RELEASE.md - OpenGrok cross reference for /external/tensorflow/RELEASE.md

Lines Matching +full:build +full:- +full:docker +full:- +full:cpu +full:- +full:aarch64
78 …xperimental/SharpnessAwareMinimization). This class implements the sharpness-aware minimization te…
82 …*   Added support for cross-trainer data caching in tf.data service. This saves computation resour…
86 …_BASED, then it runs a new algorithm that can get the same performance with lower CPU/memory usage.
91 …mptionCheckpointHandler) to handle worker preemption/maintenance and cluster-wise consistent error…
95 …ge from 8 to 100 times depending on the size of k. When running on CPU and GPU, a non-optimized XL…
117 …inistically (and `tf.errors.UnimplementedError` is no longer thrown) when op-determinism has been …
141 …-Review-Doctor, DEKHTIARJonathan, Deven Desai, Djacon, Duncan Riach, fedotoff, fo40225, Frederic B…
163 …ers should switch to [TensorFlow Decision Forests](https://github.com/tensorflow/decision-forests).
164 *   Build, Compilation and Packaging
166 …eels now specifically conform to [manylinux2014](https://peps.python.org/pep-0599/), an upgrade fr…
167 …e found on SIG Build's [TensorFlow Community Forum thread](https://discuss.tensorflow.org/t/tensor…
168 *   The `tf.keras.mixed_precision.experimental` API has been removed. The non-experimental symbols …
169 …* The non-experimental API has some minor differences from the experimental API. In most cases, yo…
171 …he experimental symbol `set_policy` was renamed to `set_global_policy` in the non-experimental API.
173 …* In the following rare cases, you need to make more changes when switching to the non-experimenta…
175 … details on the differences, which has examples on how to convert to the non-experimental LossScal…
177 …le, the optimizer would be wrapped with a `LossScaleOptimizer`. With the non-experimental `Policy`…
178 …* If you use the very rarely-used function `tf.keras.mixed_precision.experimental.get_layer_policy…
180 …symbols were very rarely used and were only useful in TF2 for use in the now-removed `tf.keras.mix…
209         optimal in a non-interactive environment, where you don't have access to
225     *   Added DTensor-related Keras APIs under `tf.keras.dtensor` namespace. The
234             CPU.
236             on CPU.
237     *   Add nominal support for unsigned 16-bit integer tensor types. Note that
240     *   Add support for unsigned 16-bit integer tensor types in cast op.
243     *   Enabled a new MLIR-based dynamic range quantization backend by default
244         *   The new backend is used for post-training int8 dynamic range
245             quantization and post-training float16 quantization.
273             *   A roughly 5us per-op overhead may be observed when running many
283     large-scale modeling with minimal changes to user code. You are welcome to
284     try it out, though be aware that the DTensor API is experimental and up-to
285     backward-incompatible changes. DTensor and Keras integration is published
290 *   [oneDNN CPU performance optimizations](https://github.com/tensorflow/community/blob/master/rfcs…
291     are available in Linux x86, Windows x86, and Linux aarch64 packages.
295             neural-network-focused hardware features such as AVX512_VNNI,
297 …Cascade Lake](https://www.intel.com/content/www/us/en/products/platforms/details/cascade-lake.html)
299 …ce speedups.](https://medium.com/intel-analytics-software/leverage-intel-deep-learning-optimizatio…
302     *   **Linux aach64 (`--config=mkl_aarch64`) package:**
312         when they are off due to floating-point round-off errors from different
336 … code injection in `saved_model_cli` ([CVE-2022-29216](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
337 …ch causes `TensorSummaryV2` to crash ([CVE-2022-29193](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
338 …rashes `QuantizeAndDequantizeV4Grad` ([CVE-2022-29192](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
339 …of service via `DeleteSessionTensor` ([CVE-2022-29194](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
340 …al of service via `GetSessionTensor` ([CVE-2022-29191](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
341 …es denial of service via `StagePeek` ([CVE-2022-29195](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
342 …of service via `UnsortedSegmentJoin` ([CVE-2022-29197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
343 … of service via `LoadAndRemapMatrix` ([CVE-2022-29199](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
344 … via `SparseTensorToCSRSparseMatrix` ([CVE-2022-29198](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
345 …enial of service via `LSTMBlockCell` ([CVE-2022-29200](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
346 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29196](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
347 …ilure in depthwise ops via overflows ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
348 …s supplying invalid resource handles ([CVE-2022-29207](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
349 … missing support for quantized types ([CVE-2022-29205](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
350 …d behavior in `SparseTensorDenseAdd` ([CVE-2022-29206](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
351 …efined behavior in `QuantizedConv2D` ([CVE-2022-29201](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
352 …integer overflow in `SpaceToBatchND` ([CVE-2022-29203](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
353 …omplete validation in `EditDistance` ([CVE-2022-29208](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
354 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29204](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
355 ….constant` due to lack of validation ([CVE-2022-29202](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
356 …xed_width` is called with NaN values ([CVE-2022-29211](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
357 …ding TFLite models with quantization ([CVE-2022-29212](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
358 … incomplete validation in signal ops ([CVE-2022-29213](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
359 …sion leading to `CHECK`-failure based denial of service ([CVE-2022-29209](https://cve.mitre.org/cg…
360 …rflow due to incorrect hash function ([CVE-2022-29210](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
361 …-2022-22576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=VE-2022-22576), ([CVE-2022-27774](http…
362 ….2.11` was pulled due to [security issue](https://www.openwall.com/lists/oss-security/2022/03/28/1)
368 …-Service, DEKHTIARJonathan, Deven Desai, Duncan Riach, Eric Kunze, Everton Constantino, Faruk D, F…
374 … code injection in `saved_model_cli` ([CVE-2022-29216](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
375 …ch causes `TensorSummaryV2` to crash ([CVE-2022-29193](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
376 …rashes `QuantizeAndDequantizeV4Grad` ([CVE-2022-29192](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
377 …of service via `DeleteSessionTensor` ([CVE-2022-29194](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
378 …al of service via `GetSessionTensor` ([CVE-2022-29191](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
379 …es denial of service via `StagePeek` ([CVE-2022-29195](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
380 …of service via `UnsortedSegmentJoin` ([CVE-2022-29197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
381 … of service via `LoadAndRemapMatrix` ([CVE-2022-29199](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
382 … via `SparseTensorToCSRSparseMatrix` ([CVE-2022-29198](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
383 …enial of service via `LSTMBlockCell` ([CVE-2022-29200](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
384 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29196](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
385 …ilure in depthwise ops via overflows ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
386 …s supplying invalid resource handles ([CVE-2022-29207](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
387 … missing support for quantized types ([CVE-2022-29205](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
388 …d behavior in `SparseTensorDenseAdd` ([CVE-2022-29206](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
389 …efined behavior in `QuantizedConv2D` ([CVE-2022-29201](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
390 …integer overflow in `SpaceToBatchND` ([CVE-2022-29203](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
391 …omplete validation in `EditDistance` ([CVE-2022-29208](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
392 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29204](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
393 ….constant` due to lack of validation ([CVE-2022-29202](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
394 …xed_width` is called with NaN values ([CVE-2022-29211](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
395 …ding TFLite models with quantization ([CVE-2022-29212](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
396 … incomplete validation in signal ops ([CVE-2022-29213](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
397 …sion leading to `CHECK`-failure based denial of service ([CVE-2022-29209](https://cve.mitre.org/cg…
398 …rflow due to incorrect hash function ([CVE-2022-29210](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
399 …-2022-22576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=VE-2022-22576), ([CVE-2022-27774](http…
400 ….2.11` was pulled due to [security issue](https://www.openwall.com/lists/oss-security/2022/03/28/1)
405 … code injection in `saved_model_cli` ([CVE-2022-29216](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
406 …ch causes `TensorSummaryV2` to crash ([CVE-2022-29193](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
407 …rashes `QuantizeAndDequantizeV4Grad` ([CVE-2022-29192](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
408 …of service via `DeleteSessionTensor` ([CVE-2022-29194](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
409 …al of service via `GetSessionTensor` ([CVE-2022-29191](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
410 …es denial of service via `StagePeek` ([CVE-2022-29195](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
411 …of service via `UnsortedSegmentJoin` ([CVE-2022-29197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
412 … of service via `LoadAndRemapMatrix` ([CVE-2022-29199](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
413 … via `SparseTensorToCSRSparseMatrix` ([CVE-2022-29198](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
414 …enial of service via `LSTMBlockCell` ([CVE-2022-29200](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
415 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29196](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
416 …ilure in depthwise ops via overflows ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
417 …s supplying invalid resource handles ([CVE-2022-29207](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
418 … missing support for quantized types ([CVE-2022-29205](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
419 …d behavior in `SparseTensorDenseAdd` ([CVE-2022-29206](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
420 …efined behavior in `QuantizedConv2D` ([CVE-2022-29201](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
421 …integer overflow in `SpaceToBatchND` ([CVE-2022-29203](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
422 …omplete validation in `EditDistance` ([CVE-2022-29208](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
423 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29204](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
424 ….constant` due to lack of validation ([CVE-2022-29202](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
425 …xed_width` is called with NaN values ([CVE-2022-29211](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
426 …ding TFLite models with quantization ([CVE-2022-29212](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
427 … incomplete validation in signal ops ([CVE-2022-29213](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
428 …sion leading to `CHECK`-failure based denial of service ([CVE-2022-29209](https://cve.mitre.org/cg…
429 …-2022-22576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=VE-2022-22576), ([CVE-2022-27774](http…
430 ….2.11` was pulled due to [security issue](https://www.openwall.com/lists/oss-security/2022/03/28/1)
436 … code injection in `saved_model_cli` ([CVE-2022-29216](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
437 …ch causes `TensorSummaryV2` to crash ([CVE-2022-29193](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
438 …rashes `QuantizeAndDequantizeV4Grad` ([CVE-2022-29192](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
439 …of service via `DeleteSessionTensor` ([CVE-2022-29194](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
440 …al of service via `GetSessionTensor` ([CVE-2022-29191](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
441 …es denial of service via `StagePeek` ([CVE-2022-29195](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
442 …of service via `UnsortedSegmentJoin` ([CVE-2022-29197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
443 … of service via `LoadAndRemapMatrix` ([CVE-2022-29199](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
444 … via `SparseTensorToCSRSparseMatrix` ([CVE-2022-29198](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
445 …enial of service via `LSTMBlockCell` ([CVE-2022-29200](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
446 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29196](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
447 …ilure in depthwise ops via overflows ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
448 …s supplying invalid resource handles ([CVE-2022-29207](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
449 … missing support for quantized types ([CVE-2022-29205](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
450 …d behavior in `SparseTensorDenseAdd` ([CVE-2022-29206](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
451 …efined behavior in `QuantizedConv2D` ([CVE-2022-29201](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
452 …integer overflow in `SpaceToBatchND` ([CVE-2022-29203](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
453 …omplete validation in `EditDistance` ([CVE-2022-29208](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
454 …service via `Conv3DBackpropFilterV2` ([CVE-2022-29204](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
455 ….constant` due to lack of validation ([CVE-2022-29202](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
456 …xed_width` is called with NaN values ([CVE-2022-29211](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
457 …ding TFLite models with quantization ([CVE-2022-29212](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
458 … incomplete validation in signal ops ([CVE-2022-29213](https://cve.mitre.org/cgi-bin/cvename.cgi?n…
459 …sion leading to `CHECK`-failure based denial of service ([CVE-2022-29209](https://cve.mitre.org/cg…
460 …-2022-22576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=VE-2022-22576), ([CVE-2022-27774](http…
461 ….2.11` was pulled due to [security issue](https://www.openwall.com/lists/oss-security/2022/03/28/1)
470         *   `tf.raw_ops.Bucketize` op on CPU.
473         *   `tf.random.normal` op for output data type `tf.float32` on CPU.
474         *   `tf.random.uniform` op for output data type `tf.float32` on CPU.
475         *   `tf.random.categorical` op for output data type `tf.int64` on CPU.
488         outputs a summary of the inference converted by TF-TRT. It namely shows
503         via the build method.
510     determinism-related changes.
513 …[PluggableDevice](https://blog.tensorflow.org/2021/06/pluggabledevice-device-plugins-for-TensorFlo…
515 …ttps://github.com/tensorflow/community/blob/master/rfcs/20210513-pluggable-profiler-for-tensorflow…
522         modify one transformation to run non-deterministically, leaving other
541         TF2 by enabling tracking of nested keras models created in TF1-style,
583     *   `jit_compile` added to `Model.compile()` on an opt-in basis to compile
591         that nondeterministic out-of-memory events while selecting algorithms
613         such as `tf.tensor_scatter_nd_update`, on CPU (with significant
615     *   Add determinism-unimplemented exception-throwing to the following ops.
616         When op-determinism is expected (i.e. after
642         *   (since v2.7) The random-number-generating ops in the `tf.random`
647 *   TensorFlow-oneDNN no longer supports
657     [TensorFlow Decision Forests](https://github.com/tensorflow/decision-forests).
