GitLab

* style: Added typing in models._utils

* fix: Removed non-necessary import

* fix: Removed type annotation of forward method

* refactor: Removed un-necessary import

* Switching to Pytorch's clang-formatter.

* Replacing binary.

* docs: Fixed docstring of RandomResizedCrop

* docs: Updated docstring
Co-authored-by: vfdev <vfdev.5@gmail.com>

* feat: Updated FrozenBN eps to align with BatchNorm

* feat: Added eps to __repr__ of FrozenBN

* test: Updated unittest of __repr__ for FrozenBN

* test: Updated unittest for eps value in BN and FrozenBN

* fix: Revert FrozenBN eps value

* test: Revert test on eps alignment between FrozenBN and BN

Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

Co-authored-by: vfdev <vfdev.5@gmail.com>

* feat: Added __repr__ to MultiScaleRoIAlign

* test: Added unittest for __repr__ of MultiScaleRoIAlign

* feat: Added feature map names in __repr__

* test: Updated unittest
Co-authored-by: vfdev <vfdev.5@gmail.com>

* Vectorize operations, across all feaure levels.

* Remove unnecessary other_outputs variable.

* Split per feature level.

* Perform batched_nms across feature levels.

* Add extra parameter for limiting detections before and after nms.

* Restoring default threshold.

* Apply suggestions from code review
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* Renaming variable.
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

ROCM builds were being picked up for CUDA 10.2 builds since they do not
specify a version suffix. We can utilize the CU_VERSION to be specific
about which index to actually pull from.
Signed-off-by: Eli Uriegas <eliuriegas@fb.com>

* Ensure torchvision operators are registered in C++ via weak symbols

* Add note to README on how to ensure that torchvision operators are available in C++

* Fix dllimport/dllexport on windows, format files

* Factor out common macros in single file

* Expose cuda_version in the API, use it to avoid pruning of ops initializer

* Modify expected value and threshold for retinanet unit-test.

* Disable tests on GPU
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* Fix external DLL loading on wheels

* Use SetDefaultDllDirectoriess and AddDllDirectory

* Add previous paths

* Trigger debug

* Do not call SetDefaultDllDirectories.

* Do not call loadlibrary if the extensions were not compiled

* Fix lint issues

* Removing unnecessary variable.

* Refactoring common_utils.py to remove unused vars.

* Removing unused value and changing use of accept_output.
Co-authored-by: vfdev <vfdev.5@gmail.com>
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* [DEBUG] Check wheel relocation issues

* Call delocate on Mac

* Use yum instead of conda

* Do not copy ffmpeg dylibs

* Linux dry run

* Do not download FFmpeg on Mac

* Install bzip2

* Restore FFmpeg on Windows

* Remove ffmpeg temporarily

* Do not remove dependencies

* Disable FFmpeg temporarily on Linux wheels

* Test relocation in Linux

* Add docstring

* Call relocation script

* Minor error correction

* Import auditwheel only on Linux

* Restore ffmpeg again on Windows

* Return *device

* Try fix Windows

* Fix clang-format

* Start windows patchwork

* Copy all DLLs

* Disable FFmpeg on Windows for now

* Bugfix
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* Video reader now returns dicts

* docs update

* Minor improvements
Co-authored-by: Bruno Korbar <bjuncek@Frazz.local>
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* Added rois shape check in C++

* Fixes code formatting

* Remove accidental include

* - Updated code according to the review
- Replaced old AT_ASSERT/ERROR by new TORCH_CHECK

* Add rough implementation of RetinaNet.

* Move AnchorGenerator to a seperate file.

* Move box similarity to Matcher.

* Expose extra blocks in FPN.

* Expose retinanet in __init__.py.

* Use P6 and P7 in FPN for retinanet.

* Use parameters from retinanet for anchor generation.

* General fixes for retinanet model.

* Implement loss for retinanet heads.

* Output reshaped outputs from retinanet heads.

* Add postprocessing of detections.

* Small fixes.

* Remove unused argument.

* Remove python2 invocation of super.

* Add postprocessing for additional outputs.

* Add missing import of ImageList.

* Remove redundant import.

* Simplify class correction.

* Fix pylint warnings.

* Remove the label adjustment for background class.

* Set default score threshold to 0.05.

* Add weight initialization for regression layer.

* Allow training on images with no annotations.

* Use smooth_l1_loss with beta value.

* Add more typehints for TorchScript conversions.

* Fix linting issues.

* Fix type hints in postprocess_detections.

* Fix type annotations for TorchScript.

* Fix inconsistency with matched_idxs.

* Add retinanet model test.

* Add missing JIT annotations.

* Remove redundant model construction

Make tests pass

* Fix bugs during training on newer PyTorch and unused params in DDP

Needs cleanup and to add back support for images with no annotations

* Cleanup resnet_fpn_backbone

* Use L1 loss for regression

Gives 1mAP improvement over smooth l1

* Disable support for images with no annotations

Need to fix distributed first

* Fix retinanet tests

Need to deduplicate those box checks

* Fix Lint

* Add pretrained model

* Add training info for retinanet
Co-authored-by: Hans Gaiser <hansg91@gmail.com>
Co-authored-by: Hans Gaiser <hans.gaiser@robovalley.com>
Co-authored-by: Hans Gaiser <hans.gaiser@robohouse.com>

* Warn if torchvision imported from repo root

This is likely to fail as mentioned in #2239

* Only warn if ops are missing

* Minor improvements to VideoReader

* update jupyter notebook with new naming
Co-authored-by: Bruno Korbar <bjuncek@gmail.com>

Co-authored-by: vfdev <vfdev.5@gmail.com>

* Adding checks on forward and backward passes.

* Adding unit-tests.

* initial API documentation attempt

* test the docs

* initial commit

* updating test to match the registration

* adding the warning on unsucessful import

* Try to do conditional import

* Simple fix?

* clearing up docs

* docstring commit

* Adding types in arguments
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* reverting warning commit

* addressing Francisco's comments

* Apply suggestions from code review
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* Revert "reverting warning commit"

This reverts commit bd1a3dd4f3b97709ab59c744962e11174757f8ce.

* Revert "adding the warning on unsucessful import"

This reverts commit afef7df9eaa73bf80246e6d9114cb4c30b16f0ce.

* remove warnings import
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* Add compatibility checks for C++ extensions

* Fix lint

* gitignore now supports IPYNB aux files

* Adding the reference ipython notebook

* Update location

* link fix

* Add autodownload for colab

* rename and address fmassa's comments

* nitpicks

* nitpicks

* Apply suggestions from code review
Co-authored-by: Francisco Massa <fvsmassa@gmail.com>

* Improve read_file for Windows

* Fix lint

* Use _stat64 instead

* Apply suggesion

* Fix lint