Update more/missing type qualifiers to lowercase MkDocs admonitions (#16215)

Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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Jan Knobloch 2024-09-11 18:30:13 +02:00 committed by GitHub
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148 changed files with 223 additions and 223 deletions

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, configuration, cfg2dict, get_cfg, check_cfg, save_d
# Reference for `ultralytics/cfg/__init__.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/cfg/__init__.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, image annotation, YOLO, SAM, Python script, GitHub, objec
# Reference for `ultralytics/data/annotator.py`
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/annotator.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/annotator.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, image augmentation, MixUp, Mosaic, Random Perspective, de
# Reference for `ultralytics/data/augment.py`
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/augment.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/augment.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, BaseDataset, image processing, data augmentation, YOLO, d
# Reference for `ultralytics/data/base.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/base.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/base.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, Data Builders, InfiniteDataLoader, YOLO dataset, build.py
# Reference for `ultralytics/data/build.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/build.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/build.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, data conversion, YOLO models, COCO, DOTA, YOLO bbox2segme
# Reference for `ultralytics/data/converter.py`
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/converter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/converter.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLODataset, object detection, segmentation, dataset load
# Reference for `ultralytics/data/dataset.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/dataset.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/dataset.py) 🛠️. Thank you 🙏!

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@ -6,7 +6,7 @@ keywords: Ultralytics, YOLO, data explorer, image querying, embeddings, similari
# Reference for `ultralytics/data/explorer/explorer.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/explorer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/explorer.py) 🛠️. Thank you 🙏!

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@ -6,7 +6,7 @@ keywords: Ultralytics, Explorer, GUI, dash, documentation, data explorer, AI que
# Reference for `ultralytics/data/explorer/gui/dash.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/gui/dash.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/gui/dash.py) 🛠️. Thank you 🙏!