664     ([CVE-2022-21725](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21725))
666     ([CVE-2022-21728](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21728))
668     ([CVE-2022-21726](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21726))
670     ([CVE-2022-21727](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21727))
672     ([CVE-2022-21730](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21730))
674     ([CVE-2022-21729](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21729))
676     ([CVE-2022-21731](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21731))
678     ([CVE-2022-21732](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21732))
680     ([CVE-2022-21733](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21733))
682     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
683 *   Fixes an integer overflows in most sparse component-wise ops
684     ([CVE-2022-23567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23567))
686     ([CVE-2022-23568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23568))
687 *   Fixes a number of `CHECK`-failures in `MapStage`
688     ([CVE-2022-21734](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21734))
690     ([CVE-2022-21735](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21735))
691 *   Fixes a number of `CHECK`-fails when building invalid/overflowing tensor
693     ([CVE-2022-23569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23569))
695     ([CVE-2022-21736](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21736))
698     ([CVE-2022-21737](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21737))
700     ([CVE-2022-21739](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21739))
702     ([CVE-2022-21738](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21738))
704     ([CVE-2022-21740](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21740))
706     ([CVE-2022-23557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23557))
708     ([CVE-2022-21741](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21741))
710     ([CVE-2022-23558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23558))
712     ([CVE-2022-23559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23559))
714     ([CVE-2022-23561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23561))
716     ([CVE-2022-23560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23560))
718     ([CVE-2022-23563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23563))
720     ([CVE-2022-23562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23562))
723     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
724 *   Fixes a `CHECK`-fail when decoding resource handles from proto
725     ([CVE-2022-23564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23564))
726 *   Fixes a `CHECK`-fail with repeated `AttrDef`
727     ([CVE-2022-23565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23565))
729     ([CVE-2022-23566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23566))
730 *   Fixes a `CHECK`-fail when decoding invalid tensors from proto
731     ([CVE-2022-23571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23571))
732 *   Fixes a null-dereference when specializing tensor type
733     ([CVE-2022-23570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23570))
735     ([CVE-2022-23572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23572))
737     ([CVE-2022-23574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23574))
739     ([CVE-2022-23573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23573))
741     ([CVE-2022-23575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23575))
743     ([CVE-2022-23576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23576))
745     ([CVE-2022-23577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23577))
747     ([CVE-2022-23578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23578))
749     ([CVE-2022-23580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23580))
750 *   Fixes multiple `CHECK`-failures during Grappler's `IsSimplifiableReshape`
751     ([CVE-2022-23581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23581))
752 *   Fixes multiple `CHECK`-failures during Grappler's `SafeToRemoveIdentity`
753     ([CVE-2022-23579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23579))
754 *   Fixes multiple `CHECK`-failures in `TensorByteSize`
755     ([CVE-2022-23582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23582))
756 *   Fixes multiple `CHECK`-failures in binary ops due to type confusion
757     ([CVE-2022-23583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23583))
759     ([CVE-2022-23584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23584))
761     ([CVE-2022-23585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23585))
762 *   Fixes multiple `CHECK`-fails in `function.cc`
763     ([CVE-2022-23586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23586))
764 *   Fixes multiple `CHECK`-fails due to attempting to build a reference tensor
765     ([CVE-2022-23588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23588))
768     ([CVE-2022-23587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23587))
770     ([CVE-2022-23589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23589))
772     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
773 *   Fixes a stack overflow due to self-recursive function in `GraphDef`
774     ([CVE-2022-23591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23591))
776     ([CVE-2022-23592](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23592))
778     ([CVE-2022-23590](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23590))
780     ([CVE-2022-23594](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23594))
782     ([CVE-2022-23593](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23593))
784     ([CVE-2022-23595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23595))
786     [CVE-2020-10531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-10531)
794 dan, Dan F-M, David Korczynski, DEKHTIARJonathan, dengzhiyuan, Deven Desai,
799 Hou, Kanvi Khanna, Kevin Cheng, Koan-Sin Tan, Kruglov-Dmitry, Kun Lu, Lemo,
803 Agarwalla, Oktay Ozturk, Patrice Vignola, Pawel-Polyai, Rama Ketineni, Ramesh
805 Muradi, Saduf2019, Samuel Marks, Shi,Guangyong, Sidong-Wei, Srinivasan
807 Tamas Bela Feher, Tao Xu, Thibaut Goetghebuer-Planchon, Thomas Schmeyer,
817     ([CVE-2022-21725](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21725))
819     ([CVE-2022-21728](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21728))
821     ([CVE-2022-21726](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21726))
823     ([CVE-2022-21727](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21727))
825     ([CVE-2022-21730](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21730))
827     ([CVE-2022-21729](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21729))
829     ([CVE-2022-21731](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21731))
831     ([CVE-2022-21732](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21732))
833     ([CVE-2022-21733](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21733))
835     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
836 *   Fixes an integer overflows in most sparse component-wise ops
837     ([CVE-2022-23567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23567))
839     ([CVE-2022-23568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23568))
840 *   Fixes a number of `CHECK`-failures in `MapStage`
841     ([CVE-2022-21734](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21734))
843     ([CVE-2022-21735](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21735))
844 *   Fixes a number of `CHECK`-fails when building invalid/overflowing tensor
846     ([CVE-2022-23569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23569))
848     ([CVE-2022-21736](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21736))
851     ([CVE-2022-21737](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21737))
853     ([CVE-2022-21739](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21739))
855     ([CVE-2022-21738](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21738))
857     ([CVE-2022-21740](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21740))
859     ([CVE-2022-23557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23557))
861     ([CVE-2022-21741](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21741))
863     ([CVE-2022-23558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23558))
865     ([CVE-2022-23559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23559))
867     ([CVE-2022-23561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23561))
869     ([CVE-2022-23560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23560))
871     ([CVE-2022-23563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23563))
873     ([CVE-2022-23562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23562))
876     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
877 *   Fixes a `CHECK`-fail when decoding resource handles from proto
878     ([CVE-2022-23564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23564))
879 *   Fixes a `CHECK`-fail with repeated `AttrDef`
880     ([CVE-2022-23565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23565))
882     ([CVE-2022-23566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23566))
883 *   Fixes a `CHECK`-fail when decoding invalid tensors from proto
884     ([CVE-2022-23571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23571))
885 *   Fixes a null-dereference when specializing tensor type
886     ([CVE-2022-23570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23570))
888     ([CVE-2022-23572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23572))
890     ([CVE-2022-23574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23574))
892     ([CVE-2022-23573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23573))
894     ([CVE-2022-23575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23575))
896     ([CVE-2022-23576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23576))
898     ([CVE-2022-23577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23577))
900     ([CVE-2022-23578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23578))
902     ([CVE-2022-23580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23580))
903 *   Fixes multiple `CHECK`-failures during Grappler's `IsSimplifiableReshape`
904     ([CVE-2022-23581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23581))
905 *   Fixes multiple `CHECK`-failures during Grappler's `SafeToRemoveIdentity`
906     ([CVE-2022-23579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23579))
907 *   Fixes multiple `CHECK`-failures in `TensorByteSize`
908     ([CVE-2022-23582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23582))
909 *   Fixes multiple `CHECK`-failures in binary ops due to type confusion
910     ([CVE-2022-23583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23583))
912     ([CVE-2022-23584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23584))
914     ([CVE-2022-23585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23585))
915 *   Fixes multiple `CHECK`-fails in `function.cc`
916     ([CVE-2022-23586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23586))
917 *   Fixes multiple `CHECK`-fails due to attempting to build a reference tensor
918     ([CVE-2022-23588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23588))
921     ([CVE-2022-23587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23587))
923     ([CVE-2022-23589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23589))
925     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
926 *   Fixes a stack overflow due to self-recursive function in `GraphDef`
927     ([CVE-2022-23591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23591))
929     ([CVE-2022-23590](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23590))
931     ([CVE-2022-23594](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23594))
933     ([CVE-2022-23595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23595))
935     [CVE-2020-10531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-10531)
942     ([CVE-2022-21725](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21725))
944     ([CVE-2022-21728](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21728))
946     ([CVE-2022-21726](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21726))
948     ([CVE-2022-21727](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21727))
950     ([CVE-2022-21730](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21730))
952     ([CVE-2022-21729](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21729))
954     ([CVE-2022-21731](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21731))
956     ([CVE-2022-21732](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21732))
958     ([CVE-2022-21733](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21733))
960     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
961 *   Fixes an integer overflows in most sparse component-wise ops
962     ([CVE-2022-23567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23567))
964     ([CVE-2022-23568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23568))
965 *   Fixes a number of `CHECK`-failures in `MapStage`
966     ([CVE-2022-21734](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21734))
968     ([CVE-2022-21735](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21735))
969 *   Fixes a number of `CHECK`-fails when building invalid/overflowing tensor
971     ([CVE-2022-23569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23569))
973     ([CVE-2022-21736](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21736))
976     ([CVE-2022-21737](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21737))
978     ([CVE-2022-21739](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21739))
980     ([CVE-2022-21738](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21738))
982     ([CVE-2022-21740](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21740))
984     ([CVE-2022-23557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23557))
986     ([CVE-2022-21741](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21741))
988     ([CVE-2022-23558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23558))
990     ([CVE-2022-23559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23559))
992     ([CVE-2022-23561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23561))
994     ([CVE-2022-23560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23560))
996     ([CVE-2022-23563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23563))
998     ([CVE-2022-23562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23562))
1001     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
1002 *   Fixes a `CHECK`-fail when decoding resource handles from proto
1003     ([CVE-2022-23564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23564))
1004 *   Fixes a `CHECK`-fail with repeated `AttrDef`
1005     ([CVE-2022-23565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23565))
1007     ([CVE-2022-23566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23566))
1008 *   Fixes a `CHECK`-fail when decoding invalid tensors from proto
1009     ([CVE-2022-23571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23571))
1010 *   Fixes a null-dereference when specializing tensor type
1011     ([CVE-2022-23570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23570))
1013     ([CVE-2022-23572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23572))
1015     ([CVE-2022-23574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23574))
1017     ([CVE-2022-23573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23573))
1019     ([CVE-2022-23575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23575))
1021     ([CVE-2022-23576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23576))
1023     ([CVE-2022-23577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23577))
1025     ([CVE-2022-23578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23578))
1027     ([CVE-2022-23580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23580))
1028 *   Fixes multiple `CHECK`-failures during Grappler's `IsSimplifiableReshape`
1029     ([CVE-2022-23581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23581))
1030 *   Fixes multiple `CHECK`-failures during Grappler's `SafeToRemoveIdentity`
1031     ([CVE-2022-23579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23579))
1032 *   Fixes multiple `CHECK`-failures in `TensorByteSize`
1033     ([CVE-2022-23582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23582))
1034 *   Fixes multiple `CHECK`-failures in binary ops due to type confusion
1035     ([CVE-2022-23583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23583))
1037     ([CVE-2022-23584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23584))
1039     ([CVE-2022-23585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23585))
1040 *   Fixes multiple `CHECK`-fails in `function.cc`
1041     ([CVE-2022-23586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23586))
1042 *   Fixes multiple `CHECK`-fails due to attempting to build a reference tensor
1043     ([CVE-2022-23588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23588))
1046     ([CVE-2022-23587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23587))
1048     ([CVE-2022-23589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23589))
1050     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
1051 *   Fixes a stack overflow due to self-recursive function in `GraphDef`
1052     ([CVE-2022-23591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23591))
1054     ([CVE-2022-23595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23595))
1056     [CVE-2020-10531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-10531)
1063     ([CVE-2022-21725](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21725))
1065     ([CVE-2022-21728](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21728))
1067     ([CVE-2022-21726](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21726))
1069     ([CVE-2022-21727](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21727))
1071     ([CVE-2022-21730](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21730))
1073     ([CVE-2022-21729](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21729))
1075     ([CVE-2022-21731](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21731))
1077     ([CVE-2022-21732](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21732))
1079     ([CVE-2022-21733](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21733))
1081     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
1082 *   Fixes an integer overflows in most sparse component-wise ops
1083     ([CVE-2022-23567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23567))
1085     ([CVE-2022-23568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23568))
1086 *   Fixes a number of `CHECK`-failures in `MapStage`
1087     ([CVE-2022-21734](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21734))
1089     ([CVE-2022-21735](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21735))
1090 *   Fixes a number of `CHECK`-fails when building invalid/overflowing tensor
1092     ([CVE-2022-23569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23569))
1094     ([CVE-2022-21736](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21736))
1097     ([CVE-2022-21737](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21737))
1099     ([CVE-2022-21739](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21739))
1101     ([CVE-2022-21738](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21738))
1103     ([CVE-2022-21740](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21740))
1105     ([CVE-2022-23557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23557))
1107     ([CVE-2022-21741](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-21741))
1109     ([CVE-2022-23558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23558))
1111     ([CVE-2022-23559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23559))
1113     ([CVE-2022-23561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23561))
1115     ([CVE-2022-23560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23560))
1117     ([CVE-2022-23563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23563))
1119     ([CVE-2022-23562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23562))
1122     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
1123 *   Fixes a `CHECK`-fail when decoding resource handles from proto
1124     ([CVE-2022-23564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23564))
1125 *   Fixes a `CHECK`-fail with repeated `AttrDef`
1126     ([CVE-2022-23565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23565))
1128     ([CVE-2022-23566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23566))
1129 *   Fixes a `CHECK`-fail when decoding invalid tensors from proto
1130     ([CVE-2022-23571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23571))
1132     ([CVE-2022-23573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23573))
1134     ([CVE-2022-23575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23575))
1136     ([CVE-2022-23576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23576))
1138     ([CVE-2022-23577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23577))
1140     ([CVE-2022-23578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23578))
1142     ([CVE-2022-23580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23580))
1143 *   Fixes multiple `CHECK`-failures during Grappler's `IsSimplifiableReshape`
1144     ([CVE-2022-23581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23581))
1145 *   Fixes multiple `CHECK`-failures during Grappler's `SafeToRemoveIdentity`
1146     ([CVE-2022-23579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23579))
1147 *   Fixes multiple `CHECK`-failures in `TensorByteSize`
1148     ([CVE-2022-23582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23582))
1149 *   Fixes multiple `CHECK`-failures in binary ops due to type confusion
1150     ([CVE-2022-23583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23583))
1152     ([CVE-2022-23584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23584))
1154     ([CVE-2022-23585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23585))
1155 *   Fixes multiple `CHECK`-fails in `function.cc`
1156     ([CVE-2022-23586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23586))
1157 *   Fixes multiple `CHECK`-fails due to attempting to build a reference tensor
1158     ([CVE-2022-23588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23588))
1161     ([CVE-2022-23587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23587))
1163     ([CVE-2022-23589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23589))
1165     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
1166 *   Fixes a stack overflow due to self-recursive function in `GraphDef`
1167     ([CVE-2022-23591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2022-23591))
1169     [CVE-2020-10531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-10531)
1184         x.shape.rank == 1: x = tf.expand_dims(x, axis=-1)`. Functional models as
1209         [Build TensorFlow Lite with CMake](https://www.tensorflow.org/lite/guide/build_cmake)
1211         [Build TensorFlow Lite for ARM boards](https://www.tensorflow.org/lite/guide/build_arm)
1223     *   `tensorflow/core/ir/` contains a new MLIR-based Graph dialect that is
1224         isomorphic to GraphDef and will be used to replace GraphDef-based (e.g.,
1251         https://github.com/tensorflow/io. The `tensorflow-io` python package
1265     `tf.debugging.disable_traceback_filtering()`, and can be re-enabled via
1267     TensorFlow-internal issue (e.g. to prepare a TensorFlow PR), make sure to
1278     decorator, which enables using large classes of tf1-style variable_scope,
1279     `get_variable`, and `compat.v1.layer`-based components from within TF2
1284     *   tf.data service now supports auto-sharding. Users specify the sharding
1291         Static sharding (auto-sharding) requires the number of tf.data service
1306         return self.convolution_op(inputs, (self.kernel - mean) / tf.sqrt(var +
1307         1e-10))` Alternatively, you can override `convolution_op`: `python class
1310         keepdims=True) # Author code uses std + 1e-5 return
1311         super().convolution_op(inputs, (kernel - mean) / tf.sqrt(var + 1e-10))`
1322         remote registered methods. RPC APIs are intended for multi-client setups
1368     *   Extension types are supported by Keras, tf.data, TF-hub, SavedModel,
1414     *   Add support for user-defined names of tf.data core Python API, which can
1424     *   The saved_model_cli's `--input_examples` inputs are now restricted to
1433     *   XLA:CPU and XLA:GPU can compile tf.unique and tf.where when shapes are
1455     *   Run the following ops on CPU (with significant performance penalty):
1458     *   Add determinism-unimplemented exception-throwing to the following ops.
1459         When op-determinism is expected (i.e. when the environment variable
1470         *   `tf.math.bincount` - TODO: confirm exception added
1479         *   The random-number-generating ops in the `tf.random` module when the
1489     ([CVE-2021-41228](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41228))
1491     ([CVE-2021-41225](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41225))
1493     ([CVE-2021-41223](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41223))
1495     ([CVE-2021-41227](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41227))
1497     ([CVE-2021-41226](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41226))
1499     ([CVE-2021-41224](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41224))
1501     ([CVE-2021-41222](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41222))
1504     ([CVE-2021-41221](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41221))
1507     ([CVE-2021-41217](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41217))
1509     ([CVE-2021-41218](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41218))
1511     ([CVE-2021-41220](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41220))
1514     ([CVE-2021-41219](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41219))
1516     ([CVE-2021-41216](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41216))
1518     ([CVE-2021-41213](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41213))
1520     ([CVE-2021-41215](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41215))
1523     ([CVE-2021-41214](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41214))
1525     ([CVE-2021-41212](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41212))
1527     ([CVE-2021-41211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41211))
1529     ([CVE-2021-41205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41205))
1531     ([CVE-2021-41207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41207))
1533     ([CVE-2021-41209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41209))
1535     ([CVE-2021-41210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41210))
1537     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
1540     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
1542     ([CVE-2021-41204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41204))
1545     ([CVE-2021-41201](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41201))
1548     ([CVE-2021-41203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41203))
1550     ([CVE-2021-41202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41202))
1552     ([CVE-2021-41199](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41199))
1554     ([CVE-2021-41198](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41198))
1557     ([CVE-2021-41200](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41200))
1558 *   Fixes multiple crashes due to overflow and `CHECK`-fail in ops with large
1560     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
1562     ([CVE-2021-41196](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41196))
1564     ([CVE-2021-41195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41195))
1566     [CVE-2021-22922](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22922),
1567     [CVE-2021-22923](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22923),
1568     [CVE-2021-22924](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22924),
1569     [CVE-2021-22925](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22925),
1571     [CVE-2021-22926](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22926).
1580 Balint Cristian, Bas Aarts, Ben Barsdell, bhack, cfRod, Cheney-Wang, Cheng Ren,
1585 Kanvi Khanna, Koan-Sin Tan, Koki Ibukuro, Kulin Seth, KumaTea, Kun-Lu, Lemo,
1588 Panpaliya, Nyadla-Sys, Patrice Vignola, Peter Kasting, Philipp Hack, PINTO0309,
1591 Sergii Khomenko, Sheng, Yang, Sidong-Wei, slowy07, Srinivasan Narayanamoorthy,
1594 Goetghebuer-Planchon, Trent Lo, Twice, Varghese, Jojimon, Vishnuvardhan
1609     ([CVE-2021-41228](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41228))
1611     ([CVE-2021-41225](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41225))
1613     ([CVE-2021-41223](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41223))
1615     ([CVE-2021-41227](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41227))
1617     ([CVE-2021-41226](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41226))
1619     ([CVE-2021-41224](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41224))
1621     ([CVE-2021-41222](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41222))
1624     ([CVE-2021-41221](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41221))
1627     ([CVE-2021-41217](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41217))
1629     ([CVE-2021-41218](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41218))
1631     ([CVE-2021-41220](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41220))
1634     ([CVE-2021-41219](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41219))
1636     ([CVE-2021-41216](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41216))
1638     ([CVE-2021-41213](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41213))
1640     ([CVE-2021-41215](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41215))
1643     ([CVE-2021-41214](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41214))
1645     ([CVE-2021-41212](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41212))
1647     ([CVE-2021-41211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41211))
1649     ([CVE-2021-41205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41205))
1651     ([CVE-2021-41207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41207))
1653     ([CVE-2021-41209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41209))
1655     ([CVE-2021-41210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41210))
1657     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
1660     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
1662     ([CVE-2021-41204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41204))
1665     ([CVE-2021-41201](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41201))
1668     ([CVE-2021-41203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41203))
1670     ([CVE-2021-41202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41202))
1672     ([CVE-2021-41199](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41199))
1674     ([CVE-2021-41198](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41198))
1677     ([CVE-2021-41200](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41200))
1678 *   Fixes multiple crashes due to overflow and `CHECK`-fail in ops with large
1680     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
1682     ([CVE-2021-41196](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41196))
1684     ([CVE-2021-41195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41195))
1686     [CVE-2021-22922](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22922),
1687     [CVE-2021-22923](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22923),
1688     [CVE-2021-22924](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22924),
1689     [CVE-2021-22925](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22925),
1691     [CVE-2021-22926](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22926).
1717         repository[keras-team/keras](http://github.com/keras-team/keras). The
1744         [keras-team/keras](http://github.com/keras-team/keras). The API
1746         `keras` PIP package. All Keras-related PRs and issues should now be
1748         [keras-team/keras](http://github.com/keras-team/keras).
1757         It can also be used with single-worker training or other strategies. See
1769             `TextVectorization`. Multi-hot encoding will no longer automatically
1770             uprank rank 1 inputs, so these layers can now multi-hot encode
1771             unbatched multi-dimensional samples.
1776             `"binary"` behavior of one-hot encoding a batch of scalars.
1778             allowing normalization of unbatched multi-dimensional samples.
1785     *   Supports native variable builtin ops - ReadVariable, AssignVariable.
1818         local in-processs tf.data service workers. `"AUTO"` works well for most
1835         collective. This parallelizes work on CPU and speeds up the collective
1916     *   Added `framework_stable` BUILD target, which links in only the
1917         non-experimental TF Lite APIs.
1919         *   `modifyGraphWithDelegate` - Use `Interpreter.Options.addDelegate`
1920         *   `setNumThreads` - Use `Interpreter.Options.setNumThreads`
1936     *   Add a deterministic CPU implementation of `tf.image.crop_and_resize`.
1938     *   Add determinism-unimplemented exception-throwing to the following ops.
