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VIDraft
/
tox21-v3-models
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VIDraft
248
Tabular Classification
tox21
English
toxicity-prediction
drug-discovery
molecular-property-prediction
tox21
admet
chemberta
xgboost
lightgbm
ensemble
License:
apache-2.0
Model card
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tox21-v3-models
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History:
15 commits
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Add model card: ChemBERTa+XGB+LGB ensemble for Tox21
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about 1 month ago
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initial commit
about 1 month ago
NR-AR-LBD.pkl
pickle
Detected Pickle imports (13)
"lightgbm.sklearn.LGBMClassifier"
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"xgboost.core.Booster"
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"lightgbm.basic.Booster"
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"numpy.ndarray"
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"predict.EnsembleModel"
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,
"collections.defaultdict"
,
"numpy.dtype"
,
"builtins.bytearray"
How to fix it?
63 MB
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NR-AR.pkl
pickle
Detected Pickle imports (13)
"xgboost.core.Booster"
,
"builtins.bytearray"
,
"numpy.ndarray"
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"lightgbm.basic.Booster"
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"collections.defaultdict"
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"numpy.dtype"
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"predict.EnsembleModel"
,
"xgboost.sklearn.XGBClassifier"
,
"collections.OrderedDict"
,
"lightgbm.sklearn.LGBMClassifier"
How to fix it?
65.5 MB
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Upload NR-AR.pkl with huggingface_hub
about 1 month ago
NR-AhR.pkl
pickle
Detected Pickle imports (13)
"predict.EnsembleModel"
,
"xgboost.core.Booster"
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"collections.defaultdict"
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"lightgbm.basic.Booster"
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"builtins.bytearray"
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"numpy.core.multiarray._reconstruct"
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"numpy.ndarray"
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"numpy.core.multiarray.scalar"
,
"lightgbm.sklearn.LGBMClassifier"
,
"numpy.dtype"
How to fix it?
77.9 MB
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Upload NR-AhR.pkl with huggingface_hub
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NR-Aromatase.pkl
pickle
Detected Pickle imports (13)
"collections.OrderedDict"
,
"xgboost.core.Booster"
,
"numpy.core.multiarray.scalar"
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"predict.EnsembleModel"
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"builtins.bytearray"
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"numpy.ndarray"
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"sklearn.preprocessing._label.LabelEncoder"
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"numpy.dtype"
,
"numpy.core.multiarray._reconstruct"
,
"lightgbm.basic.Booster"
,
"lightgbm.sklearn.LGBMClassifier"
How to fix it?
69.2 MB
xet
Upload NR-Aromatase.pkl with huggingface_hub
about 1 month ago
NR-ER-LBD.pkl
pickle
Detected Pickle imports (13)
"numpy.ndarray"
,
"sklearn.preprocessing._label.LabelEncoder"
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"numpy.core.multiarray.scalar"
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"collections.OrderedDict"
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"collections.defaultdict"
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"predict.EnsembleModel"
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"xgboost.sklearn.XGBClassifier"
,
"numpy.dtype"
,
"xgboost.core.Booster"
,
"lightgbm.basic.Booster"
,
"numpy.core.multiarray._reconstruct"
How to fix it?
70.4 MB
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Upload NR-ER-LBD.pkl with huggingface_hub
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NR-ER.pkl
pickle
Detected Pickle imports (13)
"sklearn.preprocessing._label.LabelEncoder"
,
"xgboost.core.Booster"
,
"builtins.bytearray"
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"collections.OrderedDict"
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"lightgbm.basic.Booster"
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"predict.EnsembleModel"
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"collections.defaultdict"
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"xgboost.sklearn.XGBClassifier"
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"lightgbm.sklearn.LGBMClassifier"
,
"numpy.dtype"
,
"numpy.core.multiarray._reconstruct"
,
"numpy.core.multiarray.scalar"
How to fix it?
74.7 MB
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Upload NR-ER.pkl with huggingface_hub
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NR-PPAR-gamma.pkl
pickle
Detected Pickle imports (13)
"numpy.dtype"
,
"sklearn.preprocessing._label.LabelEncoder"
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"numpy.core.multiarray._reconstruct"
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"collections.OrderedDict"
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"xgboost.sklearn.XGBClassifier"
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"lightgbm.sklearn.LGBMClassifier"
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"lightgbm.basic.Booster"
,
"builtins.bytearray"
,
"numpy.ndarray"
,
"xgboost.core.Booster"
,
"predict.EnsembleModel"
How to fix it?
64.9 MB
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about 1 month ago
README.md
Safe
6.15 kB
Add model card: ChemBERTa+XGB+LGB ensemble for Tox21
about 1 month ago
SR-ARE.pkl
pickle
Detected Pickle imports (13)
"xgboost.core.Booster"
,
"numpy.core.multiarray._reconstruct"
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"numpy.ndarray"
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"sklearn.preprocessing._label.LabelEncoder"
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"numpy.core.multiarray.scalar"
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"predict.EnsembleModel"
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"collections.defaultdict"
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"xgboost.sklearn.XGBClassifier"
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"builtins.bytearray"
,
"collections.OrderedDict"
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"numpy.dtype"
,
"lightgbm.sklearn.LGBMClassifier"
,
"lightgbm.basic.Booster"
How to fix it?
77.9 MB
xet
Upload SR-ARE.pkl with huggingface_hub
about 1 month ago
SR-ATAD5.pkl
pickle
Detected Pickle imports (13)
"numpy.dtype"
,
"lightgbm.basic.Booster"
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"predict.EnsembleModel"
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"sklearn.preprocessing._label.LabelEncoder"
,
"builtins.bytearray"
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"numpy.core.multiarray._reconstruct"
,
"numpy.core.multiarray.scalar"
How to fix it?
68 MB
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SR-HSE.pkl
pickle
Detected Pickle imports (13)
"collections.defaultdict"
,
"numpy.ndarray"
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"xgboost.sklearn.XGBClassifier"
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"numpy.core.multiarray.scalar"
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"builtins.bytearray"
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"collections.OrderedDict"
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"numpy.dtype"
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"xgboost.core.Booster"
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"lightgbm.sklearn.LGBMClassifier"
,
"sklearn.preprocessing._label.LabelEncoder"
,
"lightgbm.basic.Booster"
,
"numpy.core.multiarray._reconstruct"
,
"predict.EnsembleModel"
How to fix it?
70.9 MB
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SR-MMP.pkl
pickle
Detected Pickle imports (13)
"numpy.dtype"
,
"sklearn.preprocessing._label.LabelEncoder"
,
"numpy.core.multiarray._reconstruct"
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"collections.defaultdict"
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"numpy.core.multiarray.scalar"
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"collections.OrderedDict"
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"xgboost.sklearn.XGBClassifier"
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"lightgbm.sklearn.LGBMClassifier"
,
"lightgbm.basic.Booster"
,
"builtins.bytearray"
,
"numpy.ndarray"
,
"xgboost.core.Booster"
,
"predict.EnsembleModel"
How to fix it?
81.6 MB
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SR-p53.pkl
pickle
Detected Pickle imports (13)
"lightgbm.sklearn.LGBMClassifier"
,
"numpy.ndarray"
,
"numpy.core.multiarray.scalar"
,
"numpy.dtype"
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"numpy.core.multiarray._reconstruct"
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"builtins.bytearray"
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"sklearn.preprocessing._label.LabelEncoder"
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"collections.OrderedDict"
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"lightgbm.basic.Booster"
,
"predict.EnsembleModel"
,
"xgboost.sklearn.XGBClassifier"
,
"collections.defaultdict"
,
"xgboost.core.Booster"
How to fix it?
70.5 MB
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stacking_dnn.pkl
pickle
Detected Pickle imports (9)
"collections.OrderedDict"
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"torch.nn.modules.activation.ReLU"
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"torch._utils._rebuild_tensor_v2"
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"torch.nn.modules.dropout.Dropout"
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"torch.nn.modules.activation.Sigmoid"
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"torch.nn.modules.container.Sequential"
,
"torch.nn.modules.linear.Linear"
How to fix it?
748 kB
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