OpenMHC DLinear
Reference checkpoint for OpenMHC. Window: daily (1440 minute), 19 sensor channels.
Wrapper around a PyPOTS-backed imputer trained on the OpenMHC imputation training split. Reconstructs masked sensor windows across 19 channels.
Usage
from openmhc.imputers import DLinearImputer
import openmhc
imp = DLinearImputer.from_release("hf://MyHeartCounts/openmhc-dlinear-imp")
results = openmhc.evaluate_imputation(imp, version="xs")
print(results.summary())
Requires the matching optional extras: pip install 'openmhc[pypots,hf]'.
Pin a specific revision with the @ suffix:
DLinearImputer.from_release("hf://MyHeartCounts/openmhc-dlinear-imp@v1.0")
Provenance
- Origin: W&B artifact
MHC_Dataset/mhc-pypots-dlinear/dlinear:v49 - Validation: val MAE 0.1335 (epoch 2)
- Architecture hyperparameters are pinned in
openmhc_manifest.json.
License
Released under the OpenRAIL license. See the OpenMHC repository for use restrictions tied to the underlying data agreement.
Citation
@misc{openmhc,
title = {OpenMHC: Accelerating the Science of Wearable Foundation Models},
author = {OpenMHC team},
url = {https://github.com/AshleyLab/myheartcounts-dataset}
}
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