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scbFM model checkpoints
Pretrained and pre-adapted model checkpoints for scbFM, accompanying Single-Cell Foundation Models for Bulk Transcriptomics: Evaluation and Adaptation.
Download
Download the scbFM checkpoints into the default output directory with:
hf download eheiss/scbFM_models --local-dir "$SCBFM_ROOT_DIR/output"
The published scGPT and BulkFormer checkpoints are not redistributed here. Download them from their original sources linked below.
File structure
$SCBFM_ROOT_DIR/
|-- output/
| |-- pretrain_sc/
| | `-- pretrain_sc.pth
| |-- pretrain_bulk/
| | `-- pretrain_bulk.pth
| |-- preadapt_sc/
| | `-- preadapt_sc.pth
| |-- preadapt_bulk/
| | `-- preadapt_bulk.pth
| `-- scgpt_preadapt/
| |-- args.json # from published scGPT
| |-- vocab.json # from published scGPT
| `-- last_model.pt
`-- other/
`-- models/
|-- args.json # published scGPT args.json
|-- vocab.json # published scGPT vocab.json
|-- best_model.pt # published scGPT best_model.pt
`-- BulkFormer_147M.pt # published BulkFormer checkpoint
The scGPT configuration and vocabulary are also required beside
scgpt_preadapt/last_model.pt. Copy the downloaded args.json and vocab.json
into that directory without renaming them.
scbFM checkpoints
| File | Description | Download |
|---|---|---|
pretrain_sc/pretrain_sc.pth |
Controlled model pretrained on scRNA-seq | Available in this repository |
pretrain_bulk/pretrain_bulk.pth |
Controlled model pretrained on bulkRNA-seq | Available in this repository |
preadapt_sc/preadapt_sc.pth |
scRNA-seq-pretrained controlled model after bulkRNA-seq pre-adaptation | Available in this repository |
preadapt_bulk/preadapt_bulk.pth |
bulkRNA-seq-pretrained controlled model after additional bulkRNA-seq training | Available in this repository |
scgpt_preadapt/last_model.pt |
Published human scGPT model after bulkRNA-seq pre-adaptation | Available in this repository |
Published model dependencies
| Model | Required files | Original download |
|---|---|---|
| scGPT whole-human | args.json, vocab.json, and best_model.pt |
Official scGPT download |
| BulkFormer-147M | BulkFormer_147M.pt |
Official BulkFormer download |
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