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@ -6,7 +6,7 @@ keywords: Ultralytics, data explorer, utils, schema, sanitize batch, plot query
# Reference for `ultralytics/data/explorer/utils.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/explorer/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/explorer/utils.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, data loaders, SourceTypes, LoadStreams, LoadScreenshots,
# Reference for `ultralytics/data/loaders.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/loaders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/loaders.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, DOTA dataset, data splitting, YOLO, Python, bbox_iof, loa
# Reference for `ultralytics/data/split_dota.py`
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/split_dota.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/split_dota.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, dataset utils, data handling, image verification, Python,
# Reference for `ultralytics/data/utils.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/data/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/data/utils.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLOv8, export formats, ONNX, TensorRT, CoreML, machine learning model
# Reference for `ultralytics/engine/exporter.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/exporter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/exporter.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO model, Ultralytics, machine learning, deep learning, PyTorch mode
# Reference for `ultralytics/engine/model.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/model.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, Base Predictor, image inference, video inference, m
# Reference for `ultralytics/engine/predictor.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/predictor.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/predictor.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, engine results, BaseTensor, Results class, Boxes, Masks,
# Reference for `ultralytics/engine/results.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/results.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/results.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, BaseTrainer, model training, configuration, dataset
# Reference for `ultralytics/engine/trainer.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/trainer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/trainer.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, hyperparameter tuning, machine learning, deep learn
# Reference for `ultralytics/engine/tuner.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/tuner.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/tuner.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, BaseValidator, model validation, PyTorch, TensorFlow, ONN
# Reference for `ultralytics/engine/validator.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/engine/validator.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/engine/validator.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics HUB API, login, logout, reset model, export model, check d
# Reference for `ultralytics/hub/__init__.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/__init__.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, authentication, API key, cookies, Auth class, YOLO, API,
# Reference for `ultralytics/hub/auth.py`
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/auth.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/auth.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, GCP, Google Cloud Platform, regions, latency testing, clo
# Reference for `ultralytics/hub/google/__init__.py`
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/google/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/google/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/google/__init__.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, HUBTrainingSession, model training, heartbeats, che
# Reference for `ultralytics/hub/session.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/session.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/session.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, HUB, Utilities, YOLO, smart_request, request_with_credent
# Reference for `ultralytics/hub/utils.py`
!!! Note
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This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/hub/utils.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: FastSAM, Ultralytics, model interface, YOLO, deep learning, machine le
# Reference for `ultralytics/models/fastsam/model.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/model.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, Fast SAM Predictor, YOLO, segmentation, prediction, AI mo
# Reference for `ultralytics/models/fastsam/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: FastSAM, bounding boxes, IoU, Ultralytics, image processing, computer
# Reference for `ultralytics/models/fastsam/utils.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/utils.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: FastSAM Validator, Ultralytics, YOLO, segmentation, validation, metric
# Reference for `ultralytics/models/fastsam/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/fastsam/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, YOLO-NAS, object detection, pre-trained models, mac
# Reference for `ultralytics/models/nas/model.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/model.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, NASPredictor, object detection, machine learning, A
# Reference for `ultralytics/models/nas/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, NASValidator, object detection, non-maximum suppres
# Reference for `ultralytics/models/nas/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/nas/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/nas/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: RT-DETR, real-time object detection, Vision Transformer, Ultralytics,
# Reference for `ultralytics/models/rtdetr/model.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/model.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: RTDETRPredictor, Ultralytics, Real-Time Detection Transformer, object
# Reference for `ultralytics/models/rtdetr/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: RTDETRTrainer, real-time object detection, Vision Transformers, YOLO,
# Reference for `ultralytics/models/rtdetr/train.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/train.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: RTDETR, Ultralytics, object detection, tracking, YOLO, RTDETRDataset,
# Reference for `ultralytics/models/rtdetr/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/rtdetr/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/rtdetr/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, AMG, API Reference, models, mask stability, crop box
# Reference for `ultralytics/models/sam/amg.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/amg.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/amg.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM model, Segment Anything Model, SAM 2 model, Segment A
# Reference for `ultralytics/models/sam/build.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/build.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/build.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, Segment Anything Model, SAM 2, Segment Anything Mode
# Reference for `ultralytics/models/sam/model.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/model.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM encoder, SAM 2 encoder, DropPath, MaskDownSampler, CX
# Reference for `ultralytics/models/sam/modules/blocks.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/blocks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/blocks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/blocks.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, MaskDecoder, MLP, machine learning, transformer architect
# Reference for `ultralytics/models/sam/modules/decoders.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/decoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/decoders.