diff --git a/docs/build_reference.py b/docs/build_reference.py
index 7524c682..a11b7e25 100644
--- a/docs/build_reference.py
+++ b/docs/build_reference.py
@@ -44,12 +44,14 @@ def create_markdown(py_filepath, module_path, classes, functions):
if 'description:' in part or 'comments:' in part:
header_content += f'---{part}---\n\n'
- module_path = module_path.replace('.__init__', '')
- module_sep = module_path.replace(".", "/")
- url = f'https://github.com/ultralytics/ultralytics/blob/main/{module_sep}.py'
- title_content = f'# Reference for `{module_sep}.py`\n\n!!! note\n\n Full source code for this file is available at [{url}]({url}).\n\n'
- md_content = [f'---\n## ::: {module_path}.{class_name}\n
\n' for class_name in classes]
- md_content.extend(f'---\n## ::: {module_path}.{func_name}\n
\n' for func_name in functions)
+ module_name = module_path.replace('.__init__', '')
+ module_path = module_path.replace(".", "/")
+ url = f'https://github.com/ultralytics/ultralytics/blob/main/{module_path}.py'
+ title_content = (f'# Reference for `{module_path}.py`\n\n'
+ f'!!! note\n\n'
+ f' Full source code for this file is available at [{url}]({url}). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!\n\n')
+ md_content = [f'---\n## ::: {module_name}.{class_name}\n
\n' for class_name in classes]
+ md_content.extend(f'---\n## ::: {module_name}.{func_name}\n
\n' for func_name in functions)
md_content = header_content + title_content + '\n'.join(md_content)
if not md_content.endswith('\n'):
md_content += '\n'
diff --git a/docs/reference/cfg/__init__.md b/docs/reference/cfg/__init__.md
index 0dcfc575..0f4813a0 100644
--- a/docs/reference/cfg/__init__.md
+++ b/docs/reference/cfg/__init__.md
@@ -3,11 +3,11 @@ description: Explore Ultralytics cfg functions like cfg2dict, handle_deprecation
keywords: Ultralytics, YOLO, Configuration, cfg2dict, handle_deprecation, merge_equals_args, handle_yolo_settings, copy_default_cfg, Image Detection
---
-# Reference for `ultralytics/cfg.py`
+# Reference for `ultralytics/cfg/__init__.py`
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg.py).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.cfg.cfg2dict
diff --git a/docs/reference/data/annotator.md b/docs/reference/data/annotator.md
index e797c137..79213063 100644
--- a/docs/reference/data/annotator.md
+++ b/docs/reference/data/annotator.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Auto-Annotate, Machine Learning, AI, Annotation, Data Pro
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.annotator.auto_annotate
diff --git a/docs/reference/data/augment.md b/docs/reference/data/augment.md
index 5f958f37..72a6612e 100644
--- a/docs/reference/data/augment.md
+++ b/docs/reference/data/augment.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Data Augmentation, BaseTransform, MixUp, RandomHSV, Lette
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.augment.BaseTransform
diff --git a/docs/reference/data/base.md b/docs/reference/data/base.md
index f0272215..4ddae11a 100644
--- a/docs/reference/data/base.md
+++ b/docs/reference/data/base.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, docs, BaseDataset, data manipulation, dataset creation
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.base.BaseDataset
diff --git a/docs/reference/data/build.md b/docs/reference/data/build.md
index fa279137..7972628d 100644
--- a/docs/reference/data/build.md
+++ b/docs/reference/data/build.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO v3, Data build, DataLoader, InfiniteDataLoader, seed
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.build.InfiniteDataLoader
diff --git a/docs/reference/data/converter.md b/docs/reference/data/converter.md
index b0df74de..9167f23a 100644
--- a/docs/reference/data/converter.md
+++ b/docs/reference/data/converter.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Data Converter, coco91_to_coco80_class, merge_multi_segme
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.converter.coco91_to_coco80_class
diff --git a/docs/reference/data/dataset.md b/docs/reference/data/dataset.md
index ecd5ac52..8a41cf4b 100644
--- a/docs/reference/data/dataset.md
+++ b/docs/reference/data/dataset.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLODataset, SemanticDataset, data handling, data m
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.dataset.YOLODataset
diff --git a/docs/reference/data/loaders.md b/docs/reference/data/loaders.md
index 41b5e51d..21d32f5c 100644
--- a/docs/reference/data/loaders.md
+++ b/docs/reference/data/loaders.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, data loaders, LoadStreams, LoadImages, LoadTensor, YOLO,
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.loaders.SourceTypes
diff --git a/docs/reference/data/utils.md b/docs/reference/data/utils.md
index f9e7a219..370feb66 100644
--- a/docs/reference/data/utils.md
+++ b/docs/reference/data/utils.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, data utils, YOLO, img2label_paths, exif_size, polygon2mas
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.data.utils.HUBDatasetStats
diff --git a/docs/reference/engine/exporter.md b/docs/reference/engine/exporter.md
index e3c9ae1f..d32342a9 100644
--- a/docs/reference/engine/exporter.md
+++ b/docs/reference/engine/exporter.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Exporter, iOSDetectModel, Export Formats, Try export
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.engine.exporter.Exporter
diff --git a/docs/reference/engine/model.md b/docs/reference/engine/model.md
index 1085fb63..b757639d 100644
--- a/docs/reference/engine/model.md
+++ b/docs/reference/engine/model.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, engine model, documentation, guide, implementation,
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.engine.model.Model
diff --git a/docs/reference/engine/predictor.md b/docs/reference/engine/predictor.md
index 6c3865a0..31d120f5 100644
--- a/docs/reference/engine/predictor.md
+++ b/docs/reference/engine/predictor.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, BasePredictor, YOLO, prediction, engine
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.engine.predictor.BasePredictor
diff --git a/docs/reference/engine/results.md b/docs/reference/engine/results.md
index 4c673ffd..90482768 100644
--- a/docs/reference/engine/results.md
+++ b/docs/reference/engine/results.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, engine, results, base tensor, boxes, keypoints
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.engine.results.BaseTensor
diff --git a/docs/reference/engine/trainer.md b/docs/reference/engine/trainer.md
index e3c5cd0d..1087a5f0 100644
--- a/docs/reference/engine/trainer.md
+++ b/docs/reference/engine/trainer.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, BaseTrainer, Machine Learning, Training Control, Python l
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.engine.trainer.BaseTrainer
diff --git a/docs/reference/engine/validator.md b/docs/reference/engine/validator.md
index d48338fa..7952068e 100644
--- a/docs/reference/engine/validator.md
+++ b/docs/reference/engine/validator.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, BaseValidator, Ultralytics engine, module, components
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.engine.validator.BaseValidator
diff --git a/docs/reference/hub/__init__.md b/docs/reference/hub/__init__.md
index 90348e37..4218ba52 100644
--- a/docs/reference/hub/__init__.md
+++ b/docs/reference/hub/__init__.md
@@ -3,11 +3,11 @@ description: Explore Ultralytics hub functions for model resetting, checking dat
keywords: Ultralytics, hub functions, model export, dataset check, reset model, YOLO Docs
---
-# Reference for `ultralytics/hub.py`
+# Reference for `ultralytics/hub/__init__.py`
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/hub.py).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.hub.login
diff --git a/docs/reference/hub/auth.md b/docs/reference/hub/auth.md
index 7f5f7f2a..a18a6bff 100644
--- a/docs/reference/hub/auth.md
+++ b/docs/reference/hub/auth.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Auth, API documentation, User Authentication, AI, Machine
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.hub.auth.Auth
diff --git a/docs/reference/hub/session.md b/docs/reference/hub/session.md
index a23d4cf8..618d07c1 100644
--- a/docs/reference/hub/session.md
+++ b/docs/reference/hub/session.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, HUBTrainingSession, Documentation, Model Training, AI, Ma
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.hub.session.HUBTrainingSession
diff --git a/docs/reference/hub/utils.md b/docs/reference/hub/utils.md
index 9378e2ff..449bd450 100644
--- a/docs/reference/hub/utils.md
+++ b/docs/reference/hub/utils.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Events, request_with_credentials, smart_request, Ultralyt
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.hub.utils.Events
diff --git a/docs/reference/models/fastsam/model.md b/docs/reference/models/fastsam/model.md
index a7952e32..6bc6a958 100644
--- a/docs/reference/models/fastsam/model.md
+++ b/docs/reference/models/fastsam/model.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAM model, Model documentation, Efficient model train
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.fastsam.model.FastSAM
diff --git a/docs/reference/models/fastsam/predict.md b/docs/reference/models/fastsam/predict.md
index 4a3431be..9ebbd607 100644
--- a/docs/reference/models/fastsam/predict.md
+++ b/docs/reference/models/fastsam/predict.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPredictor, predictive modeling, AI optimization, m
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.fastsam.predict.FastSAMPredictor
diff --git a/docs/reference/models/fastsam/prompt.md b/docs/reference/models/fastsam/prompt.md
index ae5305c8..caecee56 100644
--- a/docs/reference/models/fastsam/prompt.md
+++ b/docs/reference/models/fastsam/prompt.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMPrompt, machine learning, model, guide, documentat
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/models/fastsam/prompt.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.fastsam.prompt.FastSAMPrompt
diff --git a/docs/reference/models/fastsam/utils.md b/docs/reference/models/fastsam/utils.md
index 02f1e562..fb7c2bed 100644
--- a/docs/reference/models/fastsam/utils.md
+++ b/docs/reference/models/fastsam/utils.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, bounding boxes, Bboxes, image borders, object detection,
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.fastsam.utils.adjust_bboxes_to_image_border
diff --git a/docs/reference/models/fastsam/val.md b/docs/reference/models/fastsam/val.md
index d6f6e6e0..fb797b34 100644
--- a/docs/reference/models/fastsam/val.md
+++ b/docs/reference/models/fastsam/val.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, FastSAMValidator, model, synthetic, AI, machine learning,
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.fastsam.val.FastSAMValidator
diff --git a/docs/reference/models/nas/model.md b/docs/reference/models/nas/model.md
index c28c8251..c640a30c 100644
--- a/docs/reference/models/nas/model.md
+++ b/docs/reference/models/nas/model.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, NAS model, NAS guide, machine learning, model documentati
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.nas.model.NAS
diff --git a/docs/reference/models/nas/predict.md b/docs/reference/models/nas/predict.md
index 58df075b..dfa693b6 100644
--- a/docs/reference/models/nas/predict.md
+++ b/docs/reference/models/nas/predict.md
@@ -7,7 +7,7 @@ keywords: NASPredictor, Ultralytics, Ultralytics model, model architecture, effi
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.nas.predict.NASPredictor
diff --git a/docs/reference/models/nas/val.md b/docs/reference/models/nas/val.md
index aca74d3d..5fe18042 100644
--- a/docs/reference/models/nas/val.md
+++ b/docs/reference/models/nas/val.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, NASValidator, models.nas.val.NASValidator, AI models, all
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.nas.val.NASValidator
diff --git a/docs/reference/models/rtdetr/model.md b/docs/reference/models/rtdetr/model.md
index 90427108..5a561774 100644
--- a/docs/reference/models/rtdetr/model.md
+++ b/docs/reference/models/rtdetr/model.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETR model, Ultralytics models, object detection, Ultra
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.rtdetr.model.RTDETR
diff --git a/docs/reference/models/rtdetr/predict.md b/docs/reference/models/rtdetr/predict.md
index d5be43b6..401f5108 100644
--- a/docs/reference/models/rtdetr/predict.md
+++ b/docs/reference/models/rtdetr/predict.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRPredictor, model documentation, guide, real-time ob
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.rtdetr.predict.RTDETRPredictor
diff --git a/docs/reference/models/rtdetr/train.md b/docs/reference/models/rtdetr/train.md
index a260cff0..40f67da1 100644
--- a/docs/reference/models/rtdetr/train.md
+++ b/docs/reference/models/rtdetr/train.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRTrainer, model training, Ultralytics models, PyTorc
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.rtdetr.train.RTDETRTrainer
diff --git a/docs/reference/models/rtdetr/val.md b/docs/reference/models/rtdetr/val.md
index 3ee076c3..0009c0d6 100644
--- a/docs/reference/models/rtdetr/val.md
+++ b/docs/reference/models/rtdetr/val.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, RTDETRDataset, RTDETRValidator, real-time object detectio
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.rtdetr.val.RTDETRDataset
diff --git a/docs/reference/models/sam/amg.md b/docs/reference/models/sam/amg.md
index 625dba0c..c32986a8 100644
--- a/docs/reference/models/sam/amg.md
+++ b/docs/reference/models/sam/amg.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Mask Data, Transformation, Encoding, RLE encoding, Image
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.amg.MaskData
diff --git a/docs/reference/models/sam/build.md b/docs/reference/models/sam/build.md
index 523b24c6..0b108c67 100644
--- a/docs/reference/models/sam/build.md
+++ b/docs/reference/models/sam/build.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, SAM, build sam, vision transformer, vits, build_sam_vit_l
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.build.build_sam_vit_h
diff --git a/docs/reference/models/sam/model.md b/docs/reference/models/sam/model.md
index b55c7d5e..974a9fd4 100644
--- a/docs/reference/models/sam/model.md
+++ b/docs/reference/models/sam/model.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SAM Model, Documentations, Machine Learning, AI, Co
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.model.SAM
diff --git a/docs/reference/models/sam/modules/decoders.md b/docs/reference/models/sam/modules/decoders.md
index d1fb7d23..48d5cf0f 100644
--- a/docs/reference/models/sam/modules/decoders.md
+++ b/docs/reference/models/sam/modules/decoders.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, MaskDecoder, SAM modules, decoders, MLP, YOLO, machine le
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.modules.decoders.MaskDecoder
diff --git a/docs/reference/models/sam/modules/encoders.md b/docs/reference/models/sam/modules/encoders.md
index 867c5ca3..406d257a 100644
--- a/docs/reference/models/sam/modules/encoders.md
+++ b/docs/reference/models/sam/modules/encoders.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Encoders, Modules, Documentation, ImageEncoderViT, Positi
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.modules.encoders.ImageEncoderViT
diff --git a/docs/reference/models/sam/modules/sam.md b/docs/reference/models/sam/modules/sam.md
index add5e5ec..d13d55e2 100644
--- a/docs/reference/models/sam/modules/sam.md
+++ b/docs/reference/models/sam/modules/sam.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Sam module, deep learning, model training, Ultralytics do
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.modules.sam.Sam
diff --git a/docs/reference/models/sam/modules/tiny_encoder.md b/docs/reference/models/sam/modules/tiny_encoder.md
index f2208f06..e9986217 100644
--- a/docs/reference/models/sam/modules/tiny_encoder.md
+++ b/docs/reference/models/sam/modules/tiny_encoder.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Tiny Encoder, Conv2d_BN, MBConv, ConvLayer, Attention, Ba
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.modules.tiny_encoder.Conv2d_BN
diff --git a/docs/reference/models/sam/modules/transformer.md b/docs/reference/models/sam/modules/transformer.md
index b635a931..50f75f14 100644
--- a/docs/reference/models/sam/modules/transformer.md
+++ b/docs/reference/models/sam/modules/transformer.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, TwoWayTransformer, Attention, AI models, transformers
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.modules.transformer.TwoWayTransformer
diff --git a/docs/reference/models/sam/predict.md b/docs/reference/models/sam/predict.md
index ea427e95..5c4e9b6a 100644
--- a/docs/reference/models/sam/predict.md
+++ b/docs/reference/models/sam/predict.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, predictor, models, sam.predict.Predictor, AI, machine lea
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.sam.predict.Predictor
diff --git a/docs/reference/models/utils/loss.md b/docs/reference/models/utils/loss.md
index 386ab723..18ca92a9 100644
--- a/docs/reference/models/utils/loss.md
+++ b/docs/reference/models/utils/loss.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Documentation, DETRLoss, Detection Loss, Loss funct
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.utils.loss.DETRLoss
diff --git a/docs/reference/models/utils/ops.md b/docs/reference/models/utils/ops.md
index fe353f0f..b2c19a30 100644
--- a/docs/reference/models/utils/ops.md
+++ b/docs/reference/models/utils/ops.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, HungarianMatcher, inverse_sigmoid, detection models
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.utils.ops.HungarianMatcher
diff --git a/docs/reference/models/yolo/classify/predict.md b/docs/reference/models/yolo/classify/predict.md
index a8d03ddf..f2eaa511 100644
--- a/docs/reference/models/yolo/classify/predict.md
+++ b/docs/reference/models/yolo/classify/predict.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, classification predictor, predict, YOLO, AI models, model
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.classify.predict.ClassificationPredictor
diff --git a/docs/reference/models/yolo/classify/train.md b/docs/reference/models/yolo/classify/train.md
index c3dfba11..74dffed3 100644
--- a/docs/reference/models/yolo/classify/train.md
+++ b/docs/reference/models/yolo/classify/train.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Classification Trainer, deep learning, training pro
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.classify.train.ClassificationTrainer
diff --git a/docs/reference/models/yolo/classify/val.md b/docs/reference/models/yolo/classify/val.md
index b7613558..8aadbf04 100644
--- a/docs/reference/models/yolo/classify/val.md
+++ b/docs/reference/models/yolo/classify/val.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, ClassificationValidator, model validation, model fi
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.classify.val.ClassificationValidator
diff --git a/docs/reference/models/yolo/detect/predict.md b/docs/reference/models/yolo/detect/predict.md
index 31325bc2..764b7b14 100644
--- a/docs/reference/models/yolo/detect/predict.md
+++ b/docs/reference/models/yolo/detect/predict.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, DetectionPredictor, detect, predict, object detecti
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.detect.predict.DetectionPredictor
diff --git a/docs/reference/models/yolo/detect/train.md b/docs/reference/models/yolo/detect/train.md
index bee758ec..cff7240d 100644
--- a/docs/reference/models/yolo/detect/train.md
+++ b/docs/reference/models/yolo/detect/train.md
@@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, Detection Trainer, Model Training, Machine Lea
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.detect.train.DetectionTrainer
diff --git a/docs/reference/models/yolo/detect/val.md b/docs/reference/models/yolo/detect/val.md
index 0b51b451..425e7dba 100644
--- a/docs/reference/models/yolo/detect/val.md
+++ b/docs/reference/models/yolo/detect/val.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection Validator, model valuation, precision, re
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.detect.val.DetectionValidator
diff --git a/docs/reference/models/yolo/model.md b/docs/reference/models/yolo/model.md
index 2121a056..4f8e4c73 100644
--- a/docs/reference/models/yolo/model.md
+++ b/docs/reference/models/yolo/model.md
@@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, YOLO, YOLO model, Model Training, Machine Learning,
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.model.YOLO
diff --git a/docs/reference/models/yolo/pose/predict.md b/docs/reference/models/yolo/pose/predict.md
index 1c090939..a82e622c 100644
--- a/docs/reference/models/yolo/pose/predict.md
+++ b/docs/reference/models/yolo/pose/predict.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PosePredictor, machine learning, AI, predictive mod
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.pose.predict.PosePredictor
diff --git a/docs/reference/models/yolo/pose/train.md b/docs/reference/models/yolo/pose/train.md