1939         When op-determinism is expected, an attempt to use the specified paths
1955     ([CVE-2021-37635](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37635))
1957     ([CVE-2021-37636](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37636))
1959     ([CVE-2021-37637](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37637))
1961     ([CVE-2021-37638](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37638))
1964     ([CVE-2021-37639](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37639))
1966     ([CVE-2021-37640](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37640))
1968     ([CVE-2021-37642](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37642))
1970     ([CVE-2021-37641](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37641))
1972     ([CVE-2021-37644](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37644))
1974     ([CVE-2021-37643](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37643))
1976     ([CVE-2021-37645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37645))
1978     ([CVE-2021-37646](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37646))
1980     ([CVE-2021-37647](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37647))
1982     ([CVE-2021-37648](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37648))
1984     ([CVE-2021-37649](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37649))
1987     ([CVE-2021-37650](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37650))
1989     ([CVE-2021-37651](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37651))
1991     ([CVE-2021-37652](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37652))
1993     ([CVE-2021-37653](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37653))
1995     ([CVE-2021-37654](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37654))
1997     ([CVE-2021-37655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37655))
2000     ([CVE-2021-37656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37656))
2003     ([CVE-2021-37657](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37657))
2006     ([CVE-2021-37658](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37658))
2009     ([CVE-2021-37659](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37659))
2011     ([CVE-2021-37660](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37660))
2013     ([CVE-2021-37661](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37661))
2016     ([CVE-2021-37662](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37662))
2018     ([CVE-2021-37664](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37664))
2020     ([CVE-2021-37663](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37663))
2023     ([CVE-2021-37665](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37665))
2026     ([CVE-2021-37666](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37666))
2029     ([CVE-2021-37667](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37667))
2031     ([CVE-2021-37668](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37668))
2033     ([CVE-2021-37669](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37669))
2035     ([CVE-2021-37670](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37670))
2038     ([CVE-2021-37671](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37671))
2040     ([CVE-2021-37672](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37672))
2041 *   Fixes a `CHECK`-fail in `MapStage`
2042     ([CVE-2021-37673](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37673))
2044     ([CVE-2021-37674](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37674))
2047     ([CVE-2021-37676](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37676))
2049     ([CVE-2021-37675](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37675))
2052     ([CVE-2021-37677](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37677))
2054     ([CVE-2021-37678](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37678))
2056     ([CVE-2021-37679](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37679))
2058     ([CVE-2021-37680](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37680))
2060     ([CVE-2021-37681](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37681))
2062     ([CVE-2021-37682](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37682))
2064     ([CVE-2021-37683](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37683))
2066     ([CVE-2021-37684](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37684))
2068     ([CVE-2021-37686](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37686))
2070     ([CVE-2021-37685](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37685))
2072     ([CVE-2021-37687](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37687))
2074     ([CVE-2021-37688](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37688))
2077     ([CVE-2021-37689](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37689))
2079     ([CVE-2021-37691](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37691))
2082     ([CVE-2021-37692](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37692))
2084     ([CVE-2021-37690](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37690))
2086     [CVE-2021-22876](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22876),
2087     [CVE-2021-22897](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22897),
2088     [CVE-2021-22898](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22898),
2090     [CVE-2021-22901](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22901).
2100 CyanXu, Daniel Situnayake, David Pal, Ddavis-2015, DEKHTIARJonathan, Deven
2108 Dekhtiar, Julian Gross, Kaixi Hou, Kevin Cheng, Koan-Sin Tan, Kulin Seth,
2116 Shaochen Shi, Sheng, Yang, Shu Wang, Shuai Zhang, Soojeong, Stanley-Nod, Steven
2118 tashuang.zk, tcervi, Teng Lu, Thales Elero Cervi, Thibaut Goetghebuer-Planchon,
2129     ([CVE-2021-41228](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41228))
2131     ([CVE-2021-41225](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41225))
2133     ([CVE-2021-41223](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41223))
2135     ([CVE-2021-41227](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41227))
2137     ([CVE-2021-41226](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41226))
2139     ([CVE-2021-41224](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41224))
2141     ([CVE-2021-41222](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41222))
2144     ([CVE-2021-41221](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41221))
2147     ([CVE-2021-41217](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41217))
2149     ([CVE-2021-41218](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41218))
2152     ([CVE-2021-41219](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41219))
2154     ([CVE-2021-41216](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41216))
2156     ([CVE-2021-41213](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41213))
2158     ([CVE-2021-41215](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41215))
2161     ([CVE-2021-41214](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41214))
2163     ([CVE-2021-41212](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41212))
2165     ([CVE-2021-41205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41205))
2167     ([CVE-2021-41207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41207))
2169     ([CVE-2021-41209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41209))
2171     ([CVE-2021-41210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41210))
2173     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
2176     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
2178     ([CVE-2021-41204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41204))
2181     ([CVE-2021-41201](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41201))
2184     ([CVE-2021-41203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41203))
2186     ([CVE-2021-41202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41202))
2188     ([CVE-2021-41199](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41199))
2190     ([CVE-2021-41198](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41198))
2193     ([CVE-2021-41200](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41200))
2194 *   Fixes multiple crashes due to overflow and `CHECK`-fail in ops with large
2196     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
2198     ([CVE-2021-41196](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41196))
2200     ([CVE-2021-41195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41195))
2202     [CVE-2021-22922](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22922),
2203     [CVE-2021-22923](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22923),
2204     [CVE-2021-22924](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22924),
2205     [CVE-2021-22925](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22925),
2207     [CVE-2021-22926](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22926).
2214     ([CVE-2021-37635](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37635))
2216     ([CVE-2021-37636](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37636))
2218     ([CVE-2021-37637](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37637))
2220     ([CVE-2021-37638](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37638))
2223     ([CVE-2021-37639](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37639))
2225     ([CVE-2021-37640](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37640))
2227     ([CVE-2021-37642](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37642))
2229     ([CVE-2021-37641](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37641))
2231     ([CVE-2021-37644](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37644))
2233     ([CVE-2021-37643](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37643))
2235     ([CVE-2021-37645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37645))
2237     ([CVE-2021-37646](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37646))
2239     ([CVE-2021-37647](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37647))
2241     ([CVE-2021-37648](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37648))
2243     ([CVE-2021-37649](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37649))
2246     ([CVE-2021-37650](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37650))
2248     ([CVE-2021-37651](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37651))
2250     ([CVE-2021-37652](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37652))
2252     ([CVE-2021-37653](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37653))
2254     ([CVE-2021-37654](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37654))
2256     ([CVE-2021-37655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37655))
2259     ([CVE-2021-37656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37656))
2262     ([CVE-2021-37657](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37657))
2265     ([CVE-2021-37658](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37658))
2268     ([CVE-2021-37659](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37659))
2270     ([CVE-2021-37660](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37660))
2272     ([CVE-2021-37661](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37661))
2275     ([CVE-2021-37662](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37662))
2277     ([CVE-2021-37664](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37664))
2279     ([CVE-2021-37663](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37663))
2282     ([CVE-2021-37665](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37665))
2285     ([CVE-2021-37666](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37666))
2288     ([CVE-2021-37667](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37667))
2290     ([CVE-2021-37668](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37668))
2292     ([CVE-2021-37669](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37669))
2294     ([CVE-2021-37670](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37670))
2297     ([CVE-2021-37671](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37671))
2299     ([CVE-2021-37672](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37672))
2300 *   Fixes a `CHECK`-fail in `MapStage`
2301     ([CVE-2021-37673](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37673))
2303     ([CVE-2021-37674](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37674))
2306     ([CVE-2021-37676](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37676))
2308     ([CVE-2021-37675](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37675))
2311     ([CVE-2021-37677](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37677))
2313     ([CVE-2021-37678](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37678))
2315     ([CVE-2021-37679](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37679))
2317     ([CVE-2021-37680](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37680))
2319     ([CVE-2021-37681](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37681))
2321     ([CVE-2021-37682](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37682))
2323     ([CVE-2021-37683](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37683))
2325     ([CVE-2021-37684](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37684))
2327     ([CVE-2021-37686](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37686))
2329     ([CVE-2021-37685](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37685))
2331     ([CVE-2021-37687](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37687))
2333     ([CVE-2021-37688](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37688))
2336     ([CVE-2021-37689](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37689))
2338     ([CVE-2021-37691](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37691))
2341     ([CVE-2021-37692](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37692))
2343     ([CVE-2021-37690](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37690))
2345     [CVE-2021-22876](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22876),
2346     [CVE-2021-22897](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22897),
2347     [CVE-2021-22898](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22898),
2349     [CVE-2021-22901](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22901).
2356     ([CVE-2021-41228](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41228))
2358     ([CVE-2021-41225](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41225))
2360     ([CVE-2021-41223](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41223))
2362     ([CVE-2021-41227](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41227))
2364     ([CVE-2021-41226](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41226))
2366     ([CVE-2021-41224](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41224))
2368     ([CVE-2021-41222](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41222))
2371     ([CVE-2021-41221](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41221))
2374     ([CVE-2021-41217](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41217))
2376     ([CVE-2021-41218](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41218))
2379     ([CVE-2021-41219](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41219))
2381     ([CVE-2021-41216](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41216))
2383     ([CVE-2021-41213](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41213))
2385     ([CVE-2021-41215](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41215))
2388     ([CVE-2021-41214](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41214))
2390     ([CVE-2021-41212](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41212))
2392     ([CVE-2021-41205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41205))
2394     ([CVE-2021-41207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41207))
2396     ([CVE-2021-41209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41209))
2398     ([CVE-2021-41210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41210))
2400     ([CVE-2021-41208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41208))
2403     ([CVE-2021-41206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41206))
2405     ([CVE-2021-41204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41204))
2408     ([CVE-2021-41201](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41201))
2411     ([CVE-2021-41203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41203))
2413     ([CVE-2021-41202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41202))
2415     ([CVE-2021-41199](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41199))
2417     ([CVE-2021-41198](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41198))
2420     ([CVE-2021-41200](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41200))
2421 *   Fixes multiple crashes due to overflow and `CHECK`-fail in ops with large
2423     ([CVE-2021-41197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41197))
2425     ([CVE-2021-41196](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41196))
2427     ([CVE-2021-41195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-41195))
2429     [CVE-2021-22922](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22922),
2430     [CVE-2021-22923](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22923),
2431     [CVE-2021-22924](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22924),
2432     [CVE-2021-22925](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22925),
2434     [CVE-2021-22926](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22926).
2441     ([CVE-2021-37635](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37635))
2443     ([CVE-2021-37636](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37636))
2445     ([CVE-2021-37637](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37637))
2447     ([CVE-2021-37638](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37638))
2450     ([CVE-2021-37639](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37639))
2452     ([CVE-2021-37640](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37640))
2454     ([CVE-2021-37642](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37642))
2456     ([CVE-2021-37641](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37641))
2458     ([CVE-2021-37644](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37644))
2460     ([CVE-2021-37643](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37643))
2462     ([CVE-2021-37645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37645))
2464     ([CVE-2021-37646](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37646))
2466     ([CVE-2021-37647](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37647))
2468     ([CVE-2021-37648](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37648))
2470     ([CVE-2021-37649](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37649))
2473     ([CVE-2021-37650](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37650))
2475     ([CVE-2021-37651](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37651))
2477     ([CVE-2021-37652](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37652))
2479     ([CVE-2021-37653](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37653))
2481     ([CVE-2021-37654](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37654))
2483     ([CVE-2021-37655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37655))
2486     ([CVE-2021-37656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37656))
2489     ([CVE-2021-37657](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37657))
2492     ([CVE-2021-37658](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37658))
2495     ([CVE-2021-37659](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37659))
2497     ([CVE-2021-37660](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37660))
2499     ([CVE-2021-37661](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37661))
2502     ([CVE-2021-37662](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37662))
2504     ([CVE-2021-37664](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37664))
2506     ([CVE-2021-37663](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37663))
2509     ([CVE-2021-37665](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37665))
2512     ([CVE-2021-37666](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37666))
2515     ([CVE-2021-37667](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37667))
2517     ([CVE-2021-37668](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37668))
2519     ([CVE-2021-37669](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37669))
2521     ([CVE-2021-37670](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37670))
2524     ([CVE-2021-37671](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37671))
2526     ([CVE-2021-37672](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37672))
2527 *   Fixes a `CHECK`-fail in `MapStage`
2528     ([CVE-2021-37673](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37673))
2530     ([CVE-2021-37674](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37674))
2533     ([CVE-2021-37676](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37676))
2535     ([CVE-2021-37675](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37675))
2538     ([CVE-2021-37677](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37677))
2540     ([CVE-2021-37678](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37678))
2542     ([CVE-2021-37679](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37679))
2544     ([CVE-2021-37680](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37680))
2546     ([CVE-2021-37681](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37681))
2548     ([CVE-2021-37682](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37682))
2550     ([CVE-2021-37683](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37683))
2552     ([CVE-2021-37684](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37684))
2554     ([CVE-2021-37686](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37686))
2556     ([CVE-2021-37685](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37685))
2558     ([CVE-2021-37687](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37687))
2560     ([CVE-2021-37688](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37688))
2563     ([CVE-2021-37689](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37689))
2565     ([CVE-2021-37691](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37691))
2568     ([CVE-2021-37692](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37692))
2570     ([CVE-2021-37690](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37690))
2572     [CVE-2021-22876](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22876),
2573     [CVE-2021-22897](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22897),
2574     [CVE-2021-22898](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22898),
2576     [CVE-2021-22901](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22901).
2583     ([CVE-2021-37635](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37635))
2585     ([CVE-2021-37636](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37636))
2587     ([CVE-2021-37637](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37637))
2589     ([CVE-2021-37638](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37638))
2592     ([CVE-2021-37639](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37639))
2594     ([CVE-2021-37640](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37640))
2596     ([CVE-2021-37642](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37642))
2598     ([CVE-2021-37641](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37641))
2600     ([CVE-2021-37644](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37644))
2602     ([CVE-2021-37643](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37643))
2604     ([CVE-2021-37645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37645))
2606     ([CVE-2021-37646](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37646))
2608     ([CVE-2021-37647](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37647))
2610     ([CVE-2021-37648](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37648))
2612     ([CVE-2021-37649](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37649))
2615     ([CVE-2021-37650](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37650))
2617     ([CVE-2021-37651](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37651))
2619     ([CVE-2021-37652](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37652))
2621     ([CVE-2021-37653](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37653))
2623     ([CVE-2021-37654](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37654))
2625     ([CVE-2021-37655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37655))
2628     ([CVE-2021-37656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37656))
2631     ([CVE-2021-37657](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37657))
2634     ([CVE-2021-37658](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37658))
2637     ([CVE-2021-37659](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37659))
2639     ([CVE-2021-37660](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37660))
2641     ([CVE-2021-37661](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37661))
2644     ([CVE-2021-37662](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37662))
2646     ([CVE-2021-37664](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37664))
2648     ([CVE-2021-37663](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37663))
2651     ([CVE-2021-37665](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37665))
2654     ([CVE-2021-37666](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37666))
2657     ([CVE-2021-37667](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37667))
2659     ([CVE-2021-37668](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37668))
2661     ([CVE-2021-37669](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37669))
2663     ([CVE-2021-37670](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37670))
2666     ([CVE-2021-37671](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37671))
2668     ([CVE-2021-37672](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37672))
2669 *   Fixes a `CHECK`-fail in `MapStage`
2670     ([CVE-2021-37673](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37673))
2672     ([CVE-2021-37674](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37674))
2675     ([CVE-2021-37676](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37676))
2677     ([CVE-2021-37675](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37675))
2680     ([CVE-2021-37677](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37677))
2682     ([CVE-2021-37678](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37678))
2684     ([CVE-2021-37679](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37679))
2686     ([CVE-2021-37680](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37680))
2688     ([CVE-2021-37681](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37681))
2690     ([CVE-2021-37682](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37682))
2692     ([CVE-2021-37683](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37683))
2694     ([CVE-2021-37684](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37684))
2696     ([CVE-2021-37686](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37686))
2698     ([CVE-2021-37685](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37685))
2700     ([CVE-2021-37687](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37687))
2702     ([CVE-2021-37688](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37688))
2705     ([CVE-2021-37689](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37689))
2707     ([CVE-2021-37691](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37691))
2710     ([CVE-2021-37692](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37692))
2712     ([CVE-2021-37690](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-37690))
2714     [CVE-2021-22876](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22876),
2715     [CVE-2021-22897](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22897),
2716     [CVE-2021-22898](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22898),
2718     [CVE-2021-22901](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-22901).
