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Bump tensorflow-gpu from 1.8.0 to 2.3.1
Bumps tensorflow-gpu from 1.8.0 to 2.3.1.
Release notes
Sourced from tensorflow-gpu's releases.
TensorFlow 2.3.1
Release 2.3.1
Bug Fixes and Other Changes
- Fixes an undefined behavior causing a segfault in
tf.raw_ops.Switch(CVE-2020-15190)- Fixes three vulnerabilities in conversion to DLPack format (CVE-2020-15191, CVE-2020-15192, CVE-2020-15193)
- Fixes two vulnerabilities in
SparseFillEmptyRowsGrad(CVE-2020-15194, CVE-2020-15195)- Fixes several vulnerabilities in
RaggedCountSparseOutputandSparseCountSparseOutputoperations (CVE-2020-15196, CVE-2020-15197, CVE-2020-15198, CVE-2020-15199, CVE-2020-15200, CVE-2020-15201)- Fixes an integer truncation vulnerability in code using the work sharder API (CVE-2020-15202)
- Fixes a format string vulnerability in
tf.strings.as_string(CVE-2020-15203)- Fixes segfault raised by calling session-only ops in eager mode (CVE-2020-15204)
- Fixes data leak and potential ASLR violation from
tf.raw_ops.StringNGrams(CVE-2020-15205)- Fixes segfaults caused by incomplete
SavedModelvalidation (CVE-2020-15206)- Fixes a data corruption due to a bug in negative indexing support in TFLite (CVE-2020-15207)
- Fixes a data corruption due to dimension mismatch in TFLite (CVE-2020-15208)
- Fixes several vulnerabilities in TFLite saved model format (CVE-2020-15209, CVE-2020-15210, CVE-2020-15211)
- Fixes several vulnerabilities in TFLite implementation of segment sum (CVE-2020-15212, CVE-2020-15213, CVE-2020-15214)
- Updates
sqlite3to3.33.00to handle CVE-2020-15358.- Fixes deprecated usage of
collectionsAPI- Removes
scipydependency fromsetup.pysince TensorFlow does not need it to install the pip packageTensorFlow 2.3.0
Release 2.3.0
Major Features and Improvements
tf.dataadds two new mechanisms to solve input pipeline bottlenecks and save resources:In addition checkout the detailed guide for analyzing input pipeline performance with TF Profiler.
tf.distribute.TPUStrategyis now a stable API and no longer considered experimental for TensorFlow. (earliertf.distribute.experimental.TPUStrategy).TF Profiler introduces two new tools: a memory profiler to visualize your model’s memory usage over time and a python tracer which allows you to trace python function calls in your model. Usability improvements include better diagnostic messages and profile options to customize the host and device trace verbosity level.
Introduces experimental support for Keras Preprocessing Layers API (
tf.keras.layers.experimental.preprocessing.*) to handle data preprocessing operations, with support for composite tensor inputs. Please see below for additional details on these layers.TFLite now properly supports dynamic shapes during conversion and inference. We’ve also added opt-in support on Android and iOS for XNNPACK, a highly optimized set of CPU kernels, as well as opt-in support for executing quantized models on the GPU.
Libtensorflow packages are available in GCS starting this release. We have also started to release a nightly version of these packages.
The experimental Python API
tf.debugging.experimental.enable_dump_debug_info()now allows you to instrument a TensorFlow program and dump debugging information to a directory on the file system. The directory can be read and visualized by a new interactive dashboard in TensorBoard 2.3 called Debugger V2, which reveals the details of the TensorFlow program including graph structures, history of op executions at the Python (eager) and intra-graph levels, the runtime dtype, shape, and numerical composistion of tensors, as well as their code locations.Breaking Changes
- Increases the minimum bazel version required to build TF to 3.1.0.
tf.data
- Makes the following (breaking) changes to the
tf.data.- C++ API: -
IteratorBase::RestoreInternal,IteratorBase::SaveInternal, andDatasetBase::CheckExternalStatebecome pure-virtual and subclasses are now expected to provide an implementation.- The deprecated
DatasetBase::IsStatefulmethod is removed in favor ofDatasetBase::CheckExternalState.- Deprecated overrides of
DatasetBase::MakeIteratorandMakeIteratorFromInputElementare removed.
... (truncated)
Changelog
Sourced from tensorflow-gpu's changelog.
Release 2.3.1
Bug Fixes and Other Changes
- Fixes an undefined behavior causing a segfault in
tf.raw_ops.Switch(CVE-2020-15190)- Fixes three vulnerabilities in conversion to DLPack format (CVE-2020-15191, CVE-2020-15192, CVE-2020-15193)
- Fixes two vulnerabilities in
SparseFillEmptyRowsGrad(CVE-2020-15194, CVE-2020-15195)- Fixes several vulnerabilities in
RaggedCountSparseOutputandSparseCountSparseOutputoperations (CVE-2020-15196, CVE-2020-15197, CVE-2020-15198, CVE-2020-15199, CVE-2020-15200, CVE-2020-15201)- Fixes an integer truncation vulnerability in code using the work sharder API (CVE-2020-15202)
- Fixes a format string vulnerability in
tf.strings.as_string(CVE-2020-15203)- Fixes segfault raised by calling session-only ops in eager mode (CVE-2020-15204)
- Fixes data leak and potential ASLR violation from
tf.raw_ops.StringNGrams(CVE-2020-15205)- Fixes segfaults caused by incomplete
SavedModelvalidation (CVE-2020-15206)- Fixes a data corruption due to a bug in negative indexing support in TFLite (CVE-2020-15207)
- Fixes a data corruption due to dimension mismatch in TFLite (CVE-2020-15208)
- Fixes several vulnerabilities in TFLite saved model format (CVE-2020-15209, CVE-2020-15210, CVE-2020-15211)
- Fixes several vulnerabilities in TFLite implementation of segment sum (CVE-2020-15212, CVE-2020-15213, CVE-2020-15214)
- Updates
sqlite3to3.33.00to handle CVE-2020-15358.- Fixes deprecated usage of
collectionsAPI- Removes
scipydependency fromsetup.pysince TensorFlow does not need it to install the pip packageRelease 2.2.1
... (truncated)
Commits
fcc4b96Merge pull request #43446 from tensorflow-jenkins/version-numbers-2.3.1-162514cf2230Update version numbers to 2.3.1eee8224Merge pull request #43441 from tensorflow-jenkins/relnotes-2.3.1-246720d41b1dUpdate RELEASE.mdd99bd63Insert release notes place-filld71d3ceMerge pull request #43414 from tensorflow/mihaimaruseac-patch-1-19c91596Fix missing importf9f12f6Merge pull request #43391 from tensorflow/mihaimaruseac-patch-43ed271bSolve leftover from merge conflict9cf3773Merge pull request #43358 from tensorflow/mm-patch-r2.3- Additional commits viewable in compare view
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