index 5f6ad697..b9f79eba 100644
--- a/docs/reference/models/yolo/pose/train.md
+++ b/docs/reference/models/yolo/pose/train.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, PoseTrainer, pose training, AI modeling, custom dat
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.pose.train.PoseTrainer
diff --git a/docs/reference/models/yolo/pose/val.md b/docs/reference/models/yolo/pose/val.md
index c1312357..6df09ddc 100644
--- a/docs/reference/models/yolo/pose/val.md
+++ b/docs/reference/models/yolo/pose/val.md
@@ -7,7 +7,7 @@ keywords: PoseValidator, Ultralytics, YOLO, Object detection, Pose validation
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.pose.val.PoseValidator
diff --git a/docs/reference/models/yolo/segment/predict.md b/docs/reference/models/yolo/segment/predict.md
index a9ad69e1..9e7e146c 100644
--- a/docs/reference/models/yolo/segment/predict.md
+++ b/docs/reference/models/yolo/segment/predict.md
@@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, object detection, segmentation predictor
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.segment.predict.SegmentationPredictor
diff --git a/docs/reference/models/yolo/segment/train.md b/docs/reference/models/yolo/segment/train.md
index 9c4dc872..b91f575e 100644
--- a/docs/reference/models/yolo/segment/train.md
+++ b/docs/reference/models/yolo/segment/train.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationTrainer, image segmentation, object det
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.segment.train.SegmentationTrainer
diff --git a/docs/reference/models/yolo/segment/val.md b/docs/reference/models/yolo/segment/val.md
index 898090a7..c372a7fc 100644
--- a/docs/reference/models/yolo/segment/val.md
+++ b/docs/reference/models/yolo/segment/val.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, SegmentationValidator, model segmentation, image cl
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.models.yolo.segment.val.SegmentationValidator
diff --git a/docs/reference/nn/autobackend.md b/docs/reference/nn/autobackend.md
index af21d60b..7d04c156 100644
--- a/docs/reference/nn/autobackend.md
+++ b/docs/reference/nn/autobackend.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, AutoBackend, check_class_names, YOLO, YOLO models, optimi
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.nn.autobackend.AutoBackend
diff --git a/docs/reference/nn/modules/block.md b/docs/reference/nn/modules/block.md
index ae72e3be..2fca5120 100644
--- a/docs/reference/nn/modules/block.md
+++ b/docs/reference/nn/modules/block.md
@@ -7,7 +7,7 @@ keywords: YOLO, Ultralytics, neural network, nn.modules.block, Proto, HGBlock, S
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.nn.modules.block.DFL
diff --git a/docs/reference/nn/modules/conv.md b/docs/reference/nn/modules/conv.md
index bf83f8ab..1ce4d642 100644
--- a/docs/reference/nn/modules/conv.md
+++ b/docs/reference/nn/modules/conv.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Convolution Modules, Conv2, DWConv, ConvTranspose, GhostC
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.nn.modules.conv.Conv
diff --git a/docs/reference/nn/modules/head.md b/docs/reference/nn/modules/head.md
index bbbeab93..7b3a1378 100644
--- a/docs/reference/nn/modules/head.md
+++ b/docs/reference/nn/modules/head.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, Detection, Pose, RTDETRDecoder, nn modules, guides
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.nn.modules.head.Detect
diff --git a/docs/reference/nn/modules/transformer.md b/docs/reference/nn/modules/transformer.md
index be689a1d..716078fd 100644
--- a/docs/reference/nn/modules/transformer.md
+++ b/docs/reference/nn/modules/transformer.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Ultralytics documentation, TransformerEncoderLayer, Trans
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.nn.modules.transformer.TransformerEncoderLayer
diff --git a/docs/reference/nn/modules/utils.md b/docs/reference/nn/modules/utils.md
index 1604e77a..51741f98 100644
--- a/docs/reference/nn/modules/utils.md
+++ b/docs/reference/nn/modules/utils.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, neural network, nn.modules.utils, bias_init_with_prob, in
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.nn.modules.utils._get_clones
diff --git a/docs/reference/nn/tasks.md b/docs/reference/nn/tasks.md
index 52c1ab76..c690ff40 100644
--- a/docs/reference/nn/tasks.md
+++ b/docs/reference/nn/tasks.md
@@ -2,7 +2,7 @@
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.nn.tasks.BaseModel
diff --git a/docs/reference/trackers/basetrack.md b/docs/reference/trackers/basetrack.md
index 858db47a..9d84bbb6 100644
--- a/docs/reference/trackers/basetrack.md
+++ b/docs/reference/trackers/basetrack.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, TrackState, BaseTrack, Ultralytics tracker, Ultralytics d
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.trackers.basetrack.TrackState
diff --git a/docs/reference/trackers/bot_sort.md b/docs/reference/trackers/bot_sort.md
index 7aac57eb..2b8886de 100644
--- a/docs/reference/trackers/bot_sort.md
+++ b/docs/reference/trackers/bot_sort.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, BOTSORT, BOTrack, tracking system, official documentation
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.trackers.bot_sort.BOTrack
