Gemma-4-12B-PsiLM / MANIFEST.md
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Gemma-4-12B-PsiLM: bridges, Burgers FNO, inference script, model card
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MANIFEST — Hugging Face repo ryoji-info/Gemma-4-12B-PsiLM

Everything in this directory (release/gemma-4-12b-psilm/) is uploaded as-is to the model repo; nothing outside it is needed. The backbone (mlx-community/gemma-4-12B-it-4bit) is not uploaded — the script downloads it at first run.

Files to upload (and where each one came from)

path in the HF repo source in the GitHub checkout size sha256
README.md written for this release (the HF model card, YAML front matter) 15 KB —
psilm_infer.py written for this release 18 KB —
requirements.txt written for this release 1 KB —
MANIFEST.md this file (harmless to upload; drop it if you prefer) — —
psilm-banner.png assets/psilm-banner.png (1600 px wide) 1.35 MB 4cd65f32fe4aab5b49b66681a841b0128628e8d94c75494ae84f941b49c48089
bridges/gemma-4-12b-4bit-mlx-1d-value-selective/bridges.safetensors results/hf_export/bridges/gemma-4-12b-4bit-mlx-1d-value-selective/bridges.safetensors (= results/stage2_gemma12b/bridges.npz, step 7000, learned-pointer tensors dropped) 102,068,660 B f6ef8946c41b3cfa17df7c22bcab2c5cffbd856c2dd608970a364cc14d5e8f7d
bridges/gemma-4-12b-4bit-mlx-1d-value-selective/config.json results/hf_export/bridges/gemma-4-12b-4bit-mlx-1d-value-selective/config.json 1,287 B 8a5add382beb65a0214f5e8b0b640e5d5df6f19e9a6caf1945400d2fe1e6bba5
physics/fno_burgers_singlemode.safetensors results/hf_export/physics/fno_burgers_singlemode.safetensors (= results/stage2/fno.pt; loaders verified identical, max weight and field difference 0.0) 552,076 B 7bb0076c85cdcf2505a9079c05964e3eb77ac4a776eccf34216953f3c37bfcdd

The copies were made with cp on 2026-09-06 and the hashes match the sources (shasum -a 256). Not uploaded: __pycache__/, .DS_Store.

To add later (the two runs in progress)

When the Gemma multi-mode and 2D runs finish, export them the same way and add:

path in the HF repo source
bridges/gemma-4-12b-4bit-mlx-multimode/{bridges.safetensors,config.json} the stage-2b Gemma checkpoint (results/stage2b_gemma12b*/bridges.npz + a config.json in the format of the 1D one)
physics/fno_burgers_multimode.safetensors results/hf_export/physics/fno_burgers_multimode.safetensors (loads with load_fno_safetensors, verified)
bridges/gemma-4-12b-4bit-mlx-2d-dpot/{bridges.safetensors,config.json} the stage-2d Gemma checkpoint
physics/dpot_tiny_fisher2d_finetuned.safetensors results/hf_export/physics/dpot_tiny_fisher2d_finetuned.safetensors

and fill the two in progress rows of README.md ("Bridges in this repository") from their final_eval.json; psilm_infer.py will need a --task switch for those (it is 1D-only today).

Upload (maintainer runs this)

From the GitHub checkout root, with HF_TOKEN set (or huggingface-cli login done):

cd /Users/rxiii/Documents/GitHub/PsiLM
HF_HUB_DISABLE_XET=1 .venv/bin/python - <<'EOF'
from huggingface_hub import HfApi
api = HfApi()
repo = "ryoji-info/Gemma-4-12B-PsiLM"
api.create_repo(repo, repo_type="model", private=True, exist_ok=True)
api.upload_folder(
    folder_path="release/gemma-4-12b-psilm",
    repo_id=repo,
    repo_type="model",
    commit_message="Gemma-4-12B-PsiLM: bridges, Burgers FNO, one-command CLI, model card",
    ignore_patterns=["__pycache__/*", "*.pyc", ".DS_Store"],
)
print("UPLOAD DONE")
EOF

HF_HUB_DISABLE_XET=1 keeps the upload on the classic LFS path (the Xet backend has stalled on this machine's earlier uploads). Make the repo public afterwards with api.update_repo_settings(repo, private=False) or from the repo's settings page, together with ryoji-info/PsiLM-bridges and ryoji-info/PsiLM-physics, which the card links to.

After upload: the one-command check

huggingface-cli download ryoji-info/Gemma-4-12B-PsiLM --local-dir /tmp/g4psilm && cd /tmp/g4psilm
python3 -m venv .venv && .venv/bin/pip install -r requirements.txt
.venv/bin/python psilm_infer.py

Note for the pip install line: the psilm @ git+... requirement needs the GitHub pyproject.toml to use package discovery ([tool.setuptools.packages.find] include = ["psilm*"], changed on 2026-09-06 in the working tree from packages = ["psilm"], which shipped only the top-level package without psilm.mlx, psilm.stage2, psilm.physics). That change must be pushed before the requirement installs a usable package; until then the script says so, and the PSILM_REPO=/path/to/clone fallback works regardless.