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1 Commits

Author SHA1 Message Date
Adrià Arrufat
2e8bac1915
Add dnn self supervised learning example (#2434)
* wip: loss goes down when training without a dnn_trainer

if I use a dnn_trainer, it segfaults (also with bigger batch sizes...)

* remove commented code

* fix gradient computation (hopefully)

* fix loss computation

* fix crash in input_rgb_image_pair::to_tensor

* fix alias tensor offset

* refactor loss and input layers and complete the example

* add more data augmentation

* add documentation

* add documentation

* small fix in the gradient computation and reuse terms

* fix warning in comment

* use tensor_tools instead of matrix to compute the gradients

* complete the example program

* add support for mult-gpu

* Update dlib/dnn/input_abstract.h

* Update dlib/dnn/input_abstract.h

* Update dlib/dnn/loss_abstract.h

* Update examples/dnn_self_supervised_learning_ex.cpp

* Update examples/dnn_self_supervised_learning_ex.cpp

* Update examples/dnn_self_supervised_learning_ex.cpp

* Update examples/dnn_self_supervised_learning_ex.cpp

* [TYPE_SAFE_UNION] upgrade (#2443)

* [TYPE_SAFE_UNION] upgrade

* MSVC doesn't like keyword not

* MSVC doesn't like keyword and

* added tests for emplate(), copy semantics, move semantics, swap, overloaded and apply_to_contents with non void return types

* - didn't need is_void anymore
- added result_of_t
- didn't really need ostream_helper or istream_helper
- split apply_to_contents into apply_to_contents (return void) and visit (return anything so long as visitor is publicly accessible)

* - updated abstract file

* - added get_type_t
- removed deserialize_helper dupplicate
- don't use std::decay_t, that's c++14

* - removed white spaces
- don't need a return-statement when calling apply_to_contents_impl()
- use unchecked_get() whenever possible to minimise explicit use of pointer casting. lets keep that to a minimum

* - added type_safe_union_size
- added type_safe_union_size_v if C++14 is available
- added tests for above

* - test type_safe_union_size_v

* testing nested unions with visitors.

* re-added comment

* added index() in abstract file

* - refactored reset() to clear()
- added comment about clear() in abstract file
- in deserialize(), only reset the object if necessary

* - removed unecessary comment about exceptions
- removed unecessary // -------------
- struct is_valid is not mentioned in abstract. Instead rather requiring T to be a valid type, it is ensured!
- get_type and get_type_t are private. Client code shouldn't need this.
- shuffled some functions around
- type_safe_union_size and type_safe_union_size_v are removed. not needed
- reset() -> clear()
- bug fix in deserialize() index counts from 1, not 0
- improved the abstract file

* refactored index() to get_current_type_id() as per suggestion

* maybe slightly improved docs

* - HURRAY, don't need std::result_of or std::invoke_result for visit() to work. Just privately define your own type trait, in this case called return_type and return_type_t. it works!
- apply_to_contents() now always calls visit()

* example with private visitor using friendship with non-void return types.

* Fix up contracts

It can't be a post condition that T is a valid type, since the choice of T is up to the caller, it's not something these functions decide.  Making it a precondition.

* Update dlib/type_safe_union/type_safe_union_kernel_abstract.h

* Update dlib/type_safe_union/type_safe_union_kernel_abstract.h

* Update dlib/type_safe_union/type_safe_union_kernel_abstract.h

* - added more tests for copy constructors/assignments, move constructors/assignments, and converting constructors/assignments
- helper_copy -> helper_forward
- added validate_type<T> in a couple of places

* - helper_move only takes non-const lvalue references. So we are not using std::move with universal references !
- use enable_if<is_valid<T>> in favor of validate_type<T>()

* - use enable_if<is_valid<T>> in favor of validate_type<T>()

* - added is_valid_check<>. This wraps enable_if<is_valid<T>,bool> and makes use of SFINAE more robust

Co-authored-by: pfeatherstone <peter@me>
Co-authored-by: pf <pf@me>
Co-authored-by: Davis E. King <davis685@gmail.com>

* Just minor cleanup of docs and renamed some stuff, tweaked formatting.

* fix spelling error

* fix most vexing parse error

Co-authored-by: Davis E. King <davis@dlib.net>
Co-authored-by: pfeatherstone <45853521+pfeatherstone@users.noreply.github.com>
Co-authored-by: pfeatherstone <peter@me>
Co-authored-by: pf <pf@me>
Co-authored-by: Davis E. King <davis685@gmail.com>
2021-10-29 22:26:38 -04:00