diff --git a/docs/reference/trackers/byte_tracker.md b/docs/reference/trackers/byte_tracker.md
index 24cc3442..712204f7 100644
--- a/docs/reference/trackers/byte_tracker.md
+++ b/docs/reference/trackers/byte_tracker.md
@@ -7,7 +7,7 @@ keywords: STrack, Ultralytics, BYTETracker, documentation, Ultralytics tracker,
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.trackers.byte_tracker.STrack
diff --git a/docs/reference/trackers/track.md b/docs/reference/trackers/track.md
index 3fbf3e88..a2bf52d9 100644
--- a/docs/reference/trackers/track.md
+++ b/docs/reference/trackers/track.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on predict start, register tracker, prediction func
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.trackers.track.on_predict_start
diff --git a/docs/reference/trackers/utils/gmc.md b/docs/reference/trackers/utils/gmc.md
index 3365e119..c49c149a 100644
--- a/docs/reference/trackers/utils/gmc.md
+++ b/docs/reference/trackers/utils/gmc.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, GMC utility, Ultralytics documentation, Ultralytics track
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.trackers.utils.gmc.GMC
diff --git a/docs/reference/trackers/utils/kalman_filter.md b/docs/reference/trackers/utils/kalman_filter.md
index 75667e8d..e18db7f0 100644
--- a/docs/reference/trackers/utils/kalman_filter.md
+++ b/docs/reference/trackers/utils/kalman_filter.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, KalmanFilterXYAH, tracker, documentation, guide
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.trackers.utils.kalman_filter.KalmanFilterXYAH
diff --git a/docs/reference/trackers/utils/matching.md b/docs/reference/trackers/utils/matching.md
index 290b8a2e..50a796c3 100644
--- a/docs/reference/trackers/utils/matching.md
+++ b/docs/reference/trackers/utils/matching.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Trackers Utils, Matching, merge_matches, linear_assignmen
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.trackers.utils.matching.merge_matches
diff --git a/docs/reference/utils/__init__.md b/docs/reference/utils/__init__.md
index 83fa71c9..377790b8 100644
--- a/docs/reference/utils/__init__.md
+++ b/docs/reference/utils/__init__.md
@@ -3,11 +3,11 @@ description: Explore the Ultralytics Utils package, with handy functions like co
keywords: Ultralytics, Utils, utilitarian functions, colorstr, yaml_save, set_logging, is_kaggle, is_docker, clean_url
---
-# Reference for `ultralytics/utils.py`
+# Reference for `ultralytics/utils/__init__.py`
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils.py).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.SimpleClass
diff --git a/docs/reference/utils/autobatch.md b/docs/reference/utils/autobatch.md
index cdcdd085..aa0f1861 100644
--- a/docs/reference/utils/autobatch.md
+++ b/docs/reference/utils/autobatch.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, check_train_batch_size, autobatch, utility, machine learn
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.autobatch.check_train_batch_size
diff --git a/docs/reference/utils/benchmarks.md b/docs/reference/utils/benchmarks.md
index 4b96053c..ec805522 100644
--- a/docs/reference/utils/benchmarks.md
+++ b/docs/reference/utils/benchmarks.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, ProfileModels, benchmarks, model profiling, performance o
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.benchmarks.ProfileModels
diff --git a/docs/reference/utils/callbacks/base.md b/docs/reference/utils/callbacks/base.md
index 36509d7f..22f85920 100644
--- a/docs/reference/utils/callbacks/base.md
+++ b/docs/reference/utils/callbacks/base.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Callbacks, On-train, On-validation, On-pretrain, On-predi
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.base.on_pretrain_routine_start
diff --git a/docs/reference/utils/callbacks/clearml.md b/docs/reference/utils/callbacks/clearml.md
index 7bac81f3..c161ca96 100644
--- a/docs/reference/utils/callbacks/clearml.md
+++ b/docs/reference/utils/callbacks/clearml.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, clearML, callbacks, pretrain routine start, validation en
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.clearml._log_debug_samples
diff --git a/docs/reference/utils/callbacks/comet.md b/docs/reference/utils/callbacks/comet.md
index 603c714b..756ebb0f 100644
--- a/docs/reference/utils/callbacks/comet.md
+++ b/docs/reference/utils/callbacks/comet.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Comet Callbacks, Training optimisation, Logging, Experime
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.comet._get_comet_mode
diff --git a/docs/reference/utils/callbacks/dvc.md b/docs/reference/utils/callbacks/dvc.md
index c5e52c34..23dcf228 100644
--- a/docs/reference/utils/callbacks/dvc.md
+++ b/docs/reference/utils/callbacks/dvc.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, callbacks, logger, training, pretraining, machine l
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.dvc._logger_disabled
diff --git a/docs/reference/utils/callbacks/hub.md b/docs/reference/utils/callbacks/hub.md
index b5d3c88e..2355bf43 100644
--- a/docs/reference/utils/callbacks/hub.md
+++ b/docs/reference/utils/callbacks/hub.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, on_pretrain_routine_end, on_model_save, on_tra
!!! note
- Full source code for 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).
+ Full source code for 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). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.hub.on_pretrain_routine_end
diff --git a/docs/reference/utils/callbacks/mlflow.md b/docs/reference/utils/callbacks/mlflow.md
index 0eaba240..09135a6a 100644
--- a/docs/reference/utils/callbacks/mlflow.md
+++ b/docs/reference/utils/callbacks/mlflow.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, MLflow, Callbacks, on_pretrain_routine_end, on_train_end,
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/mlflow.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.mlflow.on_pretrain_routine_end
diff --git a/docs/reference/utils/callbacks/neptune.md b/docs/reference/utils/callbacks/neptune.md
index 914f12bb..98295fef 100644
--- a/docs/reference/utils/callbacks/neptune.md
+++ b/docs/reference/utils/callbacks/neptune.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Neptune callbacks, on_train_epoch_end, on_val_end, _log_p
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/neptune.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.neptune._log_scalars
diff --git a/docs/reference/utils/callbacks/raytune.md b/docs/reference/utils/callbacks/raytune.md
index 7c21782f..4ccc1921 100644
--- a/docs/reference/utils/callbacks/raytune.md
+++ b/docs/reference/utils/callbacks/raytune.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, on_fit_epoch_end, callbacks, documentation, deep le
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/raytune.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.raytune.on_fit_epoch_end
diff --git a/docs/reference/utils/callbacks/tensorboard.md b/docs/reference/utils/callbacks/tensorboard.md
index 078c2add..e8080e3a 100644
--- a/docs/reference/utils/callbacks/tensorboard.md
+++ b/docs/reference/utils/callbacks/tensorboard.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, documentation, callback utilities, log_scalars, on_
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/tensorboard.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.tensorboard._log_scalars
diff --git a/docs/reference/utils/callbacks/wb.md b/docs/reference/utils/callbacks/wb.md
index dc86469e..358623ca 100644
--- a/docs/reference/utils/callbacks/wb.md
+++ b/docs/reference/utils/callbacks/wb.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, callbacks, _log_plots, on_fit_epoch_end, on_train_end
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/callbacks/wb.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.callbacks.wb._log_plots
diff --git a/docs/reference/utils/checks.md b/docs/reference/utils/checks.md
index 8921682c..2070a5fc 100644
--- a/docs/reference/utils/checks.md
+++ b/docs/reference/utils/checks.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, utility checks, ASCII, check_version, pip_update, check_p
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/checks.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.checks.is_ascii
diff --git a/docs/reference/utils/dist.md b/docs/reference/utils/dist.md
index 16ecaea6..d0c5351c 100644
--- a/docs/reference/utils/dist.md
+++ b/docs/reference/utils/dist.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, DDP, DDP utility functions, Distributed Data Processing,
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/dist.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.dist.find_free_network_port
diff --git a/docs/reference/utils/downloads.md b/docs/reference/utils/downloads.md
index 297f79b6..74d6788a 100644
--- a/docs/reference/utils/downloads.md
+++ b/docs/reference/utils/downloads.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, download utilities, is_url, check_disk_space, get_g
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/downloads.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.downloads.is_url
diff --git a/docs/reference/utils/errors.md b/docs/reference/utils/errors.md
index aa8efc24..6faac36b 100644
--- a/docs/reference/utils/errors.md
+++ b/docs/reference/utils/errors.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, HUBModelError, Machine Learning, Error troubleshooting, U
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/errors.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.errors.HUBModelError
diff --git a/docs/reference/utils/files.md b/docs/reference/utils/files.md
index 68bbc57e..a6576923 100644
--- a/docs/reference/utils/files.md
+++ b/docs/reference/utils/files.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, utility functions, file operations, working directory, fi
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/files.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.files.WorkingDirectory
diff --git a/docs/reference/utils/instance.md b/docs/reference/utils/instance.md
index 6651fa74..fe8be3bf 100644
--- a/docs/reference/utils/instance.md
+++ b/docs/reference/utils/instance.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Bboxes, _ntuple, utility, ultralytics utils.instance
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/instance.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.instance.Bboxes
