tf.config.run_functions_eagerly
Stay organized with collections
Save and categorize content based on your preferences.
Enables / disables eager execution of tf.function
s.
tf . config . run_functions_eagerly (
run_eagerly
)
Calling tf.config.run_functions_eagerly(True)
will make all
invocations of tf.function
run eagerly instead of running as a traced graph
function.
This can be useful for debugging.
def my_func ( a ):
print ( "Python side effect ")
return a + a
a_fn = tf . function ( my_func )
# A side effect the first time the function is traced
a_fn ( tf . constant ( 1 ))
Python side effect
<tf . Tensor : shape = (), dtype = int32 , numpy = 2 >
# No further side effect, as the traced function is called
a_fn ( tf . constant ( 2 ))
<tf . Tensor : shape = (), dtype = int32 , numpy = 4 >
# Now, switch to eager running
tf . config . run_functions_eagerly ( True )
# Side effect, as the function is called directly
a_fn ( tf . constant ( 2 ))
Python side effect
<tf . Tensor : shape = (), dtype = int32 , numpy = 4 >
# Turn this back off
tf . config . run_functions_eagerly ( False )
Note: This flag has no effect on functions passed into tf.data transformations
as arguments. tf.data functions are never executed eagerly and are always
executed as a compiled Tensorflow Graph.
Args
run_eagerly
Boolean. Whether to run functions eagerly.
Except as otherwise noted, the content of this page is licensed under the Creative Commons Attribution 4.0 License , and code samples are licensed under the Apache 2.0 License . For details, see the Google Developers Site Policies . Java is a registered trademark of Oracle and/or its affiliates. Some content is licensed under the numpy license .
Last updated 2021-05-14 UTC.
[{
"type": "thumb-down",
"id": "missingTheInformationINeed",
"label":"Missing the information I need"
},{
"type": "thumb-down",
"id": "tooComplicatedTooManySteps",
"label":"Too complicated / too many steps"
},{
"type": "thumb-down",
"id": "outOfDate",
"label":"Out of date"
},{
"type": "thumb-down",
"id": "samplesCodeIssue",
"label":"Samples / code issue"
},{
"type": "thumb-down",
"id": "otherDown",
"label":"Other"
}]
[{
"type": "thumb-up",
"id": "easyToUnderstand",
"label":"Easy to understand"
},{
"type": "thumb-up",
"id": "solvedMyProblem",
"label":"Solved my problem"
},{
"type": "thumb-up",
"id": "otherUp",
"label":"Other"
}]
{"lastModified": "Last updated 2021-05-14 UTC."}
[[["Easy to understand","easyToUnderstand","thumb-up"],["Solved my problem","solvedMyProblem","thumb-up"],["Other","otherUp","thumb-up"]],[["Missing the information I need","missingTheInformationINeed","thumb-down"],["Too complicated / too many steps","tooComplicatedTooManySteps","thumb-down"],["Out of date","outOfDate","thumb-down"],["Samples / code issue","samplesCodeIssue","thumb-down"],["Other","otherDown","thumb-down"]],["Last updated 2021-05-14 UTC."],[],[]]