2725     ([CVE-2021-29512](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29512))
2727     ([CVE-2021-29514](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29514))
2730     ([CVE-2021-29513](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29513))
2732     ([CVE-2021-29515](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29515))
2734     ([CVE-2021-29516](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29516))
2736     ([CVE-2021-29517](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29517))
2739     ([CVE-2021-29518](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29518))
2740 *   Fixes a `CHECK`-fail in `SparseCross` caused by type confusion
2741     ([CVE-2021-29519](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29519))
2743     ([CVE-2021-29521](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29521))
2745     ([CVE-2021-29520](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29520))
2747     ([CVE-2021-29522](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29522))
2748 *   Fixes a `CHECK`-fail in `AddManySparseToTensorsMap`
2749     ([CVE-2021-29523](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29523))
2751     ([CVE-2021-29524](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29524))
2753     ([CVE-2021-29525](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29525))
2755     ([CVE-2021-29526](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29526))
2757     ([CVE-2021-29527](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29527))
2759     ([CVE-2021-29528](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29528))
2762     ([CVE-2021-29530](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29530))
2764     ([CVE-2021-29529](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29529))
2765 *   Fixes a `CHECK`-fail in `tf.raw_ops.EncodePng`
2766     ([CVE-2021-29531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29531))
2768     ([CVE-2021-29532](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29532))
2769 *   Fixes a `CHECK`-fail in `DrawBoundingBoxes`
2770     ([CVE-2021-29533](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29533))
2772     ([CVE-2021-29535](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29535))
2773 *   Fixes a `CHECK`-fail in `SparseConcat`
2774     ([CVE-2021-29534](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29534))
2776     ([CVE-2021-29537](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29537))
2778     ([CVE-2021-29536](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29536))
2780     ([CVE-2021-29538](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29538))
2782     ([CVE-2021-29540](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29540))
2784     ([CVE-2021-29542](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29542))
2786     ([CVE-2021-29541](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29541))
2787 *   Fixes a `CHECK`-fail in `QuantizeAndDequantizeV4Grad`
2788     ([CVE-2021-29544](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29544))
2789 *   Fixes a `CHECK`-fail in `CTCGreedyDecoder`
2790     ([CVE-2021-29543](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29543))
2792     ([CVE-2021-29545](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29545))
2794     ([CVE-2021-29546](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29546))
2796     ([CVE-2021-29547](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29547))
2798     ([CVE-2021-29548](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29548))
2800     ([CVE-2021-29549](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29549))
2802     ([CVE-2021-29550](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29550))
2804     ([CVE-2021-29551](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29551))
2806     ([CVE-2021-29553](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29553))
2807 *   Fixes a `CHECK`-failure in `UnsortedSegmentJoin`
2808     ([CVE-2021-29552](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29552))
2810     ([CVE-2021-29554](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29554))
2812     ([CVE-2021-29555](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29555))
2814     ([CVE-2021-29557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29557))
2816     ([CVE-2021-29556](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29556))
2818     ([CVE-2021-29558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29558))
2820     ([CVE-2021-29559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29559))
2822     ([CVE-2021-29560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29560))
2823 *   Fixes a `CHECK`-fail in `LoadAndRemapMatrix`
2824     ([CVE-2021-29561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29561))
2825 *   Fixes a `CHECK`-fail in `tf.raw_ops.IRFFT`
2826     ([CVE-2021-29562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29562))
2827 *   Fixes a `CHECK`-fail in `tf.raw_ops.RFFT`
2828     ([CVE-2021-29563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29563))
2830     ([CVE-2021-29564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29564))
2832     ([CVE-2021-29565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29565))
2834     ([CVE-2021-29566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29566))
2836     ([CVE-2021-29568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29568))
2839     ([CVE-2021-29567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29567))
2841     ([CVE-2021-29570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29570))
2843     ([CVE-2021-29569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29569))
2845     ([CVE-2021-29571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29571))
2847     ([CVE-2021-29572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29572))
2849     ([CVE-2021-29575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29575))
2851     ([CVE-2021-29573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29573))
2853     ([CVE-2021-29574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29574))
2855     ([CVE-2021-29576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29576))
2857     ([CVE-2021-29577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29577))
2858 *   Fixes an undefined behavior and a `CHECK`-fail in `FractionalMaxPoolGrad`
2859     ([CVE-2021-29580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29580))
2861     ([CVE-2021-29578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29578))
2863     ([CVE-2021-29579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29579))
2865     ([CVE-2021-29581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29581))
2867     ([CVE-2021-29582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29582))
2868 *   Fixes a `CHECK`-fail due to integer overflow
2869     ([CVE-2021-29584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29584))
2871     ([CVE-2021-29583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29583))
2873     ([CVE-2021-29585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29585))
2875     ([CVE-2021-29586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29586))
2877     ([CVE-2021-29587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29587))
2879     ([CVE-2021-29589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29589))
2881     ([CVE-2021-29588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29588))
2883     ([CVE-2021-29590](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29590))
2885     ([CVE-2021-29592](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29592))
2887     ([CVE-2021-29591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29591))
2889     ([CVE-2021-29595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29595))
2891     ([CVE-2021-29594](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29594))
2893     ([CVE-2021-29596](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29596))
2895     ([CVE-2021-29593](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29593))
2897     ([CVE-2021-29597](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29597))
2899     ([CVE-2021-29598](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29598))
2901     ([CVE-2021-29599](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29599))
2903     ([CVE-2021-29600](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29600))
2905     ([CVE-2021-29602](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29602))
2907     ([CVE-2021-29604](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29604))
2909     ([CVE-2021-29601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29601))
2911     ([CVE-2021-29605](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29605))
2913     ([CVE-2021-29603](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29603))
2915     ([CVE-2021-29606](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29606))
2917     ([CVE-2021-29608](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29608))
2919     ([CVE-2021-29609](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29609))
2922     ([CVE-2021-29607](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29607))
2924     ([CVE-2021-29611](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29611))
2927     ([CVE-2021-29610](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29610))
2929     ([CVE-2021-29612](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29612))
2932     ([CVE-2021-29613](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29613))
2934     ([CVE-2021-29614](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29614))
2936     ([CVE-2021-29615](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29615))
2938     ([CVE-2021-29616](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29616))
2940     ([CVE-2021-29618](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29618))
2941 *   Fixes a crash in `tf.strings.substr` due to `CHECK`-fail
2942     ([CVE-2021-29617](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29617))
2944     ([CVE-2021-29619](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29619))
2946     ([CVE-2021-29539](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29539))
2948     [CVE-2020-8169](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8169),
2949     [CVE-2020-8177](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8177),
2950     [CVE-2020-8231](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8231),
2951     [CVE-2020-8284](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8284),
2952     [CVE-2020-8285](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8285)
2954     [CVE-2020-8286](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8286).
2961     ([CVE-2021-29512](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29512))
2963     ([CVE-2021-29514](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29514))
2966     ([CVE-2021-29513](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29513))
2968     ([CVE-2021-29515](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29515))
2970     ([CVE-2021-29516](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29516))
2972     ([CVE-2021-29517](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29517))
2975     ([CVE-2021-29518](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29518))
2976 *   Fixes a `CHECK`-fail in `SparseCross` caused by type confusion
2977     ([CVE-2021-29519](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29519))
2979     ([CVE-2021-29521](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29521))
2981     ([CVE-2021-29520](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29520))
2983     ([CVE-2021-29522](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29522))
2984 *   Fixes a `CHECK`-fail in `AddManySparseToTensorsMap`
2985     ([CVE-2021-29523](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29523))
2987     ([CVE-2021-29524](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29524))
2989     ([CVE-2021-29525](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29525))
2991     ([CVE-2021-29526](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29526))
2993     ([CVE-2021-29527](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29527))
2995     ([CVE-2021-29528](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29528))
2998     ([CVE-2021-29530](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29530))
3000     ([CVE-2021-29529](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29529))
3001 *   Fixes a `CHECK`-fail in `tf.raw_ops.EncodePng`
3002     ([CVE-2021-29531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29531))
3004     ([CVE-2021-29532](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29532))
3005 *   Fixes a `CHECK`-fail in `DrawBoundingBoxes`
3006     ([CVE-2021-29533](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29533))
3008     ([CVE-2021-29535](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29535))
3009 *   Fixes a `CHECK`-fail in `SparseConcat`
3010     ([CVE-2021-29534](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29534))
3012     ([CVE-2021-29537](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29537))
3014     ([CVE-2021-29536](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29536))
3016     ([CVE-2021-29538](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29538))
3018     ([CVE-2021-29540](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29540))
3020     ([CVE-2021-29542](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29542))
3022     ([CVE-2021-29541](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29541))
3023 *   Fixes a `CHECK`-fail in `QuantizeAndDequantizeV4Grad`
3024     ([CVE-2021-29544](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29544))
3025 *   Fixes a `CHECK`-fail in `CTCGreedyDecoder`
3026     ([CVE-2021-29543](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29543))
3028     ([CVE-2021-29545](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29545))
3030     ([CVE-2021-29546](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29546))
3032     ([CVE-2021-29547](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29547))
3034     ([CVE-2021-29548](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29548))
3036     ([CVE-2021-29549](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29549))
3038     ([CVE-2021-29550](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29550))
3040     ([CVE-2021-29551](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29551))
3042     ([CVE-2021-29553](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29553))
3043 *   Fixes a `CHECK`-failure in `UnsortedSegmentJoin`
3044     ([CVE-2021-29552](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29552))
3046     ([CVE-2021-29554](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29554))
3048     ([CVE-2021-29555](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29555))
3050     ([CVE-2021-29557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29557))
3052     ([CVE-2021-29556](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29556))
3054     ([CVE-2021-29558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29558))
3056     ([CVE-2021-29559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29559))
3058     ([CVE-2021-29560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29560))
3059 *   Fixes a `CHECK`-fail in `LoadAndRemapMatrix`
3060     ([CVE-2021-29561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29561))
3061 *   Fixes a `CHECK`-fail in `tf.raw_ops.IRFFT`
3062     ([CVE-2021-29562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29562))
3063 *   Fixes a `CHECK`-fail in `tf.raw_ops.RFFT`
3064     ([CVE-2021-29563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29563))
3066     ([CVE-2021-29564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29564))
3068     ([CVE-2021-29565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29565))
3070     ([CVE-2021-29566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29566))
3072     ([CVE-2021-29568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29568))
3075     ([CVE-2021-29567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29567))
3077     ([CVE-2021-29570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29570))
3079     ([CVE-2021-29569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29569))
3081     ([CVE-2021-29571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29571))
3083     ([CVE-2021-29572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29572))
3085     ([CVE-2021-29575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29575))
3087     ([CVE-2021-29573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29573))
3089     ([CVE-2021-29574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29574))
3091     ([CVE-2021-29576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29576))
3093     ([CVE-2021-29577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29577))
3094 *   Fixes an undefined behavior and a `CHECK`-fail in `FractionalMaxPoolGrad`
3095     ([CVE-2021-29580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29580))
3097     ([CVE-2021-29578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29578))
3099     ([CVE-2021-29579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29579))
3101     ([CVE-2021-29581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29581))
3103     ([CVE-2021-29582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29582))
3104 *   Fixes a `CHECK`-fail due to integer overflow
3105     ([CVE-2021-29584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29584))
3107     ([CVE-2021-29583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29583))
3109     ([CVE-2021-29585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29585))
3111     ([CVE-2021-29586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29586))
3113     ([CVE-2021-29587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29587))
3115     ([CVE-2021-29589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29589))
3117     ([CVE-2021-29588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29588))
3119     ([CVE-2021-29590](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29590))
3121     ([CVE-2021-29592](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29592))
3123     ([CVE-2021-29591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29591))
3125     ([CVE-2021-29595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29595))
3127     ([CVE-2021-29594](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29594))
3129     ([CVE-2021-29596](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29596))
3131     ([CVE-2021-29593](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29593))
3133     ([CVE-2021-29597](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29597))
3135     ([CVE-2021-29598](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29598))
3137     ([CVE-2021-29599](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29599))
3139     ([CVE-2021-29600](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29600))
3141     ([CVE-2021-29602](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29602))
3143     ([CVE-2021-29604](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29604))
3145     ([CVE-2021-29601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29601))
3147     ([CVE-2021-29605](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29605))
3149     ([CVE-2021-29603](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29603))
3151     ([CVE-2021-29606](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29606))
3153     ([CVE-2021-29608](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29608))
3155     ([CVE-2021-29609](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29609))
3158     ([CVE-2021-29607](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29607))
3160     ([CVE-2021-29611](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29611))
3163     ([CVE-2021-29610](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29610))
3165     ([CVE-2021-29612](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29612))
3168     ([CVE-2021-29613](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29613))
3170     ([CVE-2021-29614](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29614))
3172     ([CVE-2021-29615](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29615))
3174     ([CVE-2021-29616](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29616))
3176     ([CVE-2021-29618](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29618))
3177 *   Fixes a crash in `tf.strings.substr` due to `CHECK`-fail
3178     ([CVE-2021-29617](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29617))
3180     ([CVE-2021-29619](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29619))
3182     ([CVE-2021-29539](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29539))
3184     [CVE-2020-8169](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8169),
3185     [CVE-2020-8177](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8177),
3186     [CVE-2020-8231](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8231),
3187     [CVE-2020-8284](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8284),
3188     [CVE-2020-8285](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8285)
3190     [CVE-2020-8286](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8286).
3197     ([CVE-2021-29512](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29512))
3199     ([CVE-2021-29514](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29514))
3202     ([CVE-2021-29513](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29513))
3204     ([CVE-2021-29515](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29515))
3206     ([CVE-2021-29516](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29516))
3208     ([CVE-2021-29517](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29517))
3211     ([CVE-2021-29518](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29518))
3212 *   Fixes a `CHECK`-fail in `SparseCross` caused by type confusion
3213     ([CVE-2021-29519](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29519))
3215     ([CVE-2021-29521](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29521))
3217     ([CVE-2021-29520](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29520))
3219     ([CVE-2021-29522](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29522))
3220 *   Fixes a `CHECK`-fail in `AddManySparseToTensorsMap`
3221     ([CVE-2021-29523](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29523))
3223     ([CVE-2021-29524](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29524))
3225     ([CVE-2021-29525](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29525))
3227     ([CVE-2021-29526](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29526))
3229     ([CVE-2021-29527](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29527))
3231     ([CVE-2021-29528](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29528))
3234     ([CVE-2021-29530](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29530))
3236     ([CVE-2021-29529](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29529))
3237 *   Fixes a `CHECK`-fail in `tf.raw_ops.EncodePng`
3238     ([CVE-2021-29531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29531))
3240     ([CVE-2021-29532](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29532))
3241 *   Fixes a `CHECK`-fail in `DrawBoundingBoxes`
3242     ([CVE-2021-29533](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29533))
3244     ([CVE-2021-29535](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29535))
3245 *   Fixes a `CHECK`-fail in `SparseConcat`
3246     ([CVE-2021-29534](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29534))
3248     ([CVE-2021-29537](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29537))
3250     ([CVE-2021-29536](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29536))
3252     ([CVE-2021-29538](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29538))
3254     ([CVE-2021-29540](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29540))
3256     ([CVE-2021-29542](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29542))
3258     ([CVE-2021-29541](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29541))
3259 *   Fixes a `CHECK`-fail in `QuantizeAndDequantizeV4Grad`
3260     ([CVE-2021-29544](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29544))
3261 *   Fixes a `CHECK`-fail in `CTCGreedyDecoder`
3262     ([CVE-2021-29543](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29543))
3264     ([CVE-2021-29545](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29545))
3266     ([CVE-2021-29546](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29546))
3268     ([CVE-2021-29547](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29547))
3270     ([CVE-2021-29548](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29548))
3272     ([CVE-2021-29549](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29549))
3274     ([CVE-2021-29550](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29550))
3276     ([CVE-2021-29551](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29551))
3278     ([CVE-2021-29553](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29553))
3279 *   Fixes a `CHECK`-failure in `UnsortedSegmentJoin`
3280     ([CVE-2021-29552](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29552))
3282     ([CVE-2021-29554](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29554))
3284     ([CVE-2021-29555](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29555))
3286     ([CVE-2021-29557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29557))
3288     ([CVE-2021-29556](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29556))
3290     ([CVE-2021-29558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29558))
3292     ([CVE-2021-29559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29559))
3294     ([CVE-2021-29560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29560))
3295 *   Fixes a `CHECK`-fail in `LoadAndRemapMatrix`
3296     ([CVE-2021-29561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29561))
3297 *   Fixes a `CHECK`-fail in `tf.raw_ops.IRFFT`
3298     ([CVE-2021-29562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29562))
3299 *   Fixes a `CHECK`-fail in `tf.raw_ops.RFFT`
3300     ([CVE-2021-29563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29563))
3302     ([CVE-2021-29564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29564))
3304     ([CVE-2021-29565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29565))
3306     ([CVE-2021-29566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29566))
3308     ([CVE-2021-29568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29568))
3311     ([CVE-2021-29567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29567))
3313     ([CVE-2021-29570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29570))
3315     ([CVE-2021-29569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29569))
3317     ([CVE-2021-29571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29571))
3319     ([CVE-2021-29572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29572))
3321     ([CVE-2021-29575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29575))
3323     ([CVE-2021-29573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29573))
3325     ([CVE-2021-29574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29574))
3327     ([CVE-2021-29576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29576))
3329     ([CVE-2021-29577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29577))
3330 *   Fixes an undefined behavior and a `CHECK`-fail in `FractionalMaxPoolGrad`
3331     ([CVE-2021-29580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29580))
3333     ([CVE-2021-29578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29578))
3335     ([CVE-2021-29579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29579))
3337     ([CVE-2021-29581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29581))
3339     ([CVE-2021-29582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29582))
3340 *   Fixes a `CHECK`-fail due to integer overflow
3341     ([CVE-2021-29584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29584))
3343     ([CVE-2021-29583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29583))
3345     ([CVE-2021-29585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29585))
3347     ([CVE-2021-29586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29586))
3349     ([CVE-2021-29587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29587))
3351     ([CVE-2021-29589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29589))
3353     ([CVE-2021-29588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29588))
3355     ([CVE-2021-29590](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29590))
3357     ([CVE-2021-29592](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29592))
3359     ([CVE-2021-29591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29591))
3361     ([CVE-2021-29595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29595))
3363     ([CVE-2021-29594](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29594))
3365     ([CVE-2021-29596](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29596))
3367     ([CVE-2021-29593](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29593))
3369     ([CVE-2021-29597](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29597))
3371     ([CVE-2021-29598](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29598))
3373     ([CVE-2021-29599](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29599))
3375     ([CVE-2021-29600](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29600))
3377     ([CVE-2021-29602](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29602))
3379     ([CVE-2021-29604](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29604))
3381     ([CVE-2021-29601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29601))
3383     ([CVE-2021-29605](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29605))
3385     ([CVE-2021-29603](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29603))
3387     ([CVE-2021-29606](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29606))
3389     ([CVE-2021-29608](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29608))
3391     ([CVE-2021-29609](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29609))
3394     ([CVE-2021-29607](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29607))
3396     ([CVE-2021-29611](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29611))
3399     ([CVE-2021-29610](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29610))
3401     ([CVE-2021-29612](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29612))
3404     ([CVE-2021-29613](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29613))
3406     ([CVE-2021-29614](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29614))
3408     ([CVE-2021-29615](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29615))
3410     ([CVE-2021-29616](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29616))
3412     ([CVE-2021-29618](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29618))
3413 *   Fixes a crash in `tf.strings.substr` due to `CHECK`-fail
3414     ([CVE-2021-29617](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29617))
3416     ([CVE-2021-29619](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29619))
3418     ([CVE-2021-29539](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29539))
3420     [CVE-2020-8169](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8169),
3421     [CVE-2020-8177](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8177),
3422     [CVE-2020-8231](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8231),
3423     [CVE-2020-8284](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8284),
3424     [CVE-2020-8285](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8285)
3426     [CVE-2020-8286](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8286).
