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Description
What happened?
I'm trying to create a model using a TensorFlow Sequential API, but I've the error. The model is : https://tfhub.dev/google/universal-sentence-encoder/4
Relevant code
from tensorflow_hub import hub
from tensorflow.keras import layers
encoder_url = "https://tfhub.dev/google/universal-sentence-encoder/4"
sentence_encoder_layer = hub.KerasLayer(encoder_url,
input_shape=[],
dtype=tf.string,
trainable=True,
name="USE")
model_6 = tf.keras.Sequential()
model_6.add(sentence_encoder_layer)
model_6.add(layers.Dense(64, activation="relu"))
model_6.add(layers.Dense(1, activation="sigmoid"))
Relevant log output
{
"name": "ValueError",
"message": "Only instances of `keras.Layer` can be added to a Sequential model. Received: <tensorflow_hub.keras_layer.KerasLayer object at 0x75776b09fc10> (of type <class 'tensorflow_hub.keras_layer.KerasLayer'>)",
"stack": "---------------------------------------------------------------------------
ValueError Traceback (most recent call last)
Cell In[123], line 2
1 model_6 = tf.keras.Sequential()
----> 2 model_6.add(sentence_encoder_layer)
3 model_6.add(layers.Dense(64, activation=\"relu\"))
4 model_6.add(layers.Dense(1, activation=\"sigmoid\"))
File ~/.python/current/lib/python3.10/site-packages/keras/src/models/sequential.py:95, in Sequential.add(self, layer, rebuild)
93 layer = origin_layer
94 if not isinstance(layer, Layer):
---> 95 raise ValueError(
96 \"Only instances of `keras.Layer` can be \"
97 f\"added to a Sequential model. Received: {layer} \"
98 f\"(of type {type(layer)})\"
99 )
100 if not self._is_layer_name_unique(layer):
101 raise ValueError(
102 \"All layers added to a Sequential model \"
103 f\"should have unique names. Name '{layer.name}' is already \"
104 \"the name of a layer in this model. Update the `name` argument \"
105 \"to pass a unique name.\"
106 )
ValueError: Only instances of `keras.Layer` can be added to a Sequential model. Received: <tensorflow_hub.keras_layer.KerasLayer object at 0x75776b09fc10> (of type <class 'tensorflow_hub.keras_layer.KerasLayer'>)"
}
tensorflow_hub Version
0.16.1
TensorFlow Version
2.17.0
Other libraries
tensorflow==2.17.0
tensorflow_hub==0.16.1
keras==3.4.1
Python Version
3.x
OS
Linux