TensorFlow Estimator clear_deivces in exporters?
The S.O. question load SavedModel with different device placement explores how to use the Estimator API to save a model and load it on a different device.
According to several questions so far, once a model has been saved with a manual device placement, this is not feasible. However, according to @Yiding:
your question 1 can work only if you clear all devices when you export the model in the original tensorflow code, with flag
clear_devices=True.
If we look at the TensorFlow docs for BestExporter
__init__(
name='best_exporter',
serving_input_receiver_fn=None,
event_file_pattern='eval/*.tfevents.*',
compare_fn=_loss_smaller,
assets_extra=None,
as_text=False,
exports_to_keep=5
)
it is apparent that clear_devices is not an option.
So how can I get around this?
python tensorflow export tensorflow-estimator
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
add a comment |
The S.O. question load SavedModel with different device placement explores how to use the Estimator API to save a model and load it on a different device.
According to several questions so far, once a model has been saved with a manual device placement, this is not feasible. However, according to @Yiding:
your question 1 can work only if you clear all devices when you export the model in the original tensorflow code, with flag
clear_devices=True.
If we look at the TensorFlow docs for BestExporter
__init__(
name='best_exporter',
serving_input_receiver_fn=None,
event_file_pattern='eval/*.tfevents.*',
compare_fn=_loss_smaller,
assets_extra=None,
as_text=False,
exports_to_keep=5
)
it is apparent that clear_devices is not an option.
So how can I get around this?
python tensorflow export tensorflow-estimator
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
add a comment |
The S.O. question load SavedModel with different device placement explores how to use the Estimator API to save a model and load it on a different device.
According to several questions so far, once a model has been saved with a manual device placement, this is not feasible. However, according to @Yiding:
your question 1 can work only if you clear all devices when you export the model in the original tensorflow code, with flag
clear_devices=True.
If we look at the TensorFlow docs for BestExporter
__init__(
name='best_exporter',
serving_input_receiver_fn=None,
event_file_pattern='eval/*.tfevents.*',
compare_fn=_loss_smaller,
assets_extra=None,
as_text=False,
exports_to_keep=5
)
it is apparent that clear_devices is not an option.
So how can I get around this?
python tensorflow export tensorflow-estimator
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
The S.O. question load SavedModel with different device placement explores how to use the Estimator API to save a model and load it on a different device.
According to several questions so far, once a model has been saved with a manual device placement, this is not feasible. However, according to @Yiding:
your question 1 can work only if you clear all devices when you export the model in the original tensorflow code, with flag
clear_devices=True.
If we look at the TensorFlow docs for BestExporter
__init__(
name='best_exporter',
serving_input_receiver_fn=None,
event_file_pattern='eval/*.tfevents.*',
compare_fn=_loss_smaller,
assets_extra=None,
as_text=False,
exports_to_keep=5
)
it is apparent that clear_devices is not an option.
So how can I get around this?
python tensorflow export tensorflow-estimator
python tensorflow export tensorflow-estimator
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
asked Nov 21 '18 at 10:09
SumNeuronSumNeuron
1,323826
1,323826
add a comment |
add a comment |
0
active
oldest
votes
Your Answer
StackExchange.ifUsing("editor", function () {
StackExchange.using("externalEditor", function () {
StackExchange.using("snippets", function () {
StackExchange.snippets.init();
});
});
}, "code-snippets");
StackExchange.ready(function() {
var channelOptions = {
tags: "".split(" "),
id: "1"
};
initTagRenderer("".split(" "), "".split(" "), channelOptions);
StackExchange.using("externalEditor", function() {
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled) {
StackExchange.using("snippets", function() {
createEditor();
});
}
else {
createEditor();
}
});
function createEditor() {
StackExchange.prepareEditor({
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
bindNavPrevention: true,
postfix: "",
imageUploader: {
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
},
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
});
}
});
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53409652%2ftensorflow-estimator-clear-deivces-in-exporters%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
0
active
oldest
votes
0
active
oldest
votes
active
oldest
votes
active
oldest
votes
Thanks for contributing an answer to Stack Overflow!
- Please be sure to answer the question. Provide details and share your research!
But avoid …
- Asking for help, clarification, or responding to other answers.
- Making statements based on opinion; back them up with references or personal experience.
To learn more, see our tips on writing great answers.
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53409652%2ftensorflow-estimator-clear-deivces-in-exporters%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