3433     ([CVE-2021-29512](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29512))
3435     ([CVE-2021-29514](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29514))
3438     ([CVE-2021-29513](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29513))
3440     ([CVE-2021-29515](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29515))
3442     ([CVE-2021-29516](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29516))
3444     ([CVE-2021-29517](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29517))
3447     ([CVE-2021-29518](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29518))
3448 *   Fixes a `CHECK`-fail in `SparseCross` caused by type confusion
3449     ([CVE-2021-29519](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29519))
3451     ([CVE-2021-29521](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29521))
3453     ([CVE-2021-29520](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29520))
3455     ([CVE-2021-29522](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29522))
3456 *   Fixes a `CHECK`-fail in `AddManySparseToTensorsMap`
3457     ([CVE-2021-29523](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29523))
3459     ([CVE-2021-29524](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29524))
3461     ([CVE-2021-29525](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29525))
3463     ([CVE-2021-29526](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29526))
3465     ([CVE-2021-29527](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29527))
3467     ([CVE-2021-29528](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29528))
3470     ([CVE-2021-29530](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29530))
3472     ([CVE-2021-29529](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29529))
3473 *   Fixes a `CHECK`-fail in `tf.raw_ops.EncodePng`
3474     ([CVE-2021-29531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29531))
3476     ([CVE-2021-29532](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29532))
3477 *   Fixes a `CHECK`-fail in `DrawBoundingBoxes`
3478     ([CVE-2021-29533](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29533))
3480     ([CVE-2021-29535](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29535))
3481 *   Fixes a `CHECK`-fail in `SparseConcat`
3482     ([CVE-2021-29534](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29534))
3484     ([CVE-2021-29537](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29537))
3486     ([CVE-2021-29536](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29536))
3488     ([CVE-2021-29538](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29538))
3490     ([CVE-2021-29540](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29540))
3492     ([CVE-2021-29542](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29542))
3494     ([CVE-2021-29541](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29541))
3495 *   Fixes a `CHECK`-fail in `QuantizeAndDequantizeV4Grad`
3496     ([CVE-2021-29544](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29544))
3497 *   Fixes a `CHECK`-fail in `CTCGreedyDecoder`
3498     ([CVE-2021-29543](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29543))
3500     ([CVE-2021-29545](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29545))
3502     ([CVE-2021-29546](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29546))
3504     ([CVE-2021-29547](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29547))
3506     ([CVE-2021-29548](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29548))
3508     ([CVE-2021-29549](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29549))
3510     ([CVE-2021-29550](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29550))
3512     ([CVE-2021-29551](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29551))
3514     ([CVE-2021-29553](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29553))
3515 *   Fixes a `CHECK`-failure in `UnsortedSegmentJoin`
3516     ([CVE-2021-29552](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29552))
3518     ([CVE-2021-29554](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29554))
3520     ([CVE-2021-29555](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29555))
3522     ([CVE-2021-29557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29557))
3524     ([CVE-2021-29556](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29556))
3526     ([CVE-2021-29558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29558))
3528     ([CVE-2021-29559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29559))
3530     ([CVE-2021-29560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29560))
3531 *   Fixes a `CHECK`-fail in `LoadAndRemapMatrix`
3532     ([CVE-2021-29561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29561))
3533 *   Fixes a `CHECK`-fail in `tf.raw_ops.IRFFT`
3534     ([CVE-2021-29562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29562))
3535 *   Fixes a `CHECK`-fail in `tf.raw_ops.RFFT`
3536     ([CVE-2021-29563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29563))
3538     ([CVE-2021-29564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29564))
3540     ([CVE-2021-29565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29565))
3542     ([CVE-2021-29566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29566))
3544     ([CVE-2021-29568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29568))
3547     ([CVE-2021-29567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29567))
3549     ([CVE-2021-29570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29570))
3551     ([CVE-2021-29569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29569))
3553     ([CVE-2021-29571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29571))
3555     ([CVE-2021-29572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29572))
3557     ([CVE-2021-29575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29575))
3559     ([CVE-2021-29573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29573))
3561     ([CVE-2021-29574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29574))
3563     ([CVE-2021-29576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29576))
3565     ([CVE-2021-29577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29577))
3566 *   Fixes an undefined behavior and a `CHECK`-fail in `FractionalMaxPoolGrad`
3567     ([CVE-2021-29580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29580))
3569     ([CVE-2021-29578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29578))
3571     ([CVE-2021-29579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29579))
3573     ([CVE-2021-29581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29581))
3575     ([CVE-2021-29582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29582))
3576 *   Fixes a `CHECK`-fail due to integer overflow
3577     ([CVE-2021-29584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29584))
3579     ([CVE-2021-29583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29583))
3581     ([CVE-2021-29585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29585))
3583     ([CVE-2021-29586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29586))
3585     ([CVE-2021-29587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29587))
3587     ([CVE-2021-29589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29589))
3589     ([CVE-2021-29588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29588))
3591     ([CVE-2021-29590](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29590))
3593     ([CVE-2021-29592](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29592))
3595     ([CVE-2021-29591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29591))
3597     ([CVE-2021-29595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29595))
3599     ([CVE-2021-29594](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29594))
3601     ([CVE-2021-29596](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29596))
3603     ([CVE-2021-29593](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29593))
3605     ([CVE-2021-29597](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29597))
3607     ([CVE-2021-29598](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29598))
3609     ([CVE-2021-29599](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29599))
3611     ([CVE-2021-29600](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29600))
3613     ([CVE-2021-29602](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29602))
3615     ([CVE-2021-29604](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29604))
3617     ([CVE-2021-29601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29601))
3619     ([CVE-2021-29605](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29605))
3621     ([CVE-2021-29603](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29603))
3623     ([CVE-2021-29606](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29606))
3625     ([CVE-2021-29608](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29608))
3627     ([CVE-2021-29609](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29609))
3630     ([CVE-2021-29607](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29607))
3632     ([CVE-2021-29611](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29611))
3635     ([CVE-2021-29610](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29610))
3637     ([CVE-2021-29612](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29612))
3640     ([CVE-2021-29613](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29613))
3642     ([CVE-2021-29614](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29614))
3644     ([CVE-2021-29615](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29615))
3646     ([CVE-2021-29616](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29616))
3648     ([CVE-2021-29618](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29618))
3649 *   Fixes a crash in `tf.strings.substr` due to `CHECK`-fail
3650     ([CVE-2021-29617](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29617))
3652     ([CVE-2021-29619](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29619))
3654     ([CVE-2021-29539](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29539))
3656     [CVE-2020-8169](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8169),
3657     [CVE-2020-8177](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8177),
3658     [CVE-2020-8231](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8231),
3659     [CVE-2020-8284](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8284),
3660     [CVE-2020-8285](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8285)
3662     [CVE-2020-8286](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8286).
3670     *   `tf.data` service now supports strict round-robin reads, which is useful
3672         round robin reads, users can guarantee that consumers get similar-sized
3681         outputs can be obtained in the non-deterministic order.
3684         disables any asynchrony, parallelism, or non-determinism and forces
3685         Python execution (as opposed to trace-compiled graph execution) of
3686         user-defined functions passed into transformations such as `map`. The
3690     *   Enabled the new MLIR-based quantization backend by default
3691         *   The new backend is used for 8 bits full integer post-training
3711         replicas will get different random-number streams.
3718     *   Third-party devices can now connect to TensorFlow as plug-ins through
3719 …C API](https://github.com/tensorflow/community/blob/master/rfcs/20200612-stream-executor-c-api.md).
3721 …https://github.com/tensorflow/community/blob/master/rfcs/20200624-pluggable-device-for-tensorflow.…
3724 …PI](https://github.com/tensorflow/community/blob/master/rfcs/20190814-kernel-and-op-registration.m…
3726 …tps://github.com/tensorflow/community/blob/master/rfcs/20201027-modular-tensorflow-graph-c-api.md).
3727 *   [oneAPI Deep Neural Network Library (oneDNN)](https://github.com/oneapi-src/oneDNN)
3728     CPU performance optimizations from
3729 …[Intel-optimized TensorFlow](https://software.intel.com/content/www/us/en/develop/articles/intel-o…
3730     are now available in the official x86-64 Linux and Windows builds.
3783         provide hints to tf.distribute-based auto-sharding as to where in the
3803         *   Removed the `tensors()` method and the non-const overload of the
3808             *   Uses of the non-const overload of `nodes_and_registration` can
3835     *   Add nominal support for unsigned 32-bit integer tensor types. Note that
3848     *   Add support to select one of three different built-in op resolvers
3856     *   Corrected higher-order gradients of control flow constructs (`tf.cond`,
3867         control Tensor-Float-32 evaluation in RNNs.
3871         https://github.com/abseil/abseil-cpp/blob/master/absl/status/status.h
3877         replacement for the trace-based API.
3880     provides a big compile-time speedup, and effectively raises the minimum
3884         https://groups.google.com/a/tensorflow.org/d/topic/build/SsW98Eo7l3o/discussion
3888     *   Removed the deprecated `session_config` parameter for the TF1-TRT
3891     *   The TF2-TRT converter `TrtGraphConverterV2` takes an object of class
3918     *   Add determinism-unimplemented exception-throwing to the segment-sum ops.
3920         or `"1"` (when op-determinism is expected), an attempt to run the
3922         an understandable message) when `data` is a floating-point type,
3930         which this change addresses, but does not solve. This exception-throwing
3940         current release, GPU support for other floating-point types
3943         `tf.float64` CPU implementation being automatically selected because of
3945         to force the op to run on the CPU or use a different data type.
3950         ([CVE-2021-29512](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29512))
3952         ([CVE-2021-29514](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29514))
3955         ([CVE-2021-29513](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29513))
3957         ([CVE-2021-29515](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29515))
3959         ([CVE-2021-29516](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29516))
3961         ([CVE-2021-29517](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29517))
3964         ([CVE-2021-29518](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29518))
3965     *   Fixes a `CHECK`-fail in `SparseCross` caused by type confusion
3966         ([CVE-2021-29519](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29519))
3968         ([CVE-2021-29521](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29521))
3970         ([CVE-2021-29520](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29520))
3972         ([CVE-2021-29522](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29522))
3973     *   Fixes a `CHECK`-fail in `AddManySparseToTensorsMap`
3974         ([CVE-2021-29523](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29523))
3976         ([CVE-2021-29524](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29524))
3978         ([CVE-2021-29525](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29525))
3980         ([CVE-2021-29526](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29526))
3982         ([CVE-2021-29527](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29527))
3984         ([CVE-2021-29528](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29528))
3987         ([CVE-2021-29530](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29530))
3989         ([CVE-2021-29529](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29529))
3990     *   Fixes a `CHECK`-fail in `tf.raw_ops.EncodePng`
3991         ([CVE-2021-29531](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29531))
3993         ([CVE-2021-29532](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29532))
3994     *   Fixes a `CHECK`-fail in `DrawBoundingBoxes`
3995         ([CVE-2021-29533](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29533))
3997         ([CVE-2021-29535](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29535))
3998     *   Fixes a `CHECK`-fail in `SparseConcat`
3999         ([CVE-2021-29534](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29534))
4001         ([CVE-2021-29537](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29537))
4003         ([CVE-2021-29536](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29536))
4005         ([CVE-2021-29538](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29538))
4007         ([CVE-2021-29540](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29540))
4009         ([CVE-2021-29542](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29542))
4011         ([CVE-2021-29541](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29541))
4012     *   Fixes a `CHECK`-fail in `QuantizeAndDequantizeV4Grad`
4013         ([CVE-2021-29544](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29544))
4014     *   Fixes a `CHECK`-fail in `CTCGreedyDecoder`
4015         ([CVE-2021-29543](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29543))
4017         ([CVE-2021-29545](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29545))
4019         ([CVE-2021-29546](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29546))
4022         ([CVE-2021-29547](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29547))
4024         ([CVE-2021-29548](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29548))
4026         ([CVE-2021-29549](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29549))
4028         ([CVE-2021-29550](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29550))
4030         ([CVE-2021-29551](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29551))
4032         ([CVE-2021-29553](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29553))
4033     *   Fixes a `CHECK`-failure in `UnsortedSegmentJoin`
4034         ([CVE-2021-29552](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29552))
4036         ([CVE-2021-29554](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29554))
4038         ([CVE-2021-29555](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29555))
4040         ([CVE-2021-29557](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29557))
4042         ([CVE-2021-29556](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29556))
4044         ([CVE-2021-29558](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29558))
4046         ([CVE-2021-29559](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29559))
4048         ([CVE-2021-29560](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29560))
4049     *   Fixes a `CHECK`-fail in `LoadAndRemapMatrix`
4050         ([CVE-2021-29561](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29561))
4051     *   Fixes a `CHECK`-fail in `tf.raw_ops.IRFFT`
4052         ([CVE-2021-29562](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29562))
4053     *   Fixes a `CHECK`-fail in `tf.raw_ops.RFFT`
4054         ([CVE-2021-29563](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29563))
4056         ([CVE-2021-29564](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29564))
4058         ([CVE-2021-29565](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29565))
4060         ([CVE-2021-29566](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29566))
4062         ([CVE-2021-29568](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29568))
4065         ([CVE-2021-29567](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29567))
4067         ([CVE-2021-29570](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29570))
4069         ([CVE-2021-29569](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29569))
4071         ([CVE-2021-29571](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29571))
4073         ([CVE-2021-29572](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29572))
4076         ([CVE-2021-29575](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29575))
4078         ([CVE-2021-29573](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29573))
4080         ([CVE-2021-29574](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29574))
4082         ([CVE-2021-29576](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29576))
4084         ([CVE-2021-29577](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29577))
4085     *   Fixes an undefined behavior and a `CHECK`-fail in
4087         ([CVE-2021-29580](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29580))
4089         ([CVE-2021-29578](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29578))
4091         ([CVE-2021-29579](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29579))
4093         ([CVE-2021-29581](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29581))
4095         ([CVE-2021-29582](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29582))
4096     *   Fixes a `CHECK`-fail due to integer overflow
4097         ([CVE-2021-29584](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29584))
4099         ([CVE-2021-29583](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29583))
4101         ([CVE-2021-29585](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29585))
4103         ([CVE-2021-29586](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29586))
4105         ([CVE-2021-29587](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29587))
4107         ([CVE-2021-29589](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29589))
4109         ([CVE-2021-29588](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29588))
4112         ([CVE-2021-29590](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29590))
4114         ([CVE-2021-29592](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29592))
4116         ([CVE-2021-29591](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29591))
4118         ([CVE-2021-29595](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29595))
4120         ([CVE-2021-29594](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29594))
4122         ([CVE-2021-29596](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29596))
4124         ([CVE-2021-29593](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29593))
4126         ([CVE-2021-29597](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29597))
4128         ([CVE-2021-29598](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29598))
4130         ([CVE-2021-29599](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29599))
4132         ([CVE-2021-29600](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29600))
4134         ([CVE-2021-29602](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29602))
4136         ([CVE-2021-29604](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29604))
4138         ([CVE-2021-29601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29601))
4140         ([CVE-2021-29605](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29605))
4142         ([CVE-2021-29603](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29603))
4144         ([CVE-2021-29606](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29606))
4146         ([CVE-2021-29608](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29608))
4148         ([CVE-2021-29609](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29609))
4151         ([CVE-2021-29607](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29607))
4153         ([CVE-2021-29611](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29611))
4156         ([CVE-2021-29610](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29610))
4158         ([CVE-2021-29612](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29612))
4161         ([CVE-2021-29613](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29613))
4163         ([CVE-2021-29614](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29614))
4165         ([CVE-2021-29615](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29615))
4167         ([CVE-2021-29616](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29616))
4169         ([CVE-2021-29618](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29618))
4170     *   Fixes a crash in `tf.strings.substr` due to `CHECK`-fail
4171         ([CVE-2021-29617](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29617))
4173         ([CVE-2021-29619](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29619))
4175         ([CVE-2021-29539](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-29539))
4177         [CVE-2020-8169](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8169),
4178         [CVE-2020-8177](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8177),
4179         [CVE-2020-8231](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8231),
4180         [CVE-2020-8284](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8284),
4181         [CVE-2020-8285](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8285)
4183         [CVE-2020-8286](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-8286).
4190         [Arm Compute Library (ACL)](https://github.com/ARM-software/ComputeLibrary)
4191         support to `--config=mkl_aarch64` build.
4205 Dawid Wojciechowski, Ddavis-2015, Dean Wyatte, Denisa Roberts, dependabot[bot],
4208 Frederic Bastien, Freedom" Koan-Sin Tan, fsx950223, ganand1, gbaned, Georgiy
4217 Leslie-Fang, Long M. Lưu, Lukas Geiger, machineko, Mahmoud Abuzaina, Manish, Mao
4226 Phat Tran, Piotr Zierhoffer, piyushdatta, Pnikam-Cad, Prashant Kumar, Prateek
4229 Rsanthanam-Amd, rsun, Rsun-Bdti, Ryan Kuester, ryanking13, Saduf2019, Sami Kama,
4231 Yang, shwetaoj, Sidong-Wei, Simon Maurer, Simrit Kaur, Srini511, Srinivasan
4234 Thibaut Goetghebuer-Planchon, Tomwildenhain-Microsoft, Tony, Traun Leyden, Trent
4235 Lo, TVLIgnacy, Tzu-Wei Sung, vaibhav, Vignesh Kothapalli, Vikram Dattu,
4241 Fukasawa, Zachary Deane-Mayer, Zeno Gantner, Zhoulong Jiang, zhuyie, zilinzhu,
4253     ([CVE-2020-26266](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26266))
4256     ([CVE-2020-26267](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26267))
4259     ([CVE-2020-26268](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26268)
4260 *   Fixes a `CHECK`-fail in LSTM with zero-length input
4261     ([CVE-2020-26270](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26270))
4264     ([CVE-2020-26271](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26271))
4266 *   Updates `libjpeg-turbo` to `2.0.5` to handle
4267     [CVE-2020-13790](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13790).
4269     [CVE-2020-15250](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15250).
4271     [CVE-2019-20838](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-20838)
4273     [CVE-2020-14155](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-14155).
4281     ([CVE-2020-26266](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26266))
4284     ([CVE-2020-26267](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26267))
4287     ([CVE-2020-26268](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26268)
4288 *   Fixes a `CHECK`-fail in LSTM with zero-length input
4289     ([CVE-2020-26270](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26270))
4292     ([CVE-2020-26271](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26271))
4294 *   Updates `libjpeg-turbo` to `2.0.5` to handle
4295     [CVE-2020-13790](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13790).
4297     [CVE-2020-15250](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15250).
4299     [CVE-2019-20838](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-20838)
4301     [CVE-2020-14155](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-14155).
4309     ([CVE-2020-26266](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26266))
4312     ([CVE-2020-26267](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26267))
4315     ([CVE-2020-26268](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26268)
4316 *   Fixes a `CHECK`-fail in LSTM with zero-length input
4317     ([CVE-2020-26270](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26270))
4320     ([CVE-2020-26271](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26271))
4321 *   Updates `libjpeg-turbo` to `2.0.5` to handle
4322     [CVE-2020-13790](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13790).
4324     [CVE-2020-15250](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15250).
4326     [CVE-2019-20838](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-20838)
4328     [CVE-2020-14155](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-14155).
4339     ([CVE-2020-26266](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26266))
4342     ([CVE-2020-26267](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26267))
4345     ([CVE-2020-26268](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26268)
4346 *   Fixes a `CHECK`-fail in LSTM with zero-length input
4347     ([CVE-2020-26270](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26270))
4350     ([CVE-2020-26271](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26271))
4351 *   Updates `libjpeg-turbo` to `2.0.5` to handle
4352     [CVE-2020-13790](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13790).
4354     [CVE-2020-15250](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15250).
4356     [CVE-2019-20838](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-20838)
4358     [CVE-2020-14155](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-14155).
4368     ([CVE-2020-26266](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26266))
4371     ([CVE-2020-26267](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26267))
4374     ([CVE-2020-26268](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26268)
4375 *   Fixes a `CHECK`-fail in LSTM with zero-length input
4376     ([CVE-2020-26270](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26270))
4379     ([CVE-2020-26271](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26271))
4380 *   Updates `libjpeg-turbo` to `2.0.5` to handle
4381     [CVE-2020-13790](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13790).