diff --git a/docs/reference/utils/loss.md b/docs/reference/utils/loss.md
index c72352b1..56efedd2 100644
--- a/docs/reference/utils/loss.md
+++ b/docs/reference/utils/loss.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Loss functions, VarifocalLoss, BboxLoss, v8DetectionLoss,
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/loss.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.loss.VarifocalLoss
diff --git a/docs/reference/utils/metrics.md b/docs/reference/utils/metrics.md
index ad0f5ce0..1da54888 100644
--- a/docs/reference/utils/metrics.md
+++ b/docs/reference/utils/metrics.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, YOLO, YOLOv3, YOLOv4, metrics, confusion matrix, detectio
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/metrics.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.metrics.ConfusionMatrix
diff --git a/docs/reference/utils/ops.md b/docs/reference/utils/ops.md
index 062f6383..8d4fd350 100644
--- a/docs/reference/utils/ops.md
+++ b/docs/reference/utils/ops.md
@@ -7,7 +7,7 @@ keywords: Ultralytics YOLO, Utility Operations, segment2box, make_divisible, cli
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/ops.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.ops.Profile
diff --git a/docs/reference/utils/patches.md b/docs/reference/utils/patches.md
index c4a5e5d0..7964d623 100644
--- a/docs/reference/utils/patches.md
+++ b/docs/reference/utils/patches.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Utils, Patches, imread, imshow, torch_save, image process
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/patches.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.patches.imread
diff --git a/docs/reference/utils/plotting.md b/docs/reference/utils/plotting.md
index 94d7494b..b7b3ea2b 100644
--- a/docs/reference/utils/plotting.md
+++ b/docs/reference/utils/plotting.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, plotting, utils, color annotation, label plotting, image
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/plotting.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.plotting.Colors
diff --git a/docs/reference/utils/tal.md b/docs/reference/utils/tal.md
index 2eba458c..bea38abe 100644
--- a/docs/reference/utils/tal.md
+++ b/docs/reference/utils/tal.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, task aligned assigner, select highest overlaps, make anch
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tal.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.tal.TaskAlignedAssigner
diff --git a/docs/reference/utils/torch_utils.md b/docs/reference/utils/torch_utils.md
index de4bb1ed..3a808a10 100644
--- a/docs/reference/utils/torch_utils.md
+++ b/docs/reference/utils/torch_utils.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, Torch Utils, Model EMA, Early Stopping, Smart Inference,
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/torch_utils.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.torch_utils.ModelEMA
diff --git a/docs/reference/utils/tuner.md b/docs/reference/utils/tuner.md
index d51906f5..a03ea221 100644
--- a/docs/reference/utils/tuner.md
+++ b/docs/reference/utils/tuner.md
@@ -7,7 +7,7 @@ keywords: Ultralytics, run_ray_tune, machine learning tuning, machine learning e
!!! note
- Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py).
+ Full source code for this file is available at [https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py](https://github.com/ultralytics/ultralytics/blob/main/ultralytics/utils/tuner.py). Help us fix any issues you see by submitting a [Pull Request](/help/contributing/) 🛠️. Thank you 🙏!
---
## ::: ultralytics.utils.tuner.run_ray_tune
diff --git a/ultralytics/cfg/__init__.py b/ultralytics/cfg/__init__.py
index 111fd247..67f8fb85 100644
--- a/ultralytics/cfg/__init__.py
+++ b/ultralytics/cfg/__init__.py
@@ -222,7 +222,7 @@ def handle_yolo_hub(args: List[str]) -> None:
args (List[str]): A list of command line arguments
Example:
- ```python
+ ```bash
python my_script.py hub login your_api_key
```
"""
@@ -248,7 +248,7 @@ def handle_yolo_settings(args: List[str]) -> None:
args (List[str]): A list of command line arguments for YOLO settings management.
Example:
- ```python
+ ```bash
python my_script.py yolo settings reset
```
"""
diff --git a/ultralytics/hub/__init__.py b/ultralytics/hub/__init__.py
index 33bd5370..2ffd21ae 100644
--- a/ultralytics/hub/__init__.py
+++ b/ultralytics/hub/__init__.py
@@ -18,6 +18,7 @@ def login(api_key=''):
Example:
```python
from ultralytics import hub
+
hub.login('API_KEY')
```
"""
@@ -31,6 +32,7 @@ def logout():
Example:
```python
from ultralytics import hub
+
hub.logout()
```
"""
diff --git a/ultralytics/utils/ops.py b/ultralytics/utils/ops.py
index de20481b..b3e75ad1 100644
--- a/ultralytics/utils/ops.py
+++ b/ultralytics/utils/ops.py
@@ -62,6 +62,8 @@ def coco80_to_coco91_class(): #
Example:
```python
+ import numpy as np
+
a = np.loadtxt('data/coco.names', dtype='str', delimiter='\n')
b = np.loadtxt('data/coco_paper.names', dtype='str', delimiter='\n')
x1 = [list(a[i] == b).index(True) + 1 for i in range(80)] # darknet to coco