niektemme

apiVersion: v1
kind: Service
metadata:
  labels:
    app: istio-ingressgateway-ext-worker-0
    istio: ingressgateway
  name: istio-ingressgateway-ext-worker-0
  namespace: istio-system
  annotations:
    metallb.universe.tf/allow-shared-ip: ing

niektemme

gateways:
  enabled: true
  istio-ingressgateway:
    type: ClusterIP #change to NodePort, ClusterIP or LoadBalancer if need be
    ports:
    - port: 80
      targetPort: 80
      name: http2
    - port: 443
      name: https

niektemme

import sys
import tensorflow as tf

def predictint(imvalue):
  """
  This function returns the predicted integer.
  The imput is the pixel values from the imageprepare() function.
  """
  
  # Define the model (same as when creating the model file)

niektemme

with tf.Session() as sess:
    sess.run(init_op)
    saver.restore(sess, "model.ckpt")
    #print ("Model restored.")

    prediction=tf.argmax(y,1)
    return prediction.eval(feed_dict={x: [imvalue]}, session=sess)

niektemme

with tf.Session() as sess:
  sess.run(init_op)
  saver.restore(sess, "model2.ckpt")
  #print ("Model restored.")
 
  prediction=tf.argmax(y_conv,1)
  return prediction.eval(feed_dict={x: [imvalue],keep_prob: 1.0}, session=sess)

niektemme

from PIL import Image, ImageFilter

def imageprepare(argv):
  """
  This function returns the pixel values.
  The imput is a png file location.
  """
  im = Image.open(argv).convert('L')
  width = float(im.size[0])
  height = float(im.size[1])

niektemme

sudo pip install Pillow

niektemme

saver.restore(sess, "model.ckpt")

niektemme

save_path = saver.save(sess, “model.ckpt”)
print (“Model saved in file: “, save_path)

niektemme

saver = tf.train.Saver()