scikeras: Sequential model doesn't have outputs
Shouldn’t this code work?
from sklearn.datasets import make_classification
from scikeras.wrappers import KerasClassifier
import tensorflow as tf
def model():
model = tf.keras.Sequential()
model.add(tf.keras.layers.Dense(8))
model.add(tf.keras.layers.Dense(1))
return model
X, y = make_classification(n_features=8)
est = KerasClassifier(model=model, loss="sparse_categorical_crossentropy")
est.fit(X, y=y)
This throws a ValueError: object of type NoneType [self.model_.outputs] has no len()
.
Full traceback
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
~/Downloads/_junk2.py in <module>
11 X, y = make_classification(n_features=8)
12 est = KerasClassifier(model=model, loss="sparse_categorical_crossentropy")
---> 13 est.fit(X, y=y)
~/anaconda3/envs/scikeras/lib/python3.7/site-packages/scikeras/wrappers.py in fit(self, X, y, sample_weight, **kwargs)
1375 sample_weight = 1 if sample_weight is None else sample_weight
1376 sample_weight *= compute_sample_weight(class_weight=self.class_weight, y=y)
-> 1377 super().fit(X=X, y=y, sample_weight=sample_weight, **kwargs)
1378 return self
1379
~/anaconda3/envs/scikeras/lib/python3.7/site-packages/scikeras/wrappers.py in fit(self, X, y, sample_weight, **kwargs)
739 epochs=getattr(self, "fit__epochs", self.epochs),
740 initial_epoch=0,
--> 741 **kwargs,
742 )
743
~/anaconda3/envs/scikeras/lib/python3.7/site-packages/scikeras/wrappers.py in _fit(self, X, y, sample_weight, warm_start, epochs, initial_epoch, **kwargs)
855 X = self.feature_encoder_.transform(X)
856
--> 857 self._check_model_compatibility(y)
858
859 self._fit_keras_model(
~/anaconda3/envs/scikeras/lib/python3.7/site-packages/scikeras/wrappers.py in _check_model_compatibility(self, y)
541 # we recognize the attribute but do not force it to be
542 # generated
--> 543 if self.n_outputs_expected_ != len(self.model_.outputs):
544 raise ValueError(
545 "Detected a Keras model input of size"
TypeError: object of type 'NoneType' has no len()
About this issue
- Original URL
- State: open
- Created 3 years ago
- Comments: 16 (8 by maintainers)
Eh, I like specific and narrow PRs. Let’s keep them separate.