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM encoder, ImageEncoderViT, PromptEncoder, PositionEmbe
# Reference for `ultralytics/models/sam/modules/encoders.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/encoders.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/encoders.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM 2 encoder, MemoryAttentionLayer, MemoryAttention
# Reference for `ultralytics/models/sam/modules/memory_attention.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/memory_attention.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/memory_attention.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/memory_attention.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM Module, SAM 2 Module, object segmentation, image enco
# Reference for `ultralytics/models/sam/modules/sam.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/sam.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/sam.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, TinyViT, Conv2d_BN, PatchEmbed, MBConv, Attention, PyTorc
# Reference for `ultralytics/models/sam/modules/tiny_encoder.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/tiny_encoder.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/tiny_encoder.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, TwoWayTransformer, module, deep learning, transformer, ob
# Reference for `ultralytics/models/sam/modules/transformer.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/transformer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/transformer.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, SAM 2, API Reference, models, window partition, data
# Reference for `ultralytics/models/sam/modules/utils.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/modules/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/modules/utils.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, SAM, Segment Anything Model, SAM 2, Segment Anything Mode
# Reference for `ultralytics/models/sam/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/sam/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/sam/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: ultralytics, YOLO, DETR, RT-DETR, loss functions, object detection, de
# Reference for `ultralytics/models/utils/loss.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/loss.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/loss.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, models, utils, operations, HungarianMatcher, get_cdn_grou
# Reference for `ultralytics/models/utils/ops.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/utils/ops.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/utils/ops.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, ClassificationPredictor, Ultralytics, model prediction, preproce
# Reference for `ultralytics/models/yolo/classify/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, Ultralytics, classification, training, machine learning, deep le
# Reference for `ultralytics/models/yolo/classify/train.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/train.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, classification, validation, ClassifyMetrics, Confus
# Reference for `ultralytics/models/yolo/classify/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/classify/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/classify/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, Ultralytics, DetectionPredictor, object detection, Python, machi
# Reference for `ultralytics/models/yolo/detect/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, DetectionTrainer, training, object detection, machi
# Reference for `ultralytics/models/yolo/detect/train.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/train.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO validation, detection validation, YOLO metrics, Ultralytics, obje
# Reference for `ultralytics/models/yolo/detect/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/detect/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/detect/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, object detection, Ultralytics, YOLO model, machine learning, Pyt
# Reference for `ultralytics/models/yolo/model.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/model.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/model.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, OBBPredictor, oriented bounding box, object detecti
# Reference for `ultralytics/models/yolo/obb/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, OBB Trainer, Oriented Bounding Box, Machine Learnin
# Reference for `ultralytics/models/yolo/obb/train.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/train.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, OBBValidator, Oriented Bounding Boxes, DetectionVal
# Reference for `ultralytics/models/yolo/obb/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/obb/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/obb/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, Pose Prediction, Ultralytics, PosePredictor, YOLOv8, Machine Lea
# Reference for `ultralytics/models/yolo/pose/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: PoseTrainer, YOLO, Ultralytics, pose models, training, model configura
# Reference for `ultralytics/models/yolo/pose/train.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/train.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, PoseValidator, pose validation, machine learning, o
# Reference for `ultralytics/models/yolo/pose/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/pose/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/pose/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, SegmentationPredictor, machine learning, computer vision, object
# Reference for `ultralytics/models/yolo/segment/predict.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/predict.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/predict.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, segmentation, train, Ultralytics, SegmentationTrainer, Python, m
# Reference for `ultralytics/models/yolo/segment/train.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/train.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, segmentation, validator, Ultralytics, model validation, machine
# Reference for `ultralytics/models/yolo/segment/val.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/segment/val.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/segment/val.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, World Model, training, deep learning, computer visi
# Reference for `ultralytics/models/yolo/world/train.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, WorldTrainer, open-set datasets, training, evaluation, build dat
# Reference for `ultralytics/models/yolo/world/train_world.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/yolo/world/train_world.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/models/yolo/world/train_world.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi
# Reference for `ultralytics/nn/autobackend.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/autobackend.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/autobackend.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: ultralytics, activation functions, neural networks, Unified activation
# Reference for `ultralytics/nn/modules/activation.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/activation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/activation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/activation.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, neural networks, block modules, DFL, Proto, HGStem,
# Reference for `ultralytics/nn/modules/block.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/block.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/block.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, convolution modules, Conv, LightConv, GhostConv, YOLO, de
# Reference for `ultralytics/nn/modules/conv.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/conv.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/conv.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
# Reference for `ultralytics/nn/modules/head.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/head.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/head.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans
# Reference for `ultralytics/nn/modules/transformer.