4383     [CVE-2020-15250](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15250).
4385     [CVE-2019-20838](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-20838)
4387     [CVE-2020-14155](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-14155).
4405 …[Multi-worker training with Keras](https://www.tensorflow.org/tutorials/distribute/multi_worker_wi…
4409     which is a NumPy-compatible API for writing TF programs. See the
4414     [TensorFloat-32](https://blogs.nvidia.com/blog/2020/05/14/tensorfloat-32-precision-format/)
4415     on Ampere based GPUs. TensorFloat-32, or TF32 for short, is a math mode for
4424     is no longer experimental and allows the use of 16-bit floating point
4444         [TensorFloat-32](https://blogs.nvidia.com/blog/2020/05/14/tensorfloat-32-precision-format/).
4447         for deep learning models. In some cases, TensorFloat-32 is also used for
4448         complex64 ops. TensorFloat-32 can be disabled by running
4450     *   The byte layout for string tensors across the C-API has been updated to
4453     *   C-API functions `TF_StringDecode`, `TF_StringEncode`, and
4461     *   XLA:CPU and XLA:GPU devices are no longer registered by default. Use
4462         `TF_XLA_FLAGS=--tf_xla_enable_xla_devices` if you really need them, but
4501         the already-constructed model instead.
4515         can fix this mismatch by either calling the model with correctly-shaped
4522         to use the non-experimental `tf.keras.mixed_precision` API.
4543     *   The global policy can no longer be set to a non-floating point policy in
4591         with `--copt=/experimental:preprocessor
4592         --host_copt=/experimental:preprocessor` (see `.bazelrc` for more
4595 …[this thread on SIG Build](https://groups.google.com/a/tensorflow.org/g/build/c/LbAw8RILvTg/m/ttnu…
4613     which is a NumPy-compatible API for writing TF programs. This module
4616     (e.g. `numpy.add`) are provided. Their inter-operation with TF facilities is
4630     and `__invert__` now support non-`bool` arguments and apply the
4650         [TensorFloat-32](https://blogs.nvidia.com/blog/2020/05/14/tensorfloat-32-precision-format/)
4651         on Ampere based GPUs.TensorFloat-32, or TF32 for short, is a math mode
4656         TensorFloat-32 is enabled by default, but can be disabled with
4709 *   We have implemented an optimization which reorders data-discarding
4736 …[Multi-worer training with Keras](https://www.tensorflow.org/tutorials/distribute/multi_worker_wit…
4748     *   Functional model construction should be ~8-10% faster on average.
4749     *   Functional models can now contain non-symbolic values in their call
4784 *   The `tf.keras.mixed_precision` API is now non-experimental. The
4785     non-experimental API differs from the experimental API in several ways.
4798         `LossScaleOptimizer` and the new non-experimental `LossScaleOptimizer`.
4813         the operation into a dequantize-quantize pair.
4851     ([CVE-2020-15190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15190))
4853     *   [CVE-2020-15191](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15191),
4854     *   [CVE-2020-15192](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15192),
4855     *   [CVE-2020-15193](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15193)
4857     *   [CVE-2020-15194](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15194),
4858     *   [CVE-2020-15195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15195)
4861     *   [CVE-2020-15196](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15196),
4862     *   [CVE-2020-15197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15197),
4863     *   [CVE-2020-15198](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15198),
4864     *   [CVE-2020-15199](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15199),
4865     *   [CVE-2020-15200](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15200),
4866     *   [CVE-2020-15201](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15201)
4869     ([CVE-2020-15202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15202))
4871     ([CVE-2020-15203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15203))
4872 *   Fixes segfault raised by calling session-only ops in eager mode,
4873     ([CVE-2020-15204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15204))
4875     ([CVE-2020-15205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15205))
4877     ([CVE-2020-15206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15206))
4879     ([CVE-2020-15207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15207))
4881     ([CVE-2020-15208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15208))
4883     *   [CVE-2020-15209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209),
4884     *   [CVE-2020-15210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15210),
4885     *   [CVE-2020-15211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15211)
4887     *   [CVE-2020-15212](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15212),
4888     *   [CVE-2020-15213](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15213),
4889     *   [CVE-2020-15214](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15214)
4891     ([CVE-2020-15265](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15265))
4893     ([CVE-2020-15266](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15266))
4897     ([CVE-2020-26267](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26267))
4899     ([CVE-2020-26268](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26268))
4901     ([CVE-2020-26269](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-26269))
4907     [this list](https://developers.google.com/style/word-list#blacklist) for
4929 Zhelezina, emlaprise2358, Eugene Kuznetsov, Evaderan-Lab, Evgeniy Polyakov,
4938 Kedar Sovani, Koan-Sin Tan, Koki Ibukuro, Krzysztof Laskowski, Kushagra Sharma,
4942 Mikhail Startsev, Milan Straka, Ml-0, Myung-Hyun Kim, Måns Nilsson, Nathan
4945 PlusPlusUltra, Poedator, Prasad Nikam, Rahul-Kamat, Rajeshwar Reddy T,
4948 Shawn Presser, ShengYang1, Shi,Guangyong, Shuxiang Gao, Sicong Li, Sidong-Wei,
4951 Goetghebuer-Planchon, Tim Bradley, Tomasz Strejczek, Tongzhou Wang, Torsten
4952 Rudolf, Trent Lo, Ty Mick, Tzu-Wei Sung, Varghese, Jojimon, Vignesh Kothapalli,
4964     ([CVE-2020-15190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15190))
4966     ([CVE-2020-15191](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15191),
4967     [CVE-2020-15192](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15192),
4968     [CVE-2020-15193](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15193))
4970     ([CVE-2020-15194](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15194),
4971     [CVE-2020-15195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15195))
4974     ([CVE-2020-15196](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15196),
4975     [CVE-2020-15197](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15197),
4976     [CVE-2020-15198](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15198),
4977     [CVE-2020-15199](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15199),
4978     [CVE-2020-15200](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15200),
4979     [CVE-2020-15201](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15201))
4981     ([CVE-2020-15202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15202))
4983     ([CVE-2020-15203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15203))
4984 *   Fixes segfault raised by calling session-only ops in eager mode
4985     ([CVE-2020-15204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15204))
4987     ([CVE-2020-15205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15205))
4989     ([CVE-2020-15206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15206))
4991     ([CVE-2020-15207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15207))
4993     ([CVE-2020-15208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15208))
4995     ([CVE-2020-15209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209),
4996     [CVE-2020-15210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15210),
4997     [CVE-2020-15211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15211))
4999     ([CVE-2020-15212](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15212),
5000     [CVE-2020-15213](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15213),
5001     [CVE-2020-15214](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15214))
5003     [CVE-2020-15358](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15358).
5013     ([CVE-2020-15190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15190))
5015     ([CVE-2020-15191](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15191),
5016     [CVE-2020-15192](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15192),
5017     [CVE-2020-15193](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15193))
5019     ([CVE-2020-15194](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15194),
5020     [CVE-2020-15195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15195))
5022     ([CVE-2020-15202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15202))
5024     ([CVE-2020-15203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15203))
5025 *   Fixes segfault raised by calling session-only ops in eager mode
5026     ([CVE-2020-15204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15204))
5028     ([CVE-2020-15205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15205))
5030     ([CVE-2020-15206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15206))
5032     ([CVE-2020-15207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15207))
5034     ([CVE-2020-15208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15208))
5036     ([CVE-2020-15209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209),
5037     [CVE-2020-15210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15210),
5038     [CVE-2020-15211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15211))
5040     ([CVE-2020-15212](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15212),
5041     [CVE-2020-15213](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15213),
5042     [CVE-2020-15214](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15214))
5044     [CVE-2020-9327](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-9327),
5045     [CVE-2020-11655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11655),
5046     [CVE-2020-11656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11656),
5047     [CVE-2020-13434](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13434),
5048     [CVE-2020-13435](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13435),
5049     [CVE-2020-13630](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13630),
5050     [CVE-2020-13631](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13631),
5051     [CVE-2020-13871](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13871),
5053     [CVE-2020-15358](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15358).
5063     ([CVE-2020-15190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15190))
5065     ([CVE-2020-15191](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15191),
5066     [CVE-2020-15192](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15192),
5067     [CVE-2020-15193](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15193))
5069     ([CVE-2020-15194](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15194),
5070     [CVE-2020-15195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15195))
5072     ([CVE-2020-15202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15202))
5074     ([CVE-2020-15203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15203))
5075 *   Fixes segfault raised by calling session-only ops in eager mode
5076     ([CVE-2020-15204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15204))
5078     ([CVE-2020-15205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15205))
5080     ([CVE-2020-15206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15206))
5082     ([CVE-2020-15207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15207))
5084     ([CVE-2020-15208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15208))
5086     ([CVE-2020-15209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209),
5087     [CVE-2020-15210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15210),
5088     [CVE-2020-15211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15211))
5090     [CVE-2020-9327](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-9327),
5091     [CVE-2020-11655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11655),
5092     [CVE-2020-11656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11656),
5093     [CVE-2020-13434](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13434),
5094     [CVE-2020-13435](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13435),
5095     [CVE-2020-13630](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13630),
5096     [CVE-2020-13631](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13631),
5097     [CVE-2020-13871](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13871),
5099     [CVE-2020-15358](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15358).
5109     ([CVE-2020-15190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15190))
5111     ([CVE-2020-15191](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15191),
5112     [CVE-2020-15192](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15192),
5113     [CVE-2020-15193](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15193))
5115     ([CVE-2020-15194](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15194),
5116     [CVE-2020-15195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15195))
5118     ([CVE-2020-15202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15202))
5120     ([CVE-2020-15203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15203))
5121 *   Fixes segfault raised by calling session-only ops in eager mode
5122     ([CVE-2020-15204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15204))
5124     ([CVE-2020-15205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15205))
5126     ([CVE-2020-15206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15206))
5128     ([CVE-2020-15207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15207))
5130     ([CVE-2020-15208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15208))
5132     ([CVE-2020-15209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209),
5133     [CVE-2020-15210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15210),
5134     [CVE-2020-15211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15211))
5136     [CVE-2020-9327](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-9327),
5137     [CVE-2020-11655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11655),
5138     [CVE-2020-11656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11656),
5139     [CVE-2020-13434](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13434),
5140     [CVE-2020-13435](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13435),
5141     [CVE-2020-13630](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13630),
5142     [CVE-2020-13631](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13631),
5143     [CVE-2020-13871](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13871),
5145     [CVE-2020-15358](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15358).
5154     ([CVE-2020-15190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15190))
5156     ([CVE-2020-15191](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15191),
5157     [CVE-2020-15192](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15192),
5158     [CVE-2020-15193](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15193))
5160     ([CVE-2020-15194](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15194),
5161     [CVE-2020-15195](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15195))
5163     ([CVE-2020-15202](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15202))
5165     ([CVE-2020-15203](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15203))
5166 *   Fixes segfault raised by calling session-only ops in eager mode
5167     ([CVE-2020-15204](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15204))
5169     ([CVE-2020-15205](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15205))
5171     ([CVE-2020-15206](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15206))
5173     ([CVE-2020-15207](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15207))
5175     ([CVE-2020-15208](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15208))
5177     ([CVE-2020-15209](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15209),
5178     [CVE-2020-15210](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15210),
5179     [CVE-2020-15211](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15211))
5181     [CVE-2020-9327](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-9327),
5182     [CVE-2020-11655](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11655),
5183     [CVE-2020-11656](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-11656),
5184     [CVE-2020-13434](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13434),
5185     [CVE-2020-13435](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13435),
5186     [CVE-2020-13630](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13630),
5187     [CVE-2020-13631](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13631),
5188     [CVE-2020-13871](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-13871),
5190     [CVE-2020-15358](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-15358).
5227     We’ve also added opt-in support on Android and iOS for
5229     a highly optimized set of CPU kernels, as well as opt-in support for
5230 …ob/master/tensorflow/lite/g3doc/performance/gpu_advanced.md#running-quantized-models-experimental).
5234 …ase a nightly version of these packages](https://github.com/tensorflow/tensorflow#official-builds).
5243     history of op executions at the Python (eager) and intra-graph levels, the
5249 *   Increases the **minimum bazel version** required to build TF to **3.1.0**.
5252     *   C++ API: - `IteratorBase::RestoreInternal`,
5254         become pure-virtual and subclasses are now expected to provide an
5283     *   Keras-based LSTM models must be converted with an explicit batch size in
5314         for dynamically-sized TensorArray inside `tf.function`.
5357         [compute capability](https://developer.nvidia.com/cuda-gpus) 7.0 to
5376     *   Add CPU and GPU implementation of modified variation of
5418     exceptions when the values to reduce are from loops or if-clauses.
5436     *   `IntegerLookup` & `StringLookup`: build an index of categorical feature
5438     *   `CategoryEncoding`: turn integer-encoded categories into one-hot,
5439         multi-hot, or tf-idf encoded representations
5441         co-occurrences of previous categorical feature values
5442     *   `Hashing`: the hashing trick, for large-vocabulary categorical features
5450     n-gram generation, and token encoding
5469         is a `tf.data.Dataset`-based replacement of the legacy
5476 *   Extends `tf.keras.layers.Lambda` layers to support multi-argument lambdas,
5484     tracing time), instead of acting like a pseudo-variable whose updates *kind
5485     of sometimes* get reflected in already-traced `tf.function` traces.
5504         *   Enabled experimental support for a new quantization mode with 16-bit
5505             activations and 8-bit weights. See
5507 *   CPU
5509     *   Add a runtime Android flag for enabling `XNNPACK` for optimized CPU
5511     *   Add a runtime iOS flag for enabling `XNNPACK` for optimized CPU
5519     *   Rename GPU whitelist -> compatibility (list).
5524     *   Add capability to disable `NNAPI` CPU and check `NNAPI` Errno.
5533     *   Experimental per-channel quant support for `conv` in Hexagon delegate.
5558     build environment of the currently installed TensorFlow package, e.g. the
5563 *   Fix a subtle use-after-free issue in `XStatVisitor::RefValue()`.
5571 *   Depend on a specific version of google-api-python-client.
5589 Andrew Stevens, Angus-Luo, Anshuman Tripathy, Anush Elangovan, Artem Mavrin,
5592 Montaruli, Bigcat-Himax, blueyi, Bryan Cutler, Byambaa, Carlos
5593 Hernandez-Vaquero, Chen Lei, Chris Knorowski, Christian Clauss, chuanqiw,
5594 CuiYifeng, Daniel Situnayake, Daria Zhuravleva, Dayananda-V, Deven Desai, Devi
5602 Turner-Trauring, jacco, Jake Tae, Janosh Riebesell, Jason Zaman, jayanth, Jeff
5607 Leslie-Fang, Leslie-Fang-Intel, Li, Guizi, Lukas Geiger, Lutz Roeder, M\U00E5Ns
5610 Michael137, Milan Straka, Mitchell Vitez, Ml-0, Mokke Meguru, Mshr-H, nammbash,
5616 rposts, Ruan Kunliang, Rushabh Vasani, Ryohei Ikegami, Semun Lee, Seo-Inyoung,
5619 storypku, sunchenggen, sunway513, Sven-Hendrik Haase, Swapnil Parekh, Tamas Bela
5621 Tzu-Wei Huang, Téo Bouvard, Uday Bondhugula, Vaibhav Jade, Vijay Tadikamalla,
5632     [CVE-2019-19880](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19880),
5633     [CVE-2019-19244](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19244)
5635     [CVE-2019-19645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19645)
5637     [CVE-2019-15601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-15601)
5638 *   Updates `libjpeg-turbo` to `2.0.4` to handle
5639     [CVE-2018-19664](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-19664),
5640     [CVE-2018-20330](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-20330)
5642     [CVE-2019-13960](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-13960)
5644     [CVE-2019-10099](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-10099),
5645     [CVE-2018-17190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-17190)
5647     [CVE-2018-11770](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-11770)
5656     [CVE-2019-19880](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19880),
5657     [CVE-2019-19244](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19244)
5659     [CVE-2019-19645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19645)
5661     [CVE-2019-15601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-15601)
5662 *   Updates `libjpeg-turbo` to `2.0.4` to handle
5663     [CVE-2018-19664](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-19664),
5664     [CVE-2018-20330](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-20330)
5666     [CVE-2019-13960](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-13960)
5668     [CVE-2019-10099](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-10099),
5669     [CVE-2018-17190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-17190)
5671     [CVE-2018-11770](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-11770)
5678     [CVE-2019-19880](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19880),
5679     [CVE-2019-19244](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19244)
5681     [CVE-2019-19645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19645)
5683     [CVE-2019-15601](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-15601)
5684 *   Updates `libjpeg-turbo` to `2.0.4` to handle
5685     [CVE-2018-19664](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-19664),
5686     [CVE-2018-20330](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-20330)
5688     [CVE-2019-13960](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-13960)
5690     [CVE-2019-10099](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-10099),
5691     [CVE-2018-17190](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-17190)
5693     [CVE-2018-11770](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2018-11770)
5700 [Python 2's EOL on January 1, 2020](https://www.python.org/dev/peps/pep-0373/#update).
5703 [TensorFlow's Docker images](https://hub.docker.com/r/tensorflow/tensorflow/)
5704 provide Python 3 exclusively. Because all images now use Python 3, Docker tags
5705 containing `-py3` will no longer be provided and existing `-py3` tags like
5706 `latest-py3` will not be updated.
5712 *   A new Profiler for TF 2 for CPU/GPU/TPU. It offers both device and host
5719 …on of swig efforts](https://github.com/tensorflow/community/blob/master/rfcs/20190208-pybind11.md).
5725     *   Performance improvements for GPU multi-worker distributed training using
5727     *   Update NVIDIA `NCCL` to `2.5.7-1` for better performance and performance
5729 …[nccl developer guide](https://docs.nvidia.com/deeplearning/sdk/nccl-developer-guide/docs/env.html)
5747         *   Easily write state-of-the-art training loops without worrying about
5763             implicitly in `Model._standardize_user_data`. Long-term, a solution
5766     *   The SavedModel format now supports all Keras built-in layers (including
5783         with “compile or throw exception” semantics on CPU and GPU.
5792         losses. It now computes mean over the last axis of per-sample losses
5797 *   Increasing the minimum bazel version to build TF to 2.0.0 to use Bazel's
5817     *   `tf.constant` always creates CPU tensors irrespective of the current
5830     *   Speed up `GradientTape` in eager mode by auto-generating list of op
5834     *   Improve error message when attempting to use `None` in data-dependent
5840         non-ragged dimension.
