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## Major Features and Improvements
* `tf.data` adds two new mechanisms to solve input pipeline bottlenecks and save resources:
* [snapshot](https://www.tensorflow.org/api_docs/python/tf/data/experimental/snapshot)
* [tf.data service](https://www.tensorflow.org/api_docs/python/tf/data/experimental/service/distribute).
* [tf.data service](https://www.tensorflow.org/api_docs/python/tf/data/experimental/service).
In addition checkout the detailed [guide](https://www.tensorflow.org/guide/data_performance_analysis) for analyzing input pipeline performance with TF Profiler.