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Title: GitHub - tensorflow/serving: A flexible, high-performance serving system for machine learning models

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Description: A flexible, high-performance serving system for machine learning models - tensorflow/serving

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https://github.com/tensorflow/serving#serve-a-tensorflow-model-in-60-seconds
https://github.com/tensorflow/serving#end-to-end-training--serving-tutorial
a complete tutorial to train and serve a Tensorflow Modelhttps://www.tensorflow.org/tfx/tutorials/serving/rest_simple
https://github.com/tensorflow/serving#documentation
https://github.com/tensorflow/serving#set-up
Install Tensorflow Serving using Dockerhttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/docker.md
Install Tensorflow Serving without Dockerhttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/setup.md
Build Tensorflow Serving from Source with Dockerhttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/building_with_docker.md
Deploy Tensorflow Serving on Kuberneteshttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/serving_kubernetes.md
https://github.com/tensorflow/serving#use
https://github.com/tensorflow/serving#export-your-tensorflow-model
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Tensorflow documentationhttps://www.tensorflow.org/guide/saved_model#save_and_restore_models
https://github.com/tensorflow/serving#configure-and-use-tensorflow-serving
Follow a tutorial on Serving Tensorflow modelshttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/serving_basic.md
Configure Tensorflow Serving to make it fit your serving use casehttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/serving_config.md
Performance Guidehttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/performance.md
use TensorBoard to profile and optimize inference requestshttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/tensorboard.md
REST API Guidehttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/api_rest.md
gRPC API definitionhttps://github.com/tensorflow/serving/tree/master/tensorflow_serving/apis
Use SavedModel Warmup if initial inference requests are slow due to lazy initialization of graphhttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/saved_model_warmup.md
If encountering issues regarding model signatures, please read the SignatureDef documentationhttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/signature_defs.md
learn how to serve models with custom opshttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/custom_op.md
https://github.com/tensorflow/serving#extend
Ensure you are familiar with building Tensorflow Servinghttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/building_with_docker.md
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Explore the Tensorflow Serving C++ API referencehttps://www.tensorflow.org/tfx/serving/api_docs/cc/
Create a new type of Servablehttps://github.com/tensorflow/serving/blob/master/tensorflow_serving/g3doc/custom_servable.md
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contribution guidelineshttps://github.com/tensorflow/serving/blob/master/CONTRIBUTING.md
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2.19.1 Latest Aug 19, 2025 https://github.com/tensorflow/serving/releases/tag/2.19.1
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