5846     *   Support `embedding_column` with variable-length input features for
5872     *   Add an option to disallow `NNAPI` CPU / partial acceleration on Android
5879         specified or `NNAPI` CPU Fallback is disabled.
5930         on 32-bit ARM. This ensures a deterministic early exit instead of a hard
5938         deterministic `tf.nn.bias_add` back-prop functionality (and therefore
5939         also deterministic back-prop of bias-addition in Keras layers) to
5951     *   Fix an issue with AUC.reset_states for multi-label AUC
5954         error and the output mode is `in-place`.
5964 Eichenberger, Amit Kumar Jaiswal, amoitra, Andrew Anderson, Angus-Luo, Anthony
5965 Barbier, Anton Kachatkou, Anuj Rawat, archis, Arpan-Dhatt, Arvind Sundararajan,
5969 Daria Zhuravleva, darsh8200, David Truby, Dayananda-V, deepakm, Denis Khalikov,
5978 Jake Tae, Jean-Denis Lesage, Jean-Michel Gorius, Jeff Daily, Jens Elofsson,
5980 Dekhtiar, Jose Ignacio Gomez, Joseph-Rance, Judd, Julian Gross, Kaixi Hou,
5982 Yasaswi Sri Chandra Gandhi, Koan-Sin Tan, Koki Ibukuro, Kristian Holsheimer,
5983 kurileo, Lakshay Tokas, Lee Netherton, leike666666, Leslie-Fang-Intel, Li,
5986 Franke, marload, Mbah-Javis, mbhuiyan, Meng Zhang, Michael Liao,
5990 Panpaliya, nmostafa, Noah Trenaman, nuka137, Officium, Owen L - Sfe, Pallavi G,
5997 srinivasan.narayanamoorthy, Srishti Yadav, Steph-En-M, Stephan Uphoff, Stephen
6001 VoVAllen, Wallyss Lima, Wen-Heng (Jack) Chung, wenxizhu, William D. Irons,
6003 Yasuhiro Matsumoto, Yaxun (Sam) Liu, Yong Tang, Ytyt-Yt, yuan, Yuan Mingshuai,
6012     ([CVE-2020-5215](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-5215))
6014     [CVE-2019-5482](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-5482)
6016     [CVE-2019-5481](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-5481)
6018     [CVE-2019-19646](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19646),
6019     [CVE-2019-19645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19645)
6021     [CVE-2019-16168](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-16168)
6029     ([CVE-2020-5215](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2020-5215))
6031     [CVE-2019-5482](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-5482)
6033     [CVE-2019-5481](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-5481)
6035     [CVE-2019-19646](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19646),
6036     [CVE-2019-19645](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-19645)
6038     [CVE-2019-16168](https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2019-16168)
6043 [officially ends an January 1, 2020](https://www.python.org/dev/peps/pep-0373/#update).
6051     `tensorflow-gpu`) for both Linux and Windows. This runs on machines with and
6052     without NVIDIA GPUs. `tensorflow-gpu` is still available, and CPU-only
6053     packages can be downloaded at `tensorflow-cpu` for users who are concerned
6055 *   **Windows users:** Officially-released `tensorflow` Pip packages are now
6060     [here](https://support.microsoft.com/help/2977003/the-latest-supported-visual-c-downloads).
6075         strings and takes care of text standardization, tokenization, n-gram
6077 …[end-to-end text classification example](https://colab.research.google.com/drive/1RvCnR7h0_l4Ekn5v…
6116     *   [TensorRT 6.0](https://developer.nvidia.com/tensorrt#tensorrt-whats-new)
6120         TensorFlow-TensorRT python conversion API is exported as
6126     "1" also makes cuDNN convolution and max-pooling operate deterministically.
6128     both the forward and backward directions when running on a CUDA-enabled GPU.
6140     input tensors are marked non-feedable. In other words, if they are used as
6143     structure changes. A different graph can result in different per-op random
6189     *   Add an `errno`-like field to `NNAPI` delegate for detecting `NNAPI`
6197     *   TPUs can now be re-initialized multiple times, using
6200     *   Added new `uniform_row_length` row-partitioning tensor to
6214         and `tf.function(f).get_initialization_function` thread-safe.
6217     *   Added more `dtypes` and zero-sized inputs to `Einsum` Op and improved
6219     *   Enable multi-worker `NCCL` `all-reduce` inside functions executing
6228     *   Added `tf.autodiff.ForwardAccumulator` for forward-mode autodiff
6252 Anthony Barbier, Anton Kachatkou, Anubh-V, Anuja Jakhade, Artem Ryabov, autoih,
6254 Koonce, candy.dc, Captain-Pool, caster, cathy, Chong Yan, Choong Yin Thong,
6260 Zhuang, Haifeng Jin, Haoyu Wu, HarikrishnanBalagopal, HJYOO, Huang Chen-Yi,
6264 Chen, Karthik Muthuraman, Keiji Ariyama, Kevin Rose, Kevin Wang, Koan-Sin Tan,
6265 kstuedem, Kwabena W. Agyeman, Lakshay Tokas, latyas, Leslie-Fang-Intel, Li,
6272 Refraction-Ray, Richard Barnes, richardbrks, Robert Herbig, Romeo Kienzler, Ryan
6278 vcarpani, Wei Wang, Wen-Heng (Jack) Chung, wenshuai, Wenshuai-Xiaomi, wenxizhu,
6294     `tensorflow-gpu` now) for the platforms we currently have GPU support (Linux
6296     `tensorflow-gpu` will still be available, and CPU-only packages can be
6297     downloaded at `tensorflow-cpu` for users who are concerned about package
6312     allowing users to write regular Python inside `tf.function`-decorated
6318         with element-wise comparison results. This will be the default behavior
6344         issued that starts with Layer "layer-name" is casting an input tensor
6353         a noop is returned and the input tensors are marked non-feedable. In
6357         graph can result in different per-op random seeds when they are not
6390         distribution strategy is not specified this goes through the no-op
6403     `tf.data.Dataset.interleave` to the number of schedulable CPU cores.
6411 *   Update docstring for gather to properly describe the non-empty `batch_dims`
6415 *   Makes the a-normal form transformation in Pyct configurable as to which
6422     nonscalar predicate if has a single element. This does not affect non-V2
6440 *   Fix accidental quadratic graph construction cost in graph-mode
6452 Bryan Cutler, candy.dc, Cao Zongyan, Captain-Pool, Casper Da Costa-Luis, Chen
6456 Ito-Fisher, eashtian3, EFanZh, ejot, Elroy Ashtian Jr, Eric Schweitz, Fangjun
6461 Sandsmark, I-Hong, Ilham Firdausi Putra, Imran Salam, Jason Zaman, Jason
6466 Muthuraman, Kbhute-Ibm, khanhlvg, Koock Yoon, kstuedem, Kyuwon Kim, Lakshay
6467 Tokas, leike666666, leonard951, Leslie-Fang, Leslie-Fang-Intel, Li, Guizi, Lukas
6469 Maynard-Reid, Mark Ryan, Matt Conley, Matthew Bentham, Matthew Denton, mbhuiyan,
6477 Sami Kama, Sana-Damani, Sergii Khomenko, Severen Redwood, Shubham Goyal, Sigrid
6479 srinivasan.narayanamoorthy, Sumesh Udayakumaran, Sungmann Cho, Tae-Hwan Jung,
6483 Suryamurthy, Wei Wang, Wen-Heng (Jack) Chung, wenxizhu, William D. Irons,
6484 winstonq, wyzhao, Xiaoming (Jason) Cui, Xinan Jiang, Xinping Wang, Yann-Yy,
6506 [Upgrade](https://medium.com/tensorflow/upgrading-your-code-to-tensorflow-2-0-f72c3a4d83b5)
6513 *   TF 2.0 delivers Keras as the central high level API used to build and train
6514     models. Keras provides several model-building APIs such as Sequential,
6523     out-of-the-box performance. It supports distributed training with Keras
6524     model.fit, as well as with custom training loops. Multi-GPU support is
6538     allowing users to write regular Python inside `tf.function`-decorated
6550     *   API clean-up, included removing `tf.app`, `tf.flags`, and `tf.logging`
6551         in favor of [absl-py](https://github.com/abseil/abseil-py).
6560 *   Auto Mixed-Precision graph optimizer simplifies converting models to
6565     forces the selection of deterministic cuDNN convolution and max-pooling
6620     *   Feature Columns have been upgraded to be more Eager-friendly and to work
6624         `shared_embedding_columns`, which are not cross-compatible with v1 and
6640         issued that starts with `Layer <layer-name>` is casting an input tensor
6652 *   Tensors are no longer hashable, but instead compare element-wise with `==`
6668     between CPU and GPU mode, since the CuDNN kernel is using sigmoid, we change
6669     the default for CPU mode to sigmoid as well. With that, the default GRU will
6670     be compatible with both CPU and GPU kernel. This will enable user with GPU
6673     pre-trained checkpoint, please construct the layer with
6679     comma-separated list of base paths that are searched to find CUDA libraries
6704         user-defined functions can span multiple devices now.
6712         `tf.data.Dataset.interleave` to the number of schedulable CPU cores.
6717     *   Adds option for introducing slack in the pipeline to reduce CPU
6722     *   Support cancellation of long-running `reduce`.
6744         When used in distribution strategy scope, outside of built-in training
6747     *   Support for multi-host `ncclAllReduce` in Distribution Strategy.
6793         eager-friendly training step inside of a `tf.function`. With this
6796         distribution strategy is not specified the path uses a no-op
6838     *   Added fault-tolerance support for training Keras model via `model.fit()`
6858         of built-in training loops such as `tf.keras` `compile` and `fit`, we
6861     *   `NONE`: Weighted losses with one dimension reduced (axis=-1, or axis
6862         specified by loss function). When this reduction type used with built-in
6868         built-in training loops like `tf.keras` `compile`/`fit`.
6878     *   Allow non-Tensors through v2 losses.
6881     *   `add_update` can now be passed a zero-arg callable in order to support
6898     *   Post-training quantization tool supports quantizing weights shared by
6902     *   Post-training quantization tool supports fp16 weights and GPU delegate
6909     *   Add TensorFlow 2.0-compatible `TrtGraphConverterV2` API for TensorRT
6911         a named-tuple, `TrtConversionParams`, rather than as separate arguments
6914         is now done by calling `converter.build()` where previously
6924     *   Fix accidental quadratic graph construction cost in graph-mode
6935         (incl. anti-aliasing).
6938     *   Variadic reduce is supported on CPU Variadic reduce is supported on CPU
7000     *   Makes the a-normal form transformation in Pyct configurable as to which
7014         nonscalar predicate if has a single element. This does not affect non-V2
7030     *   Update docstring for gather to properly describe the non-empty
7035     *   Turn on MKL-DNN contraction kernels by default. MKL-DNN dynamically
7036         dispatches the best kernel implementation based on CPU vector
7037         architecture. To disable them, build with
7038         `--define=tensorflow_mkldnn_contraction_kernel=0`.
7041     *   Added top-k to precision and recall to keras metrics.
7058     *   Support both binary and -1/1 label input in v2 hinge and squared hinge
7064     *   Fix callbacks do not log values in eager mode when a deferred build
7070     *   Updating cosine similarity loss - removed the negate sign from cosine
7090 Raghunathan, Bhavani Subramanian, Bin Fan, blairhan, BléNesi Attila, Bodin-E,
7091 Brandon Carter, Bryan Cutler, candy.dc, Cao Zongyan, Casper Da Costa-Luis, Chao
7098 Ito-Fisher, eashtian3, Edward Forgacs, EFanZh, ejot, Elroy Ashtian Jr, Eric
7104 Gurpreet Singh, Gustavo Lima Chaves, Gyoung-Yoon Ryoo, haison, Hanton Yang,
7106 Hoeseong Kim, Huan Li (李卓桓), HåKon Sandsmark, I-Hong, I-Hong Jhuo, Ilham
7115 Weinmeister, Karthik Muthuraman, Kashif Rasul, Kay Zhu, Kbhute-Ibm, KDR, Keno
7116 Fischer, Kevin Mader, khanhlvg, Kilaru Yasaswi Sri Chandra Gandhi, Koan-Sin Tan,
7118 leike666666, leonard951, Leslie-Fang, Letian Kang, Li, Guizi, Loo Rong Jie,
7121 Grover, Marco Gaido, Marek Drozdowski, Margaret Maynard-Reid, Mark Ryan, mars20,
7125 Holcomb, minds, monklof, Moses Marin, mpppk, Mr. Metal, Mshr-H, musikisomorphie,
7126 nammbash, Natalia Gimelshein, Nathan Luehr, Nayana-Ibm, Nayana Thorat, neargye,
7128 Niklas SilfverströM, Niranjan Hasabnis, Nuka-137, Nutti, ocjosen, olicht,
7136 Sana-Damani, Saurabh Deoras, sdamani, Sean Morgan, seanshpark, Sebastien Iooss,
7137 Serv-Inc, Severen Redwood, Shahzad Lone, Shashank Gupta, shashvat, Shashvat
7139 sleighsoft, smilu97, Snease-Abq, Son Tran, Spencer Schaber, sremedios, Srini511,
7141 Sungmann Cho, sunway513, Supriya Rao, sxwang, Tae-Hwan Jung, Taehoon Lee, Takeo
7147 Srinivasan, Vincent, Vishnuvardhan Janapati, Vitor-Alves, Vivek Suryamurthy,
7148 wangsiyu, wateryzephyr, WeberXie, Wei Wang, WeijieSun, Wen-Heng (Jack) Chung,
7150 Xiaoquan Kong, Xin, Xinping Wang, Yan Facai (颜发才), Yann-Yy, Yasir Modak,
7152 Yuan (Terry) Tang, Yuchen Ying, Yves-Noel Weweler, zhangyujing, zjjott, zyeric,
7163 *   Turn on MKL-DNN contraction kernels by default. MKL-DNN dynamically
7164     dispatches the best kernel implementation based on CPU vector architecture.
7165     To disable them, build with --define=tensorflow_mkldnn_contraction_kernel=0.
7173     distribution strategy scope, outside of built-in training loops such as
7191 *   Updating cosine similarity loss - removed the negate sign from cosine
7196 *   Callbacks now log values in eager mode when a deferred build model is used.
7232     *   Added top-k to precision and recall to keras metrics.
7257         enums. #tf-metrics-convergence
7278     *   `add_update` can now be passed a zero-arg callable in order to support
7289     *   Variadic reduce is supported on CPU
7293     *   Post-training quantization tool supports quantizing weights shared by
7300         (incl. anti-aliasing).
7303     *   Turn on MKL-DNN contraction kernels by default. MKL-DNN dynamically
7304         dispatches the best kernel implementation based on CPU vector
7305         architecture. To disable them, build with
7306         --define=tensorflow_mkldnn_contraction_kernel=0.
7307     *   Support for multi-host ncclAllReduce in Distribution Strategy.
7312     *   Allow non-Tensors through v2 losses.
7317         unified backend between CPU and GPU mode, since the CuDNN kernel is
7318         using sigmoid, we change the default for CPU mode to sigmoid as well.
7319         With that, the default GRU will be compatible with both CPU and GPU
7322         checkpoint breaking change. If user want to use their 1.x pre-trained
7326     *   TF 2.0 - Update metric name to always reflect what the user has given in
7338     *   Support both binary and -1/1 label input in v2 hinge and squared hinge
7366         comma-separated list of base paths that are searched to find CUDA
7390 Norman, Dayananda V, Dayananda-V, delock, Denis Khalikov, Deven Desai, Dheeraj
7394 Pawelczak, Gyoung-Yoon Ryoo, HanGuo97, Hanton Yang, Hari Shankar, hehongliang,
7395 Heungsub Lee, Hoeseong Kim, I-Hong Jhuo, Ilango R, Innovimax, Irene Dea, Jacky
7401 kjopek, Koan-Sin Tan, kouml, ktaebum, Lakshay Tokas, Laurent Le Brun, Letian
7407 Moses Marin, Mshr-H, nammbash, Natalia Gimelshein, Nayana-Ibm, neargye, Neeraj
7409 Nuka-137, Nutti, olicht, P Sudeepam, Palmer Lao, Pan Daoxin, Pariksheet Pinjari,
7411 Soldatow, rthadur, Ruizhe, Ryan Jiang, Samantha Andow, Sami Kama, Sana-Damani,
7412 Saurabh Deoras, sdamani, seanshpark, Sebastien Iooss, Serv-Inc, Shahzad Lone,
7414 Snease-Abq, Spencer Schaber, sremedios, srinivasan.narayanamoorthy, Steve Lang,
7418 Vishwak Srinivasan, Vitor-Alves, wangsiyu, wateryzephyr, WeberXie, WeijieSun,
7419 Wen-Heng (Jack) Chung, wenxizhu, Will Battel, William D. Irons, wyzhao, Xin,
7420 Yasuhiro Matsumoto, ymodak, Yong Tang, Younes Khoudli, Yuan Lin, Yves-Noel
7428     CVE-2019-7317, CVE-2018-13785, and CVE-2018-14048.
7429 *   Updates `sqlite` dependency to 3.28.0 to not be affected by CVE-2018-20506,
7430     CVE-2018-20346, and CVE-2018-20505.
7458     scale the output l2-norm by `gain` and NOT by `sqrt(gain)`. (Note that these
7508         `"ii->"`.
7509     *   Add DCT-I and IDCT-I in `tf.signal.dct` and `tf.signal.idct`.
7518         Unicode encodings (UTF-8, UTF-16-BE, UTF-32-BE)
7523     *   Support multi-label quantile regression in estimator.
7537         between CPU and GPU mode, since the CuDNN kernel is using sigmoid, we
7538         change the default for CPU mode to sigmoid as well. With that, the
7539         default LSTM will be compatible with both CPU and GPU kernel. This will
7542         change. If user want to use their 1.x pre-trained checkpoint, please
7593     *   Disable static optimizations for input pipelines that use non-resource
7595     *   Add NUMA-aware MapAndBatch dataset.
7610     *   To build with Android NDK r14b, add "#include <linux/compiler.h>" to
7611         android-ndk-r14b/platforms/android-14/arch-*/usr/include/linux/futex.h
7649 Andrew Banchich, Andy Craze, Anton Dmitriev, Artem Malykh, Avijit-Nervana,
7668 Trevor Morris, Ubuntu, Vadim Borisov, vanderliang, wangsiyu, Wen Yun, Wen-Heng
7692         dataset to a single element using a user-provided reduce function.
