[Solved]: TypeError: softmax() got an unexpected keyword argument 'axis'
ERROR:
Traceback (most recent call last): File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 2309, in __call__ return self.wsgi_app(environ, start_response) File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 2295, in wsgi_app response = self.handle_exception(e) File "/Users/admin/rahul/lib/python3.6/site-packages/flask_restful/__init__.py", line 269, in error_router return original_handler(e) File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 1741, in handle_exception reraise(exc_type, exc_value, tb) File "/anaconda3/lib/python3.6/site-packages/flask/_compat.py", line 35, in reraise raise value File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 2292, in wsgi_app response = self.full_dispatch_request() File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 1815, in full_dispatch_request rv = self.handle_user_exception(e) File "/Users/admin/rahul/lib/python3.6/site-packages/flask_restful/__init__.py", line 269, in error_router return original_handler(e) File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 1718, in handle_user_exception reraise(exc_type, exc_value, tb) File "/anaconda3/lib/python3.6/site-packages/flask/_compat.py", line 35, in reraise raise value File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 1813, in full_dispatch_request rv = self.dispatch_request() File "/anaconda3/lib/python3.6/site-packages/flask/app.py", line 1799, in dispatch_request return self.view_functions[rule.endpoint](**req.view_args) File "/Users/admin/Documents/Sentiment/Sentiment_Analysis/app.py", line 16, in post1 sent = get_sentiment(text) File "/Users/admin/Documents/Sentiment/Sentiment_Analysis/sentiment.py", line 21, in get_sentiment pred_sentiment = predict_sentiment(text,128,'tokenizer_convo_sentiment.pickle','convo_sentiement') File "/Users/admin/Documents/Sentiment/Sentiment_Analysis/sentiment.py", line 16, in predict_sentiment loaded_model = model_load(model_name) File "/Users/admin/Documents/Sentiment/Sentiment_Analysis/load.py", line 14, in model_load loaded_model = model_from_json(loaded_model_json) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/engine/saving.py", line 492, in model_from_json return deserialize(config, custom_objects=custom_objects) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/layers/__init__.py", line 55, in deserialize printable_module_name='layer') File "/Users/admin/rahul/lib/python3.6/site-packages/keras/utils/generic_utils.py", line 145, in deserialize_keras_object list(custom_objects.items()))) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/engine/network.py", line 1032, in from_config process_node(layer, node_data) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/engine/network.py", line 991, in process_node layer(unpack_singleton(input_tensors), **kwargs) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/engine/base_layer.py", line 457, in __call__ output = self.call(inputs, **kwargs) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/layers/core.py", line 299, in call return self.activation(inputs) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/activations.py", line 31, in softmax return K.softmax(x) File "/Users/admin/rahul/lib/python3.6/site-packages/keras/backend/tensorflow_backend.py", line 3231, in softmax return tf.nn.softmax(x, axis=axis)
TypeError: softmax() got an unexpected keyword argument ‘axis’
Solution:
Upgrade your tensorflow and Keras libraries to latest versions.
lower versions don’t support the softmax axis.
Make sure you are upgrading them in the environment in which you are running the program (Very important thing).
pip install -U keras tensorflow
Method 2:
pip3 install --upgrade keras==2.1.3
Made it for me. Tensorflow version 1.4
Method 3:
You can add softmax layer in this fashion and will work:
First:
import tensorflow as tf
then, within your model definition:
model.add(Activation(tf.nn.softmax))