Netspresso-trainer

New Features:

- Construct head by config file by `illian01` in [PR 237](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/237)
- Construct neck by config file by `illian01` in [PR 249](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/249)
- Add model: RetinaNet by `illian01` in [PR 257](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/257)
- Select `gpus` with `environment` configuration by `deepkyu` in [PR 269](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/269)
- Return logging directory path and fix training interfaces by `deepkyu` in [PR 271](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/271)
- Add transform: AutoAugment by `illian01` in [PR 281](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/281)

Bug Fixes:

- Fix attribute error on fc by `illian01` in [PR 252](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/252)
- Restore file export for stream log by `deepkyu` in [PR 255](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/255)
- Fix CSV logging, configuration error, and misused loggings by `deepkyu` in [PR 259](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/259)
- Fix minor bug in train.py by `illian01` in [PR 277](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/277)
- Fix local classification dataset loader error by `illian01` in [PR 279](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/279)
- Fix safetensors file overwriting bug by `illian01` in [PR 289](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/289)
- Fix error on full model load by `illian01` in [PR 295](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/295)

Breaking Changes:

- Provide pytorch state dict with `.safetensors` and training summary with `.json` for a better utilization by `deepkyu` in [PR 262](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/262)

Other Changes:

- Refactoring for detection models by `illian01` in [PR 260](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/260)
- Equalize logging format with `PyNetsPresso` by `deepkyu` in [PR 263](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/263)
- Refactoring for clean docs by `illian01` in [PR 265](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/265), [PR 266](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/266), [PR 272](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/272), [PR 273](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/273), [PR 274](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/274), [PR 284](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/284)
- Update docs up-to-date by `illian01` in [PR 278](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/278)
- Refactoring model building code and move TASK_MODEL_DICT by `illian01` in [PR 282](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/282)
- Add eps param on RMSprop by `illian01` in [PR 285](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/285)
- Fix weights loading logic by `illian01` in [PR 287](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/287), [PR 290](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/290)
- Change pretrained checkpoint name convention and update weight path and url by `illian01` in [PR 291](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/291)
- Move seed field to environment config by `illian01` in [PR 292](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/292)
- Move ResNet and Fc implementation code to core directory by `illian01` in [PR 294](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/294)

New Features:

- Add a gpu option in `train_with_config` (only single-GPU supported) by `deepkyu` in [PR 219](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/219)
- Support augmentation for classification task: cutmix, mixup by `illian01` in [PR 221](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/221)
- Add model: MixNet by `illian01` in [PR 229](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/229)
- Add `model.name` to get the exact nickname of the model by `deepkyu` in [PR 243](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/243/)
- Add transforms: RandomErasing and TrivialAugmentationWide by `illian01` in [PR 246](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/246)

Bug Fixes:

- Fix PIDNet model dataclass task field by `illian01` in [PR 220](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/220)
- Fix default criterion value of classification `illian01` in [PR 238](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/238)
- Fix model access of 2-stage detection pipeline to compat with distributed environment by `illian` in [PR 239](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/239)

Breaking Changes:

- Enable dataset augmentation customizing by `illian01` in [PR 201](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/201)
- Add postprocessor module by `illian01` in [PR 223](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/223)
- Equalize the model backbone configuration format by `illian01` in [PR 228](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/228)
- Separate FPN and PAFPN as neck module by `illian01` in [PR 234](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/234)
- Auto-download pretrained checkpoint from AWS S3 by `deepkyu` in [PR 244](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/244)

Other Changes:

- Update ruff rule (`W`) by `deepkyu` in [PR 218](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/218)
- Integrate classification loss modules by `illian01` in [PR 226](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/226)

New Features:

- Add YOLOX model by `illian01` in [PR 195](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/195), [PR 212](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/212)
- Fix Faster R-CNN detection head to compat with PyNP compressor by `illian01` in [PR 184](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/184), [PR 194](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/194), [PR 204](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/204)
- Support multi-GPU training with `netspresso-train` entrypoint by `deepkyu`, `illian01` and `Only-bottle` in [PR 213](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/213)

Bug Fixes:

- Remove fx training flag in entry point by `illian01` in [PR 188](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/188)
- Fix bounding box coordinates computing error on random flip augmentation by `illian01` in [PR 211](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/211)

Breaking Changes:

- Release NetsPresso Trainer colab tutorial `illian01` in [PR 191](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/191)
- Support training with python-level config by `deepkyu` in [PR 205](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/205)

Other Changes:

- Refactoring models/op module by `illian01` in [PR 189](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/189), [PR 190](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/190)
- Parameterize activation function of BasicBlock and Bottleneck by `illian01` in [PR193](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/193)
- Modify MobileNetV3 to stage format and remove forward hook by `illian01` in [PR 199](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/199)
- Substitute MACs counter with `fvcore` library to sync with NetsPresso by `deepkyu` and `Only-bottle` in [PR 202](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/202)
- Enable to compute metric with all training samples by `illian01` in [PR 210](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/210)

New Features:

- Add MobileNetV3 by `illian01` in [PR 173](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/173)
- Handling for fp16 fx model by `illian01` in [PR 175](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/175)
- Deploy Gradio simulators to Hugging Face Space by `deepkyu` in [PR 181](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/181)

Bug Fixes:

No changes to highlight.

Breaking Changes:

No changes to highlight.

Other Changes:

- Removed `model_name` check in `create_transform_segmentation` function by `illian01` in [Pr 176](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/176)
- Combine entry point to `train.py` by `illian01` in [Pr 180](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/180)

New Features:

No changes to highlight.

Bug Fixes:

- ⚠️ Fix pypi package import by `deepkyu` in [PR 169](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/169)

Breaking Changes:

No changes to highlight.

Other Changes:

No changes to highlight.

New Features:

- Support RGB segmentation map and class with label value by `deepkyu` in [PR 163](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/163)

Bug Fixes:

- Fix import error for `Sequence` by `illian01` in [PR 155](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/155)
- Add last epoch validation and delete save_converted_model by `illian01` in [PR 157](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/157)

Breaking Changes:

No changes to highlight.

Other Changes:

- Add onnx save in best model saving step of graph model training by `illian01` in [PR 160](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/160).
- Update to keep community standards by `illian01` in [PR 162](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/162)
- Update a lot of contents in docs (but not finished...) by `deepkyu` in [PR 165](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/165)
- Add github workflow for pypi packaging by `deepkyu` in [PR 166](https://github.com/Nota-NetsPresso/netspresso-trainer/pull/166)