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The loss value should reflect the impact of the gamma parameter, as well.

Warnings about unused variables are quenched by simply incrementing the
variables in question. This makes the try_compile() call in CMake
succeed without warnings when checking for C++11 compatibility and using
-Wall.

When propagating the option "-Xclang -fcxx-exceptions" to targets
linking to dlib, the options with quotes are unknown to clang-cl.
Removing the quotes and splitting the arguments into two works fine.

Clang 7 increased the default template-depth to 1024.

When compiling with other compilers than MSVC, error messages about
C++11 support for versions below MSVC version 19.0.24210.0 were printed.
This happens, for example, when using clang-cl installed with the Visual
Studio Installer.

* Add focal gamma to loss_multibinary_log

* update release notes

* Update docs

* escape & in git_logs_as_xml

Notably, set_all_bn_running_stats_window_sizes and fuse_layers.

But also I took the chance to remove the superflous separators and
change the attribute of upsample layers from stride to scale.

* Refactor visitors into their own header

* Update visitor links in term index

* Move documentation from layers_abstract

* Add visitor to draw nets in the DOT language

* Add documentation

Problem: `Error while calling cudnnGetConvolutionForwardWorkspaceSize( context(), descriptor(data), (const cudnnFilterDescriptor_t)filter_handle, (const cudnnConvolutionDescriptor_t)conv_handle, descriptor(dest_desc), (cudnnConvolutionFwdAlgo_t)forward_algo, &forward_workspace_size_in_bytes) in file C:\a\2\s\3rdparty\dlib\dlib\cuda\cudnn_dlibapi.cpp:1029. code: 9, reason: CUDNN_STATUS_NOT_SUPPORTED` (#2532)

Solution: when this happens, select the best algorithms again - but this time bypassing the cache

Problem: Error while calling cudnnGetConvolutionBackwardFilterWorkspaceSize( context(), descriptor(data), descriptor(dest_desc), (const cudnnConvolutionDescriptor_t)conv_handle, (const cudnnFilterDescriptor_t)filter_handle, (cudnnConvolutionBwdFilterAlgo_t)backward_filters_algo, &backward_filters_workspace_size_in_bytes) in file C:\a\1\s\3rdparty\dlib\dlib\cuda\cudnn_dlibapi.cpp:1048. code: 9, reason: CUDNN_STATUS_NOT_SUPPORTED (#2527)

Solution: Do not apply the cuDNN 5.1 workaround if we have cuDNN version greater than or equal to 7

* Fix Barlow Twins loss gradient

* Update reference test accuracy after fix

* Round the empirical cross-correlation matrix

Just a tiny modification that allows the values to actually reach 255 (perfect white).

* Make github actions run the python unit tests

* why don't the pyhton tests run?

* run python tests

* don't run tests twice

* don't run cmake tests twice

* rename the CMake test to C++ since it's testing the C++ part of the library

And the python build uses cmake too, which makes the naming somewhat
confusing

* work around macos

* oops, fix spelling error

* Refactor not to use a matrix

* Add clang build

* Add job on clang-13 as well

* Disable the `gcc-11` job for now

* Add get_random_beta

* simplify beta distribution generation

* add tests

* fix condition and use full names for shape parameters

* remove unneeded include

* match test types to prevent Windows from failing tests

* Revert "remove unneeded include"

This reverts commit 35f55a96e91f4c4340a0bda344c494f1ce68d521.

* Revert "match test types to prevent Windows from failing tests"

This reverts commit a990307066e99cb56e15ae5de63e67e29cc72911.

* Revert "Revert "remove unneeded include""

This reverts commit 59be002c9e8b8a6ac395d87e6bf9d4b57af19d28.

* fix outdated message in DLIB_CASSERT

* relax mpc condition again

* Revert "relax mpc condition again"

This reverts commit 1d208c5dcf1ddc15e09e68e1e2e11145506729ae.

* Loop while both alpha and beta are zero

* Update dlib/rand/rand_kernel_abstract.h
Co-authored-by: Davis E. King <davis685@gmail.com>

* Add Reorg Layer

* Add Reorg Layer

* Fix typo

* fix grammar

* add missing input <-> output mappings to reorg

* Add reorg docs and term index entry

* Update dlib/cuda/tensor_tools.h
Co-authored-by: Davis E. King <davis@dlib.net>