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Merge pull request tensorflow#86939 from tensorflow-jenkins/relnotes-2.19.0rc0-20124
Update release notes for TensorFlow 2.19.0
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RELEASE.md

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## TensorFlow
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<INSERT SMALL BLURB ABOUT RELEASE FOCUS AREA AND POTENTIAL TOOLCHAIN CHANGES>
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### Breaking Changes
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* <DOCUMENT BREAKING CHANGES HERE>
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* <THIS SECTION SHOULD CONTAIN API, ABI AND BEHAVIORAL BREAKING CHANGES>
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* `LiteRT`, a.k.a. `tf.lite`:
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* C++ API:
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* The public constants `tflite::Interpreter:kTensorsReservedCapacity`
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and `tflite::Interpreter:kTensorsCapacityHeadroom` are now const
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references, rather than `constexpr` compile-time constants.
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(This is to enable better API compatibility for TFLite in Play services
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while preserving the implementation flexibility to change the values of
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these constants in the future.)
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* The public constants `tflite::Interpreter:kTensorsReservedCapacity` and `tflite::Interpreter:kTensorsCapacityHeadroom` are now const references, rather than `constexpr` compile-time constants. (This is to enable better API compatibility for TFLite in Play services while preserving the implementation flexibility to change the values of these constants in the future.)
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* Interpreter:
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* `tf.lite.Interpreter` gives deprecation warning redirecting to its new location at `ai_edge_litert.interpreter`, as the API `tf.lite.Interpreter` will be deleted in TF 2.20. See the [migration guide](https://ai.google.dev/edge/litert/migration) for details.
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### Known Caveats
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* <CAVEATS REGARDING THE RELEASE (BUT NOT BREAKING CHANGES).>
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* <ADDING/BUMPING DEPENDENCIES SHOULD GO HERE>
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* <KNOWN LACK OF SUPPORT ON SOME PLATFORM, SHOULD GO HERE>
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### Major Features and Improvements
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* `tf.lite`
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* `tfl.Cast` op is now supporting `bfloat16` in runtime kernel.
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* <IF RELEASE CONTAINS MULTIPLE FEATURES FROM SAME AREA, GROUP THEM TOGETHER>
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### Bug Fixes and Other Changes
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* <SIMILAR TO ABOVE SECTION, BUT FOR OTHER IMPORTANT CHANGES / BUG FIXES>
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* <IF A CHANGE CLOSES A GITHUB ISSUE, IT SHOULD BE DOCUMENTED HERE>
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* <NOTES SHOULD BE GROUPED PER AREA>
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## Keras
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<INSERT SMALL BLURB ABOUT RELEASE FOCUS AREA AND POTENTIAL TOOLCHAIN CHANGES>
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### Breaking Changes
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* <DOCUMENT BREAKING CHANGES HERE>
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* <THIS SECTION SHOULD CONTAIN API, ABI AND BEHAVIORAL BREAKING CHANGES>
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### Known Caveats
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* <CAVEATS REGARDING THE RELEASE (BUT NOT BREAKING CHANGES).>
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* <ADDING/BUMPING DEPENDENCIES SHOULD GO HERE>
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* <KNOWN LACK OF SUPPORT ON SOME PLATFORM, SHOULD GO HERE>
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### Major Features and Improvements
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* <INSERT MAJOR FEATURE HERE, USING MARKDOWN SYNTAX>
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* <IF RELEASE CONTAINS MULTIPLE FEATURES FROM SAME AREA, GROUP THEM TOGETHER>
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### Bug Fixes and Other Changes
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* <SIMILAR TO ABOVE SECTION, BUT FOR OTHER IMPORTANT CHANGES / BUG FIXES>
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* <IF A CHANGE CLOSES A GITHUB ISSUE, IT SHOULD BE DOCUMENTED HERE>
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* <NOTES SHOULD BE GROUPED PER AREA>
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## Thanks to our Contributors
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This release contains contributions from many people at Google, as well as:
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<INSERT>, <NAME>, <HERE>, <USING>, <GITHUB>, <HANDLE>
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Akhil Goel, akhilgoe, Alain Flaischer, Alex, Alexander Pivovarov, Alexander Shadchin, Alexis Praga, Amrinfathima-Mcw, Andrey Pikas, Andrey Portnoy, Ankur Singh, Ashiq Imran, Assoap, c8ef, charleshofer, Chase Riley Roberts, Chenhao Jiang, Chongyun Lee, Claudio Desouza, Corentin Godeau, Crefeda Rodrigues, Danny Burrow, dependabot[bot], Dimitris Vardoulakis, Dragan Mladjenovic, Elfie Guo, Emmanuel Ferdman, fiberflow, flyingcat, Gary Yi-Hung Chen, Georg Stefan Schmid, Gerwout Van Der Veen, Harsha H S, Harshit Monish, Hugo Mano, i.Pear, Ilia Sergachev, Jane Liu, Jaroslav Sevcik, Jc (Jonathan Chen), Jerry Ge, Jian Li, johndoknjas, Johnny, Jonathan Albrecht, Kaixi Hou, Kanvi Khanna, keerthanakadiri, Kevin Ji, Kiran Sai Ramineni, kwoncy2020, LakshmiKalaKadali, Lee, Jun Seok, Mahmoud Abuzaina, Matt Bahr, mayuyuace, Melissa Weber Mendonça, misterBart, Mkarpushin-Enhancelab, Mmakevic-Amd, mraunak, nallave, Nayana Thorat, Nayana-Ibm, nick.camarena, Nicolas Castet, Om Thakkar, oyzh, Parsa Homayouni, Patrick Toulme, Pavel Emeliyanenko, Pavithra Eswaramoorthy, Pearu Peterson, pemeliya, Philipp Hack, Ravi Kumar Soni, redwrasse, Ruturaj Vaidya, Sallenkey-Wei, Sandeep Gupta, Sergey Kozub, Sevin Fide Varoglu, Shanbin Ke, Shaogang Wang, Shixin Zhang, Shraiysh, Shu Wang, Silvio Traversaro, snadampal, Sunita Nadampalli, Tai Ly, Tatwai Chong, tchatow, tdanyluk, Terry Sun, Tilak, Tj Xu, Trevor Morris, Twice, vfdev, Vladimir Silyaev, Weisser, Pascal, wokron, Won Jeon, Xuefei Jiang, Zentrik, Zoranjovanovic-Ns
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# Release 2.18.0
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