Time Series Forecasting
Transformers
lightgbm_multihorizon
feature-extraction
cgm
time-series
glucose-forecasting
lightgbm
metabonet
custom_code
Instructions to use anonymous-4FAD/LightGBM with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use anonymous-4FAD/LightGBM with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("anonymous-4FAD/LightGBM", trust_remote_code=True, dtype="auto") - Notebooks
- Google Colab
- Kaggle
| { | |
| "model_type": "lightgbm_multihorizon", | |
| "auto_map": { | |
| "AutoConfig": "model.LightGBMMultiHorizonConfig", | |
| "AutoModel": "model.LightGBMMultiHorizonModel" | |
| }, | |
| "architectures": [ | |
| "LightGBMMultiHorizonModel" | |
| ], | |
| "ablation": "insulin", | |
| "ablations": [ | |
| "insulin", | |
| "carbs" | |
| ], | |
| "history_length": 24, | |
| "horizon_length": 12, | |
| "feature_names_by_ablation": { | |
| "insulin": [ | |
| "CGM_t0", | |
| "CGM_t1", | |
| "CGM_t2", | |
| "CGM_t3", | |
| "CGM_t4", | |
| "CGM_t5", | |
| "CGM_t6", | |
| "CGM_t7", | |
| "CGM_t8", | |
| "CGM_t9", | |
| "CGM_t10", | |
| "CGM_t11", | |
| "CGM_t12", | |
| "CGM_t13", | |
| "CGM_t14", | |
| "CGM_t15", | |
| "CGM_t16", | |
| "CGM_t17", | |
| "CGM_t18", | |
| "CGM_t19", | |
| "CGM_t20", | |
| "CGM_t21", | |
| "CGM_t22", | |
| "CGM_t23", | |
| "Insulin_t0", | |
| "Insulin_t1", | |
| "Insulin_t2", | |
| "Insulin_t3", | |
| "Insulin_t4", | |
| "Insulin_t5", | |
| "Insulin_t6", | |
| "Insulin_t7", | |
| "Insulin_t8", | |
| "Insulin_t9", | |
| "Insulin_t10", | |
| "Insulin_t11", | |
| "Insulin_t12", | |
| "Insulin_t13", | |
| "Insulin_t14", | |
| "Insulin_t15", | |
| "Insulin_t16", | |
| "Insulin_t17", | |
| "Insulin_t18", | |
| "Insulin_t19", | |
| "Insulin_t20", | |
| "Insulin_t21", | |
| "Insulin_t22", | |
| "Insulin_t23", | |
| "hour_sin", | |
| "hour_cos" | |
| ], | |
| "carbs": [ | |
| "CGM_t0", | |
| "CGM_t1", | |
| "CGM_t2", | |
| "CGM_t3", | |
| "CGM_t4", | |
| "CGM_t5", | |
| "CGM_t6", | |
| "CGM_t7", | |
| "CGM_t8", | |
| "CGM_t9", | |
| "CGM_t10", | |
| "CGM_t11", | |
| "CGM_t12", | |
| "CGM_t13", | |
| "CGM_t14", | |
| "CGM_t15", | |
| "CGM_t16", | |
| "CGM_t17", | |
| "CGM_t18", | |
| "CGM_t19", | |
| "CGM_t20", | |
| "CGM_t21", | |
| "CGM_t22", | |
| "CGM_t23", | |
| "Carbs_t0", | |
| "Carbs_t1", | |
| "Carbs_t2", | |
| "Carbs_t3", | |
| "Carbs_t4", | |
| "Carbs_t5", | |
| "Carbs_t6", | |
| "Carbs_t7", | |
| "Carbs_t8", | |
| "Carbs_t9", | |
| "Carbs_t10", | |
| "Carbs_t11", | |
| "Carbs_t12", | |
| "Carbs_t13", | |
| "Carbs_t14", | |
| "Carbs_t15", | |
| "Carbs_t16", | |
| "Carbs_t17", | |
| "Carbs_t18", | |
| "Carbs_t19", | |
| "Carbs_t20", | |
| "Carbs_t21", | |
| "Carbs_t22", | |
| "Carbs_t23", | |
| "hour_sin", | |
| "hour_cos" | |
| ] | |
| }, | |
| "n_features_by_ablation": { | |
| "insulin": 50, | |
| "carbs": 50 | |
| }, | |
| "target_names": [ | |
| "CGM_t+1", | |
| "CGM_t+2", | |
| "CGM_t+3", | |
| "CGM_t+4", | |
| "CGM_t+5", | |
| "CGM_t+6", | |
| "CGM_t+7", | |
| "CGM_t+8", | |
| "CGM_t+9", | |
| "CGM_t+10", | |
| "CGM_t+11", | |
| "CGM_t+12" | |
| ], | |
| "transformers_version": "4.54.0" | |
| } | |