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/transformer.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/transformer.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, PyTorch, utils, initialization, inverse sigmoid, multisca
# Reference for `ultralytics/nn/modules/utils.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/modules/utils.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/modules/utils.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, nn tasks, DetectionModel, PoseModel, RTDETRDetectio
# Reference for `ultralytics/nn/tasks.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/nn/tasks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/nn/tasks.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, AI Gym, YOLO, pose detection, gym step counting, real-tim
# Reference for `ultralytics/solutions/ai_gym.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/ai_gym.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/ai_gym.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, Analytics, Python, visual analytics, line chart, bar char
# Reference for `ultralytics/solutions/analytics.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/analytics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/analytics.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/analytics.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, distance calculation, object tracking, real-time video, c
# Reference for `ultralytics/solutions/distance_calculation.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/distance_calculation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/distance_calculation.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, Heatmap, Python, Real-time Video, Object Tracking, cv2, S
# Reference for `ultralytics/solutions/heatmap.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/heatmap.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/heatmap.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, Object Counter, Real-time Tracking, Video Stream, Python,
# Reference for `ultralytics/solutions/object_counter.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/object_counter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/object_counter.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, parking management, computer vision, parking monito
# Reference for `ultralytics/solutions/parking_management.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/parking_management.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/parking_management.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, queue management, object tracking, real-time video, Pytho
# Reference for `ultralytics/solutions/queue_management.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/queue_management.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/queue_management.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, speed estimation, YOLO, real-time tracking, object tracki
# Reference for `ultralytics/solutions/speed_estimation.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/speed_estimation.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/speed_estimation.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLOv8, live inference, real-time object detection, Strea
# Reference for `ultralytics/solutions/streamlit_inference.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/streamlit_inference.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/solutions/streamlit_inference.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/solutions/streamlit_inference.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, object tracking, BaseTrack, TrackState, tracking me
# Reference for `ultralytics/trackers/basetrack.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/basetrack.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/basetrack.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, Bot SORT, BOTrack, BOTSORT, YOLOv8, object tracking, Kalm
# Reference for `ultralytics/trackers/bot_sort.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/bot_sort.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/bot_sort.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, BYTETracker, object tracking, Kalman filter, YOLOv8, docu
# Reference for `ultralytics/trackers/byte_tracker.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/byte_tracker.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/byte_tracker.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, object tracking, track.py, on_predict_start, on_pre
# Reference for `ultralytics/trackers/track.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/track.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/track.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: GMC, Generalized Motion Compensation, Ultralytics, tracking, object de
# Reference for `ultralytics/trackers/utils/gmc.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/gmc.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/gmc.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Kalman Filter, Object Tracking, Python, Ultralytics, YOLO, Bounding Bo
# Reference for `ultralytics/trackers/utils/kalman_filter.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/kalman_filter.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/kalman_filter.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, matching utils, linear assignment, IoU distance, embeddin
# Reference for `ultralytics/trackers/utils/matching.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/trackers/utils/matching.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/trackers/utils/matching.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, utils, TQDM, Python, ML, Machine Learning utilities, YOLO
# Reference for `ultralytics/utils/__init__.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/\_\_init\_\_.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/__init__.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/__init__.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO batch size, CUDA memory, PyTorch autobatch, Ultralytics, machine
# Reference for `ultralytics/utils/autobatch.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/autobatch.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/autobatch.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: YOLO, model benchmarking, ONNX, TensorRT, PyTorch, TensorFlow, CoreML,
# Reference for `ultralytics/utils/benchmarks.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/benchmarks.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/benchmarks.py) 🛠️. Thank you 🙏!

View file

@ -5,7 +5,7 @@ keywords: Ultralytics, base callbacks, training, validation, prediction, model e
# Reference for `ultralytics/utils/callbacks/base.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/base.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/base.py) 🛠️. Thank you 🙏!

View file

@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, ClearML, integration, callbacks, pretraining, train
# Reference for `ultralytics/utils/callbacks/clearml.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/clearml.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/clearml.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, YOLO, Comet, callbacks, logging, machine learning, monito
# Reference for `ultralytics/utils/callbacks/comet.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/comet.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/comet.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, DVC, DVCLive, machine learning, logging, training, callba
# Reference for `ultralytics/utils/callbacks/dvc.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/dvc.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/dvc.py) 🛠️. Thank you 🙏!

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@ -5,7 +5,7 @@ keywords: Ultralytics, callbacks, pretrain, model save, train start, train end,
# Reference for `ultralytics/utils/callbacks/hub.py`
!!! Note
!!! note
This file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/hub.py). If you spot a problem please help fix it by [contributing](https://docs.ultralytics.com/help/contributing/) a [Pull Request](https://github.com/ultralytics/ultralytics/edit/main/ultralytics/utils/callbacks/hub.py) 🛠️. Thank you 🙏!

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