save/restore: http://cv-tricks.com/tensorflow-tutorial/save-restore-tensorflow-models-quick-complete-tutorial/ save/restore/savedModelBuilder: http://stackabuse.com/tensorflow-save-and-restore-models/ simple_save: https://stackoverflow.com/questions/33759623/tensorflow-how-to-save-restore-a-model/50852627#50852627 https://stackoverflow.com/questions/33759623/tensorflow-how-to-save-restore-a-model savedModelBuilder https://stackoverflow.com/questions/45705070/how-to-load-and-use-a-saved-model-on-tensorflow load saved_model directly in python and other languages: https://github.com/tensorflow/tensorflow/tree/master/tensorflow/python/saved_model/ some minor savedModelBuilder example for a distributed tensorflow computation graph https://github.com/tensorflow/serving/issues/363 savedModelBuilder https://www.tensorflow.org/api_docs/python/tf/saved_model/builder/SavedModelBuilder tensroflow serving java client example http://fdahms.com/2017/03/05/tensorflow-serving-jvm-client/ save/restore vs SavedModel https://groups.google.com/a/tensorflow.org/forum/#!topic/discuss/i1USytvyMgk Signature defs https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_constants https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_def_utils https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_def_utils/build_signature_def https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_def_utils/classification_signature_def https://www.tensorflow.org/api_docs/python/tf/saved_model/signature_def_utils/predict_signature_def Create SaveModelBuilder and use in google cloud end to end tutorial using tensorflow serving Saver / savedModelBuilder / with pre-built Docker https://towardsdatascience.com/deploy-tensorflow-models-9813b5a705d5 mnist saved model https://github.com/tensorflow/serving/blob/master/tensorflow_serving/example/mnist_saved_model.py Pre-built docker images https://medium.com/epigramai/tensorflow-serving-101-pt-1-a79726f7c103 Part 1 -v mount dir $ docker run -it -p 9000:9000 --name simple -v $(pwd)/models/:/models/ epigramai/model-server:light --port=9000 --model_name=simple --model_base_path=/models/simple_model mount shared drive name of image to be downloaded tensroflow serving https://www.tensorflow.org/serving/ https://www.tensorflow.org/serving/serving_advanced https://www.tensorflow.org/serving/setup https://www.tensorflow.org/serving/serving_basic https://www.tensorflow.org/serving/serving_inception https://github.com/tensorflow/serving/blob/master/tensorflow_serving/example/inception_client.py youtube https://www.youtube.com/watch?v=CSbfk9jXItc https://gyang274.github.io/tensorflow-serving-tutorial/0x02b00.slim.inception.v4.html tf-slim Inception client https://github.com/tobegit3hub/deep_image_model/blob/master/java_predict_client/src/main/java/com/tobe/InceptionPredictClient.java tensroflow in java https://stackoverflow.com/questions/43844339/how-to-use-a-tensorflow-linearclassifier-in-java deploy machine learning models tensorflow Introductory |
Artificial Intelligence + NLP + deep learning > AI > Machine Learning > Neural Networks > Deep Learning > python > TensorFlow >