Deep learning model for MS2 data annotation
Project description
MS2Function
MS2Function provides MS2 spectrum annotation and metabolite set analysis powered by MS2BioText models. Large model/data assets are hosted on Hugging Face Hub and are downloaded automatically on first use.
Install
pip install ms2function
Or for local development:
pip install -e .
Assets (Hugging Face Hub)
Default asset repo: cgxjdzz/ms2function-assets
The package looks for the following files:
models/best_model.pthmodels/config.jsondata/hmdb_subsections_WITH_NAME.jsonldata/all_jsonl_embeddings.pt
Environment overrides:
MS2FUNCTION_ASSET_DIR(use local assets directory)MS2FUNCTION_ASSET_REPO(override HF repo id)HUGGINGFACE_HUB_TOKENorHF_TOKEN(for private repos)
Quickstart (single spectrum)
from pathlib import Path
from MS2Function import run_single
json_input = {
"peaks": [[100.1, 200.0], [150.2, 300.0]],
"precursor_mz": 250.3,
}
result = run_single(json_input, project_root=Path(r"d:\NTU\MS2Function"))
print(result)
Quickstart (metabolite set)
from pathlib import Path
from MS2Function import run_set
result = run_set(
r"d:\path\to\your.csv",
project_root=Path(r"d:\NTU\MS2Function"),
)
print(result)
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