Netspresso-trainer

New Features:

- Add MLFlow train tracking feature by `hglee98` in [PR 615](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/615)

Bug Fixes:

No changes to highlight.

Breaking Changes:

No changes to highlight.

Other Changes:

No changes to highlight.

New Features:

- Add cache_data option by `hglee98` in [PR 608](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/608)

Bug Fixes:

- Fix augmentation config of yolox training example by `hglee98` in [PR 610](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/610)

Breaking Changes:

- Upgrade torch to 2.0.1 by `illian01` in [PR 613](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/613)

Other Changes:

- Delete label_size, targets parameters from forward method across models by `hglee98` in [PR 611](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/611)

New Features:

- Add instance number logging feature for detection task by `hglee98` in [PR 577](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/577)
- Add Precision and Recall metric for detection task by `hglee98` in [PR 579](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/579)
- Add YOLOv9 by `hglee98` in [PR 585](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/585), [PR 586](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/586), [PR 592](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/592), [PR 593](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/593), [PR 595](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/595), [PR 589](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/589), [PR 590](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/590), [PR 597](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/597), [PR 598](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/598), [PR 601](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/601), [PR 602](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/602)
- Add prediction values to evaluation summary by `hglee98` in [PR 600](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/600)

Bug Fixes:

- Fix error of checkpoint saving by `hglee98` in [PR 580](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/580)
- Fix example scripts by `hglee98` in [PR 596](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/596)

Breaking Changes:

No changes to highlight.

Other Changes:

- Refactor RT-DETR and generalize CSPRepLayer and RepVGG block by `hglee98` in [PR 581](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/581), [PR 594](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/594)
- Generalize 2d pooling layers and define as custom layer by `hglee98` in [PR 583](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/583)
- Unify bbox transformation and IoU computing methods by `hglee98` in [PR 587](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/587)
- Update documents by `hglee98` in [PR 591](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/591)
- Update mosaic augmentation epoch specification by `hglee98` in [PR 604](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/604)

New Features:

- Add RandomResize2 by `illian01` in [PR 550](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/550)
- Add confidence score on detection visualization by `hglee98` in [PR 552](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/552)
- Add save_best_only option for saving model by `hglee98` in [PR 555](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/555), [PR 567](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/567)
- Add option to select best model saving criterion by `hglee98` and `illian01` in [PR 557](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/557), [PR 573](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/573), [PR 574](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/574)
- Add MultiStepLR scheduler by `hglee98` in [PR 559](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/559)
- Add class-wise metric analysis option by `illian01` in [PR 568](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/568)
- Add ReLU6 by `hglee98` in [PR 566](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/566)
- Add TFLite model evaluation feature by `hglee98` in [PR 563](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/563)
- Add YOLO-Fastest-v2 by `hglee98` in [PR 548](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/548)
- Add tabulating step for metric standard outputs by `illian01` in [PR 570](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/570)

Bug Fixes:

- Fix keyword error of segmentation training by `illian01` in [PR 551](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/551)
- Fix typo when saving optimizer state_dict by `hglee98` in [PR 553](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/553)
- Fix not initialized save_dtype error by `hglee98` in [PR 565](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/565)
- Fix mAP error in case of certain classes object is not in the dataset `hglee98` in [PR 571](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/571), [PR 572](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/572)

Breaking Changes:

- Massive refactoring metric modules and add flexible metric selecting option by `illian01` in [PR 564](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/564)

Other Changes:

No changes to highlight.

New Features:

- Add no_weight_decay and overwrite option in optimizer config by `illian01` in [PR 534](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/534)
- Fuse reparameterable layers before save by `hglee98` in [PR 531](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/531)
- Add ONNX model evaluation feature by `illian01` in [PR 539](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/539)
- Add ONNX export tool by `illian01` in [PR 541](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/541)
- Add VOC 2012 dataset auto-downloader by `illian01` in [PR 546](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/546)

Bug Fixes:

- Fix bug in RandomCrop and segmentation dataset getitem by `illian01` in [PR 535](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/535)
- Handle unexpected error during training rt-detr by `hglee98` in [PR 530](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/530)
- Fix no 'deploy' attribute error in fx model train phase by `illian01` in [PR 543](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/543)
- Fix bugs of PIDNet forward and saving by `illian01` in [PR 544](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/544)

Breaking Changes:

- Remove fx_model_path in model configuration and parsing model format by file extensions by `illian01` in [PR 538](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/538)

Other Changes:

- Document updates by `illian01` in [PR 533](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/533)
- Delete install command for the optional requirements from Dockerfile by `hglee98` in [PR 532](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/532)

New Features:

- Add RT-DETR by `illian01` and `hglee98` in [PR 490](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/490), [PR 491](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/491), [PR 494](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/494), [PR 498](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/498#pullrequestreview-2234711140), [PR 500](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/500), [PR 507](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/507), [PR 501](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/501)
- Add Objects365 dataset auto downloader by `hglee98` in [PR 482](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/482)
- Add ResNet model parameters to support various form by `illian01` in [PR 497](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/497), [PR 523](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/523)
- Add RandomIoUCrop, RandomZoomOut augmentation by `hglee98` in [PR 504](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/504)
- Add MobileNetV4 backbone by `illian01` and `hglee98` in [PR 516](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/516), [PR 520](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/520), [PR 526](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/526)
- Add gradient clipping feature by `hglee98` in [PR 506](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/506#pullrequestreview-2262064548)
- Enabled to control `ToTensor` and `Normalization` through config file by `illian01` in [PR 522](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/522)
- Enable to set onnx opset version through config file by `illian01` in [PR 525](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/525)

Bug Fixes:

- Fix handling error in case of error occured in first epoch by `illian01` in [PR 493](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/493)
- Fix error in FLOPs computation by `illian01` in [PR 499](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/499)

Breaking Changes:

No changes to highlight.

Other Changes:

- Update pi 4b deployment benchmark by `illian01` in [PR 492](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/492)
- Clamp bbox for detection dataset loading by `hglee98` in [PR 503](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/503#pullrequestreview-2247173939)
- Combine requirements and requirements-optional by `illian01` in [PR 517](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/517)