7709         simplifies build and has comparable performance.
7721     *   In tf eager execution, allow re-entering a GradientTape context.
7722     *   Add tf_api_version flag. If --define=tf_api_version=2 flag is passed in,
7723         then bazel will build TensorFlow API version 2.0. Note that TensorFlow
7734 (David) Siu-Kei Muk, Ag Ramesh, Anton Dmitriev, Artem Sobolev, Avijit-Nervana,
7738 jiefangxuanyan, Johannes Bannhofer, Jonathan Homer, Koan-Sin Tan, kouml, Loo
7743 wangsiyu, weidankong, Wen-Heng (Jack) Chung, William D. Irons, Xin Jin, Yan
7758     *   Add multi-GPU DistributionStrategy support in tf.keras. Users can now
7761     *   Add multi-worker DistributionStrategy and standalone client support in
7801         worse performance in others - see docstring). The option also allows to
7823         rather than re-using a shared one.
7824     *   Fix FTRL L2-shrinkage behavior: the gradient from the L2 shrinkage term
7863 Koul, Aurelien Geron, Avijit, Avijit-Nervana, Ben, Benjamin H. Myara, bhack,
7871 Kate Hodesdon, Kb Sriram, Keishi Hattori, Kenneth Blomqvist, Koan-Sin Tan, Li
7880 Tristan Rice, TShapinsky, tucan, tucan9389, Vicente Reyes, Vilmar-Hillow, Vitaly
7881 Lavrukhin, wangershi, weidan.kong, weidankong, Wen-Heng (Jack) Chung, William D.
7883 Yamazaki, Yuan (Terry) Tang, Yuan, Man, zhaoyongke, ÁRon Ricardo Perez-Lopez,
7932     [Build TensorFlow from source](https://www.tensorflow.org/install/source).
7952         include a `PredictOutput` object in the `model_fn` for simple use-cases.
7978 *   Adding per-element weight support for `WALSComputePartialLhsAndRhsOp`.
7984 *   Build & link in secure gRPC components (switch from the insecure grpc
8047 eqy, Evgeniy Zheltonozhskiy, Freedom" Koan-Sin Tan, FréDéRic Branchaud-Charron,
8048 G K, gracehoney, Guillaume Klein, Guozhong Zhuang, Hsien-Yang Li, hsm207,
8064 *   Updated docs for `tf.keras`: New Keras-based
8084 *   Improved data-loading and text processing with:
8088 *   Added experimental support for new pre-made Estimators:
8101     site-packages/external into site-packages/tensorflow/include/external.
8165     *   Added `tf.train.Checkpoint` for reading/writing object-based
8167     *   Added LinearOperatorKronecker, a dense-free implementation of the
8180 Abdullah Alrasheed, Achal Shah, Ad-530, ADiegoCAlonso, Aditya Yogi, Ag Ramesh,
8182 Bhavani-Subramanian, braincodercn, Brett Koonce, Brian Nemsick, Brian Zier,
8185 Abecassis, Fergal Cotter, fo40225, foo0x29a, Freedom" Koan-Sin Tan, FréDéRic
8186 Branchaud-Charron, gdh1995, Geoffrey Irving, Giuseppe, gracehoney, Guido
8194 Niranjan Hasabnis, P-Hidringer, Paul Van Eck, Peng Yu, Qing Zhao, Qingying Chen,
8213 *   Added Gradient Boosted Trees as pre-made Estimators: BoostedTreesClassifier,
8219     communication<sup>[1](#rpc-issue)</sup>.
8248     *   During tensor-filter operations, allow exclusion of nodes by regular
8252     *   Add meta-distribution BatchReshape which reshapes batch dimensions.
8258     *   Add non-linear image warping ops: `tf.contrib.image.sparse_image_warp`,
8264     *   Low-level graph construction now calls the TensorFlow C API. This change
8280         multi-threaded environments.
8287     *   Fix non-uniformity of orthogonal matrices.
8288     *   Fix bug where multi-image Estimator eval summaries were not displayed
8291 <a name="rpc-issue"><sup>1</sup></a> The cancellation logic of the RPC op
8303 Wilder-James, Fanjin Zeng, Felix Abecassis, fo40225, George Sterpu, Giovanni
8322 *   Graph rewrites emulating fixed-point quantization compatible with TensorFlow
8377     *   Move LIBXSMM convolutions to a separate --define flag so that they are
8416 Wang, June-One, Kamil Sindi, Kb Sriram, Kdavis-Mozilla, Kenji, lazypanda1,
8417 Liang-Chi Hsieh, Loo Rong Jie, Mahesh Bhosale, MandarJKulkarni, ManHyuk, Marcus
8420 Penghao Cen, Phil, Raghuraman-K, resec, Rohin Mohanadas, Sandeep N Gupta, Scott
8435 *   New Optimizer internal API for non-slot variables. Descendants of
8439 *   FFT support added to XLA CPU/GPU.
8449     *   Add client-side throttle.
8471     *   Improved XLA support for C64-related ops log, pow, atan2, tanh.
8485     Google discovered in mid-December 2017 that the PTX-to-SASS compiler in CUDA
8487     decomposing 64-bit address calculations with large offsets (e.g. `load [x +
8488     large_constant]`) into 32-bit arithmetic in SASS.
8496     [downgrade](https://developer.nvidia.com/cuda-toolkit-archive) to CUDA 8.0.x
8499     TensorFlow will print a warning if you use XLA:GPU with a known-bad version
8512 Zhang, Daniyar, Darjan Salaj, Dave Maclachlan, David Norman, Dong--Jian,
8518 Julian Niedermeier, Julian Wolff, JxKing, K-W-W, Karl Lessard, Kasper Marstal,
8519 Keiji Ariyama, Koan-Sin Tan, Loki Der Quaeler, Loo Rong Jie, Luke Schaefer, Lynn
8522 Mohamed Aly, Mohammad Ashraf Bhuiyan, Myungjoo Ham, Naman Bhalla, Namrata-Ibm,
8525 Kapica, Peng Yu, Philip Yang, Pierre Blondeau, Po-Hsien Chu, powderluv, Puyu
8576     *   Support shape inference (i.e., shapes containing -1) in the Reshape
8592     *   Clarified that you can only install TensorFlow on 64-bit machines.
8612     *   Fix correctness bug in CPU and GPU implementations of Adadelta.
8616         `import_meta_graph` with a non-empty `import_scope` argument.
8650     *   Add `RevBlock`, a memory-efficient implementation of reversible residual
8657     *   GPU back-end now uses `ptxas` to compile generated PTX.
8679     Google discovered in mid-December 2017 that the PTX-to-SASS compiler in CUDA
8681     decomposing 64-bit address calculations with large offsets (e.g. `load [x +
8682     large_constant]`) into 32-bit arithmetic in SASS.
8690     [downgrade](https://developer.nvidia.com/cuda-toolkit-archive) to CUDA 8.0.x
8693     TensorFlow will print a warning if you use XLA:GPU with a known-bad version
8704 Thomé, Cem Eteke, cglewis, Changming Sun, Charles Shenton, Chi-Hung, Chris
8708 Donggeon Lim, dongpilYu, Dr. Kashif Rasul, Edd Wilder-James, Eric Lv, fcharras,
8714 Lessard, Kb Sriram, Keven Wang, Koan-Sin Tan, Kyle Mills, lanhin, LevineHuang,
8718 Traynor, miqlas, Namrata-Ibm, Nathan Luehr, Nathan Van Doorn, Noa Ezra, Nolan
8720 Yu, PinkySan, pks, powderluv, Qiao Hai-Jun, Qiao Longfei, Rajendra Arora, Ralph
8722 He, Sandeep Dcunha, sandipmgiri, Sang Han, scott, Scott Mudge, Se-Won Kim, Simon
8755 *   Add `tf.spectral.dct` for computing the DCT-II.
8756 *   Add Mel-Frequency Cepstral Coefficient support to `tf.contrib.signal` (with
8758 *   Add a self-check on `import tensorflow` for Windows DLL issues.
8762         expressions in tfdbg command-line interface. See
8773     ExportOutputs. For instance, a classifier may provide regression- and
8774     prediction-flavored outputs, in addition to the classification-flavored one.
8786 *   Extend `tf.contrib.distributions.bijector` API to handle some non-injective
8789     *   Generics (e.g., `Tensor<Integer>`) for improved type-safety (courtesy
8791     *   Support for multi-dimensional string tensors.
8809     log-det-jacobian.
8810 *   Fix `tf.random_gamma` incorrectly handling non-batch, scalar draws.
8813     system support are now default build options.
8829 *   Reorder some TF-GAN loss functions in a non-backwards compatible way.
8850 Dorokhov, Duncan Mac-Vicar P, EdwardDixon, EMCP, error.d, FAIJUL, Fan Xia,
8851 Francois Xavier, Fred Reiss, Freedom" Koan-Sin Tan, Fritz Obermeyer, Gao, Xiang,
8860 MtDersvan, Namrata-Ibm, Nathan Luehr, Naurril, Nayana Thorat, Nicolas Lopez,
8906 *   Adding TensorFlow-iOS CocoaPod for symmetry with tensorflow-android.
8912     *   Display summaries of numeric tensor values with the `-s` flag to command
8917         the `run -p` command.
8922 *   Added `tf.contrib.resampler`, containing CPU and GPU ops for differentiable
8938 *   Adds tf.contrib.nn.rank_sampled_softmax_loss, a sampled-softmax variant that
8958 *   A more efficient implementation of non-max suppression.
8959 *   Add support for the shrinkage-type L2 to FtrlOptimizer in addition to the
8971     transition to clusterspec-propagated configurations.
8975 *   Add fixed-grid ODE integration routines.
8991 *   Add in-memory caching to the Dataset API.
8998 *   When GPU is configured, do not require --config=cuda, instead, automatically
8999     build for GPU if this is requested in the configure script.
9000 *   Fix incorrect sampling of small probabilities in CPU/GPU multinomial.
9004 *   Allow uses of over-parameterized separable convolution.
9005 *   TensorForest multi-regression bug fix.
9013     *   Fixed a bug that prevented tfdbg from functioning with multi-GPU setups.
9023 Hundt, Androbin, Andy Kernahan, Anish Shah, Anthony Platanios, Arvinds-Ds, b1rd,
9030 Koan-Sin Tan, Fritz Obermeyer, Gao, Xiang, Gautam, Guenther Schmuelling, Gyu-Ho
9034 Alvarez-Gutierrez, Juang, Yi-Lin, Julian Viereck, Kaarthik Sivashanmugam, Karl
9068 *   Added libverbs-based RDMA support to contrib (courtesy @junshi15 from
9070 *   Bring `tf.feature_column.*` into the API. Non-deprecated functionality from
9081     will now build a 5-layer LSTM stack where each layer shares the **same**
9105     replaced by calling `embedding_lookup` or `layers.dense` as pre- or post-
9110 … (https://software.intel.com/en-us/articles/tensorflow-optimizations-on-modern-intel-architecture).
9115     manipulation: multi-dimensional transposition (conversion), split, concat,
9120 *   Support client-provided ClusterSpec's and propagate them to all workers to
9125 *   We released a new open-source version of TensorBoard.
9137 *   TensorFlow 1.2 may be the last time we build with cuDNN 5.1. Starting with
9138     TensorFlow 1.3, we will try to build all our prebuilt binaries with cuDNN
9185 *   Add tf.log_sigmoid(x) = tf.log(tf.sigmoid(x)) = -tf.nn.softplus(-x).
9210 *   The "run" command of tfdbg's command-line interface now supports filtering
9233 KhabarlakKonstantin, Koan-Sin Tan, krivard, Kwotsin, Leandro Gracia Gil, Li
9262 *   Added a new lightweight queue-like object - `RecordInput`.
9264 *   Bring `tf.estimator.*` into the API. Non-deprecated functionality from
9267 *   Docker images: TF images on gcr.io and Docker Hub are upgraded to
9272     *   New navigation bar in Curses-based UI
9284     the Mac GPU build working.
9317 *   Fix a bug in the WALS solver when single-threaded.
9326 *   Android demo: Makefile build functionality added to build.gradle to fully
9335 *   Fixed bfloat16 integration of LIBXSMM sparse mat-mul.
9337     input buffers to output buffers and perform computations in-place.
9338 *   Improved the performance of CPU assignment for strings.
9364 A. Besir Kurtulmus, Adal Chiriliuc, @akash, Alec-Desouza, Alex Rothberg, Alex
9378 @Lezcano, Li Yi, Luo Yun, @lurker, Mahmoud-Abuzaina, Mandeep Singh, Marek
9403     intended to be exposed. Please use the same objects through top-level `tf`
9412     domain-specific compiler for TensorFlow graphs, that targets CPUs and GPUs.
9413 *   TensorFlow Debugger (tfdbg): command-line interface and API.
9414 *   New python 3 docker images added.
9461 `tf.reciprocal` (component-wise reciprocal) to avoid confusion with `np.inv`
9528 *   Android: pre-built libs are now built nightly.
9529 *   Android: cmake/gradle build for TensorFlow Inference library under
9537 *   Improve speed of scatter_update on the cpu for ASSIGN operations.
9545 *   Add new queue-like `StagingArea` and new ops: `stage` and `unstage`.
9546 *   Enable inplace update ops for strings on CPU. Speed up string concat.
9592 *   Added a new library for library of matrix-free (iterative) solvers for
9593     linear equations, linear least-squares, eigenvalues and singular values in
9624     include `RNN` -> `rnn` in `tf.nn.rnn`, `tf.nn.dynamic_rnn` and moving from
9625     `Linear/Matrix` -> `weights` and `Linear/Bias` -> `biases` in most RNN
9658 *   Fixed bug causing incorrect number of threads to be used for multi-threaded
9660 *   Performance optimizations for `batch_matmul` on multi-core CPUs.
9680 Laurent Mazare, Leonard Lee, Liang-Chi Hsieh, Liangliang He, Luke Iwanski, Marek
9700 *   Improved support for NumPy style basic slicing including non-1 strides,
9702     like `foo[1, 2:4, tf.newaxis, ..., :-3:-1, :]` are now supported. In
9703     addition we have preliminary (non-broadcasting) support for sliced
9713     matrices or batches of matrices (CPU only).
9717     promoted the non-batch version of the ops to handle batches of matrices.
9733 *   Improved multi-threaded performance of `batch_matmul`.
9765 Egor-Krivov, Elia Palme, Eric Platon, Fabrizio Milo, Gaetan Semet, Georg
9766 Nebehay, Gu Wang, Gustav Larsson, @haosdent, Harold Cooper, Hw-Zz, @ichuang,
9769 @jpangburn, Jules Gagnon-Marchand, Karen Brems, @kborer, Kirill Bobyrev, Laurent
9771 Winkelmann, @mecab, Mu-Ik Jeon, Nand Dalal, Niels Ole Salscheider, Nikhil
9774 @suiyuan2009, Tiago Jorge, Tijmen Tieleman, @tvn, @tyfkda, Wang Yang, Wei-Ting
9786 *   Added graph-construction C API
9787 *   Major revision to the graph-construction C++ API
9788 *   Support makefile build for iOS
9790 *   Full version of TF-Slim available as `tf.contrib.slim`
9791 *   Added k-Means clustering and WALS matrix factorization
9798 *   New high-level ops in tf.contrib. {layers,metrics}
9816 Diesel, Charles-Emmanuel Dias, @chemelnucfin, Chris Lesniewski, Daeyun Shin,
9825 @Robin-des-Bois, Rohit Girdhar, Sam Abrahams, satok16, Sergey Kishchenko, Sharkd
9826 Tu, @shotat, Siddharth Agrawal, Simon Denel, @sono-bfio, SunYeop Lee, Thijs
9840 *   Added makefile for better cross-platform build support (C API only)
9852 *   Added support for using third-party Python optimization algorithms
9867     button and auto-reload, tooltips in scalar charts, run filtering, stable
9881 Jie, Lucas Moura, Łukasz Bieniasz-Krzywiec, Mario Cho, Maxim Grechkin, Michael
9882 Heilman, Mostafa Rahmani, Mourad Mourafiq, @ninotoshi, Orion Reblitz-Richardson,
9903 *   Allow use of (non-blocking) Eigen threadpool with
9917 *   `bool`-strictness: Tensors have to be explicitly compared to `None`
9935 @BanditCat, Bas Veeling, Cameron Chen, @cg31, Cheng-Lung Sung, Christopher
9938 @e-lin, Eurico Doirado, Erik Erwitt, Fabrizio Milo, @gaohuazuo, Iblis Lin, Igor
9949 Vlad Zagorodniy, Wei-Ting Kuo, Wenjian Huang, William Dmitri Breaden Madden,
9962 *   GPU Pip wheels are built with cuda 7.5 and cudnn-v4, making them required
9969 *   Improvements and fixes to Docker image.
9979 *   Added an easy way to add and dynamically load user-defined ops
9989 *   Open-sourced the doc generator
9990 *   Un-fork Eigen
9991 *   Simplified the `BUILD` files and cleaned up C++ headers
9992 *   TensorFlow can now be used as a submodule in another bazel build
10007     casting safety is handled by `saturate_cast`, which makes sure over- and
10015     *   `env.h` -> `../platform/env.h`
10016     *   `status.h` -> `../lib/core/status.h`
10017     *   `tensor.h` -> `../framework/tensor.h`
10018     *   `tensor_shape.h` -> `../framework/tensor_shape.h`
10019     *   `partial_tensor_shape.h` -> `../framework/partial_tensor_shape.h`
10029     currently maintained for short-term compatibility but will be removed.
10030 *   The non-public `nn.rnn` and the various `nn.seq2seq` methods now return just
10036     3-D images). The C++ `RandomCrop` op has been replaced with pure Python.
10038     `tf.test.get_temp_dir` and `tf.test.is_built_with_cuda` for PEP-8
10063 Taehoon Kim, Timothy J Laurent, Vlad Zavidovych, Yangqing Jia, Yi-Lin Juang,
10065 @Mandar-Shinde, @nsipplswezey, @ninotoshi, @panmari, @prolearner and
10079     [convnet benchmarks](https://github.com/soumith/convnet-benchmarks/issues/66)
10081     to moving to 32-bit indices, faster shuffling kernels. More improvements to
10091 ## Backwards-Incompatible Changes