Instructions to use GENTEL-Lab/Fold2Reason-Qwen3.5-9B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use GENTEL-Lab/Fold2Reason-Qwen3.5-9B with PEFT:
Task type is invalid.
- Notebooks
- Google Colab
- Kaggle
Fold2Reason Qwen3.5-9B
The three main Fold2Reason seed checkpoints are packaged together here. Each
seed has a PEFT LoRA adapter and its matching workspace. The frozen geometry
decoder is shared by all three seeds. These are the paper's full FoldingCorpus
plus geometry results at epoch 3 / step 375, trained on 1,000 proteins. The
legacy experiment name in the source manifest is m3_no_retrieval.
| Path | Contents |
|---|---|
seed-20260729/ |
Adapter and matching workspace |
seed-20260803/ |
Adapter and matching workspace |
seed-20260804/ |
Adapter and matching workspace |
decoder/ |
Shared frozen coordinate and distogram heads |
For language-only inference, use the selected seed's adapter/ directory with
the official Qwen/Qwen3.5-9B base model. The base model weights and tokenizer
are not included here. The paper uses base revision
c202236235762e1c871ad0ccb60c8ee5ba337b9a.
from pathlib import Path
from huggingface_hub import snapshot_download
from peft import PeftModel
from transformers import AutoModelForCausalLM
repo = Path(snapshot_download(
"GENTEL-Lab/Fold2Reason-Qwen3.5-9B",
allow_patterns=["seed-20260729/*"],
))
base = AutoModelForCausalLM.from_pretrained(
"Qwen/Qwen3.5-9B", revision="c202236235762e1c871ad0ccb60c8ee5ba337b9a"
)
model = PeftModel.from_pretrained(base, repo / "seed-20260729" / "adapter")
For structural readout, download decoder/ as well and pair the chosen seed's
workspace with its adapter. The evaluation guide
gives the full procedure and required FoldBench cache. Do not interchange
workspaces between seeds. checkpoint_manifest.json records the fixed endpoint
and source file hashes. SOURCE_PROVENANCE.json records SHA-256 hashes of the
files in this repository's source archive.
Paper: https://huggingface.co/papers/2609.38879
Code: https://github.com/GENTEL-lab/Fold2Reason
Source: the public project dataset.zip, SHA-256
97ef38130fec0b7caaa323022d5b7bef620e7b26dfa42a1da4713066806dd90b.
LICENSE-Qwen.txt is the upstream Qwen license notice. It does not assign a
license to Fold2Reason-produced adapter, workspace, or decoder files.
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