v6,kk-v3-uq-v6. - Done (2026-06-26): all 18 kokkos exported; UFF-GARDEN restaged fp32-default +
-fp64;foundation_models.pywired (fp32 default,-fp64registered, kokkos separate-dist);bin/upload_v3_{uqv6,kokkos}_hf.shwritten + dry-run-validated; schema-6-aware kkpair_style graceC++ build shipped (kk-vs-TF validated 18/18 OK for E/F/stress fp64 GPU + gamma fp64 GPU / fp32 CPU). - Deployed (2026-06-26): pushed to HF
AMS-ICAMS-RUB/grace-foundation-modelsβ models+checkpoints (72 archives, 10.2 GB) at commit4aff666(tagsmodel-v3-uq-v6,checkpoint-v3-uq-v6); kokkos (18 npz, 3.28 GB) at commit75456fa(tagkk-v3-uq-v6); CHANGELOG.md uploaded. Client (foundation_models.py/grace_models.py) committedef000a2already resolves these tags. No blockers left.
v2 β superseded by v3 (2026-06-26)
- Previous generation, live on the legacy HF tags
kk(model archives, kokkos bundled) anduq-v1(original 8 OMAT-UQ checkpoints). UQ = uqv2/uqv3-era. - This is the baseline the v3 rollout supersedes.