Skip to content

Instantly share code, notes, and snippets.

@himanshurawlani
Created October 19, 2018 21:54
Show Gist options
  • Save himanshurawlani/8a017b2a893060d1282d13ea4a8ddefc to your computer and use it in GitHub Desktop.
Save himanshurawlani/8a017b2a893060d1282d13ea4a8ddefc to your computer and use it in GitHub Desktop.
Script to convert Keras models to TensorFlow Serving SavedModel format
import tensorflow as tf
# The export path contains the name and the version of the model
tf.keras.backend.set_learning_phase(0) # Ignore dropout at inference
model = tf.keras.models.load_model('./inception.h5')
export_path = '../my_image_classifier/1'
# Fetch the Keras session and save the model
# The signature definition is defined by the input and output tensors
# And stored with the default serving key
with tf.keras.backend.get_session() as sess:
tf.saved_model.simple_save(
sess,
export_path,
inputs={'input_image': model.input},
outputs={t.name: t for t in model.outputs})
@svetlanadataper
Copy link

I have the same error as @i-amgeek , how do I solve this?

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment