NotImplementedError: Operation of type AssignVariableOp (AssignVariableOp) is not supported on the TPU for...












0















I'm trying to export SavedModel of a classifier of the type TPUEstimator. Since I'm trying to export the model to run predictions on a GPU/CPU, the use_tpu parameter of TPUEstimator was set to False.



When I try to save the model, the following error is thrown:



NotImplementedError: Operation of type AssignVariableOp
(AssignVariableOp) is not supported on the TPU for inference. Execution
will fail if this op is used in the graph. Make sure your variables are
using variable_scope.


Since I plan to serve the model through a GPU/CPU, the Op shouldn't be a problem. How can I export this estimator as SavedModel?










share|improve this question



























    0















    I'm trying to export SavedModel of a classifier of the type TPUEstimator. Since I'm trying to export the model to run predictions on a GPU/CPU, the use_tpu parameter of TPUEstimator was set to False.



    When I try to save the model, the following error is thrown:



    NotImplementedError: Operation of type AssignVariableOp
    (AssignVariableOp) is not supported on the TPU for inference. Execution
    will fail if this op is used in the graph. Make sure your variables are
    using variable_scope.


    Since I plan to serve the model through a GPU/CPU, the Op shouldn't be a problem. How can I export this estimator as SavedModel?










    share|improve this question

























      0












      0








      0








      I'm trying to export SavedModel of a classifier of the type TPUEstimator. Since I'm trying to export the model to run predictions on a GPU/CPU, the use_tpu parameter of TPUEstimator was set to False.



      When I try to save the model, the following error is thrown:



      NotImplementedError: Operation of type AssignVariableOp
      (AssignVariableOp) is not supported on the TPU for inference. Execution
      will fail if this op is used in the graph. Make sure your variables are
      using variable_scope.


      Since I plan to serve the model through a GPU/CPU, the Op shouldn't be a problem. How can I export this estimator as SavedModel?










      share|improve this question














      I'm trying to export SavedModel of a classifier of the type TPUEstimator. Since I'm trying to export the model to run predictions on a GPU/CPU, the use_tpu parameter of TPUEstimator was set to False.



      When I try to save the model, the following error is thrown:



      NotImplementedError: Operation of type AssignVariableOp
      (AssignVariableOp) is not supported on the TPU for inference. Execution
      will fail if this op is used in the graph. Make sure your variables are
      using variable_scope.


      Since I plan to serve the model through a GPU/CPU, the Op shouldn't be a problem. How can I export this estimator as SavedModel?







      tensorflow






      share|improve this question













      share|improve this question











      share|improve this question




      share|improve this question










      asked Nov 22 '18 at 13:34









      spodermanspoderman

      12




      12
























          1 Answer
          1






          active

          oldest

          votes


















          0














          If you actually don't need TPU inference support you can create a tf.estimator.Estimator instead of a tf.contrib.tpu.TPUEstimator one, using the same model_fn and trained model. Then, you should be able to export the model.






          share|improve this answer























            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
            });


            }
            });














            draft saved

            draft discarded


















            StackExchange.ready(
            function () {
            StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53432173%2fnotimplementederror-operation-of-type-assignvariableop-assignvariableop-is-no%23new-answer', 'question_page');
            }
            );

            Post as a guest















            Required, but never shown

























            1 Answer
            1






            active

            oldest

            votes








            1 Answer
            1






            active

            oldest

            votes









            active

            oldest

            votes






            active

            oldest

            votes









            0














            If you actually don't need TPU inference support you can create a tf.estimator.Estimator instead of a tf.contrib.tpu.TPUEstimator one, using the same model_fn and trained model. Then, you should be able to export the model.






            share|improve this answer




























              0














              If you actually don't need TPU inference support you can create a tf.estimator.Estimator instead of a tf.contrib.tpu.TPUEstimator one, using the same model_fn and trained model. Then, you should be able to export the model.






              share|improve this answer


























                0












                0








                0







                If you actually don't need TPU inference support you can create a tf.estimator.Estimator instead of a tf.contrib.tpu.TPUEstimator one, using the same model_fn and trained model. Then, you should be able to export the model.






                share|improve this answer













                If you actually don't need TPU inference support you can create a tf.estimator.Estimator instead of a tf.contrib.tpu.TPUEstimator one, using the same model_fn and trained model. Then, you should be able to export the model.







                share|improve this answer












                share|improve this answer



                share|improve this answer










                answered Feb 18 at 7:39









                Eduardo CuestaEduardo Cuesta

                12




                12
































                    draft saved

                    draft discarded




















































                    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.




                    draft saved


                    draft discarded














                    StackExchange.ready(
                    function () {
                    StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53432173%2fnotimplementederror-operation-of-type-assignvariableop-assignvariableop-is-no%23new-answer', 'question_page');
                    }
                    );

                    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







                    Popular posts from this blog

                    If I really need a card on my start hand, how many mulligans make sense? [duplicate]

                    Alcedinidae

                    Can an atomic nucleus contain both particles and antiparticles? [duplicate]