Variable not found when using a Tensorflow session in another function
I am creating a Flask app and I want to restore a tensorflow session with it's variables only once and use it on various routes to make predictions but it doesn't seem to work.I created a class whose constructor restores the interactive session and it's variables,the class also contains a function named predict which tries to predict the outcome using the interactive session described in the constructor.The following code is how i initialize the object to be shared among all routes.
class MyServer(Flask):
def __init__(self, *args, **kwargs):
super(MyServer, self).__init__(*args, **kwargs)
self.testClass=TestClass()
app = MyServer(__name__)
Here is an example of the route I used
@app.route('/')
def index():
size_dict=app.testClass.test(saveName)
return jsonify(size_dict)
But this throws the following error
ValueError: Variable Net_WT/block1/bn does not exist, or was not created with tf.get_variable(). Did you mean to set reuse=tf.AUTO_REUSE in VarScope?
But if I initialize the object and use it in the same route it works
python tensorflow flask
asked Dec 27 '18 at 14:51
sudojdoe
226
add a comment |
I am creating a Flask app and I want to restore a tensorflow session with it's variables only once and use it on various routes to make predictions but it doesn't seem to work.I created a class whose constructor restores the interactive session and it's variables,the class also contains a function named predict which tries to predict the outcome using the interactive session described in the constructor.The following code is how i initialize the object to be shared among all routes.
class MyServer(Flask):
def __init__(self, *args, **kwargs):
super(MyServer, self).__init__(*args, **kwargs)
self.testClass=TestClass()
app = MyServer(__name__)
Here is an example of the route I used
@app.route('/')
def index():
size_dict=app.testClass.test(saveName)
return jsonify(size_dict)
But this throws the following error
ValueError: Variable Net_WT/block1/bn does not exist, or was not created with tf.get_variable(). Did you mean to set reuse=tf.AUTO_REUSE in VarScope?
But if I initialize the object and use it in the same route it works
python tensorflow flask
asked Dec 27 '18 at 14:51
sudojdoe
226
How are you serving the app?
– Sergei Lebedev
Dec 27 '18 at 15:57
add a comment |
I am creating a Flask app and I want to restore a tensorflow session with it's variables only once and use it on various routes to make predictions but it doesn't seem to work.I created a class whose constructor restores the interactive session and it's variables,the class also contains a function named predict which tries to predict the outcome using the interactive session described in the constructor.The following code is how i initialize the object to be shared among all routes.
class MyServer(Flask):
def __init__(self, *args, **kwargs):
super(MyServer, self).__init__(*args, **kwargs)
self.testClass=TestClass()
app = MyServer(__name__)
Here is an example of the route I used
@app.route('/')
def index():
size_dict=app.testClass.test(saveName)
return jsonify(size_dict)
But this throws the following error
ValueError: Variable Net_WT/block1/bn does not exist, or was not created with tf.get_variable(). Did you mean to set reuse=tf.AUTO_REUSE in VarScope?
But if I initialize the object and use it in the same route it works
python tensorflow flask
asked Dec 27 '18 at 14:51
sudojdoe
226
I am creating a Flask app and I want to restore a tensorflow session with it's variables only once and use it on various routes to make predictions but it doesn't seem to work.I created a class whose constructor restores the interactive session and it's variables,the class also contains a function named predict which tries to predict the outcome using the interactive session described in the constructor.The following code is how i initialize the object to be shared among all routes.
class MyServer(Flask):
def __init__(self, *args, **kwargs):
super(MyServer, self).__init__(*args, **kwargs)
self.testClass=TestClass()
app = MyServer(__name__)
Here is an example of the route I used
@app.route('/')
def index():
size_dict=app.testClass.test(saveName)
return jsonify(size_dict)
But this throws the following error
ValueError: Variable Net_WT/block1/bn does not exist, or was not created with tf.get_variable(). Did you mean to set reuse=tf.AUTO_REUSE in VarScope?
But if I initialize the object and use it in the same route it works
python tensorflow flask
python tensorflow flask
asked Dec 27 '18 at 14:51
sudojdoe
226
asked Dec 27 '18 at 14:51
sudojdoe
226
edited Dec 27 '18 at 15:11
asked Dec 27 '18 at 14:51
sudojdoe
226
asked Dec 27 '18 at 14:51
sudojdoe
226
asked Dec 27 '18 at 14:51
sudojdoe
226
226
How are you serving the app?
– Sergei Lebedev
Dec 27 '18 at 15:57
add a comment |
How are you serving the app?
– Sergei Lebedev
Dec 27 '18 at 15:57
How are you serving the app?
– Sergei Lebedev
Dec 27 '18 at 15:57
How are you serving the app?
– Sergei Lebedev
Dec 27 '18 at 15:57
add a comment |
1 Answer
1
active
oldest
votes
I didn't want to answer my own question but I found a solution,in the constructor of the TestClass I added self.graph = tf.get_default_graph() after restoring the session and variables.
answered Dec 28 '18 at 5:20
sudojdoe
226
add a comment |
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I didn't want to answer my own question but I found a solution,in the constructor of the TestClass I added self.graph = tf.get_default_graph() after restoring the session and variables.
answered Dec 28 '18 at 5:20
sudojdoe
226
add a comment |
I didn't want to answer my own question but I found a solution,in the constructor of the TestClass I added self.graph = tf.get_default_graph() after restoring the session and variables.
answered Dec 28 '18 at 5:20
sudojdoe
226
add a comment |
I didn't want to answer my own question but I found a solution,in the constructor of the TestClass I added self.graph = tf.get_default_graph() after restoring the session and variables.
answered Dec 28 '18 at 5:20
sudojdoe
226
I didn't want to answer my own question but I found a solution,in the constructor of the TestClass I added self.graph = tf.get_default_graph() after restoring the session and variables.
answered Dec 28 '18 at 5:20
sudojdoe
226
answered Dec 28 '18 at 5:20
sudojdoe
226
answered Dec 28 '18 at 5:20
sudojdoe
226
answered Dec 28 '18 at 5:20
sudojdoe
226
226
add a comment |
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How are you serving the app?
– Sergei Lebedev
Dec 27 '18 at 15:57