diff --git a/datasets/classify/fashion-mnist/index.html b/datasets/classify/fashion-mnist/index.html index 5ea5079ce3..ba4728e210 100644 --- a/datasets/classify/fashion-mnist/index.html +++ b/datasets/classify/fashion-mnist/index.html @@ -1109,7 +1109,7 @@

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diff --git a/datasets/detect/brain-tumor/index.html b/datasets/detect/brain-tumor/index.html index 8b8aef42d7..c042c57dc6 100644 --- a/datasets/detect/brain-tumor/index.html +++ b/datasets/detect/brain-tumor/index.html @@ -1137,7 +1137,7 @@

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diff --git a/datasets/detect/sku-110k/index.html b/datasets/detect/sku-110k/index.html index 239a25f680..58a2152bb8 100644 --- a/datasets/detect/sku-110k/index.html +++ b/datasets/detect/sku-110k/index.html @@ -1209,7 +1209,7 @@

How do I cite the SKU 📅 Created 1 year ago -✏️ Updated 20 days ago +✏️ Updated 21 days ago

diff --git a/datasets/explorer/explorer/index.html b/datasets/explorer/explorer/index.html index 88903f539b..895b467bc0 100644 --- a/datasets/explorer/explorer/index.html +++ b/datasets/explorer/explorer/index.html @@ -1031,7 +1031,7 @@

Similarity Index

📅 Created 24 days ago -✏️ Updated 9 days ago +✏️ Updated 10 days ago
diff --git a/datasets/pose/coco/index.html b/datasets/pose/coco/index.html index 948005f477..01ea1e610d 100644 --- a/datasets/pose/coco/index.html +++ b/datasets/pose/coco/index.html @@ -1229,7 +1229,7 @@

Wha 📅 Created 1 year ago -✏️ Updated 28 days ago +✏️ Updated 29 days ago

diff --git a/datasets/pose/hand-keypoints/index.html b/datasets/pose/hand-keypoints/index.html index e158592781..f8897f9c28 100644 --- a/datasets/pose/hand-keypoints/index.html +++ b/datasets/pose/hand-keypoints/index.html @@ -1207,7 +1207,7 @@

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diff --git a/datasets/segment/carparts-seg/index.html b/datasets/segment/carparts-seg/index.html index f14891de3f..ce8b34ea2c 100644 --- a/datasets/segment/carparts-seg/index.html +++ b/datasets/segment/carparts-seg/index.html @@ -1150,7 +1150,7 @@

Why should I use the 📅 Created 12 months ago -✏️ Updated 13 days ago +✏️ Updated 14 days ago

diff --git a/datasets/segment/coco/index.html b/datasets/segment/coco/index.html index 367eefa7e6..4cf9b367a4 100644 --- a/datasets/segment/coco/index.html +++ b/datasets/segment/coco/index.html @@ -1374,7 +1374,7 @@

📅 Created 1 year ago -✏️ Updated 1 month ago +✏️ Updated 2 months ago

diff --git a/datasets/segment/package-seg/index.html b/datasets/segment/package-seg/index.html index 65d8f935a2..eb0eb0fddc 100644 --- a/datasets/segment/package-seg/index.html +++ b/datasets/segment/package-seg/index.html @@ -1116,7 +1116,7 @@

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diff --git a/guides/deepstream-nvidia-jetson/index.html b/guides/deepstream-nvidia-jetson/index.html index 32bf2c1a13..bfa77e4c7f 100644 --- a/guides/deepstream-nvidia-jetson/index.html +++ b/guides/deepstream-nvidia-jetson/index.html @@ -1428,7 +1428,7 @@

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diff --git a/guides/heatmaps/index.html b/guides/heatmaps/index.html index d5403f00b6..4df0f00286 100644 --- a/guides/heatmaps/index.html +++ b/guides/heatmaps/index.html @@ -1070,7 +1070,7 @@

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How do I acce 📅 Created 6 months ago -✏️ Updated 24 days ago +✏️ Updated 25 days ago

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-📅 Created 8 months ago +📅 Created 9 months ago ✏️ Updated 3 months ago diff --git a/guides/queue-management/index.html b/guides/queue-management/index.html index 4023404aeb..b023c6c00b 100644 --- a/guides/queue-management/index.html +++ b/guides/queue-management/index.html @@ -953,7 +953,7 @@

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diff --git a/guides/sahi-tiled-inference/index.html b/guides/sahi-tiled-inference/index.html index 9cee9f94f0..6f5e2b6424 100644 --- a/guides/sahi-tiled-inference/index.html +++ b/guides/sahi-tiled-inference/index.html @@ -1254,7 +1254,7 @@

Ho 📅 Created 1 year ago -✏️ Updated 13 days ago +✏️ Updated 14 days ago

diff --git a/guides/steps-of-a-cv-project/index.html b/guides/steps-of-a-cv-project/index.html index 0c137e265f..cb075d00d4 100644 --- a/guides/steps-of-a-cv-project/index.html +++ b/guides/steps-of-a-cv-project/index.html @@ -1192,7 +1192,7 @@

-📅 Created 7 months ago +📅 Created 8 months ago ✏️ Updated 3 months ago diff --git a/guides/streamlit-live-inference/index.html b/guides/streamlit-live-inference/index.html index f594251061..53a19867f5 100644 --- a/guides/streamlit-live-inference/index.html +++ b/guides/streamlit-live-inference/index.html @@ -882,7 +882,7 @@

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H 📅 Created 1 year ago -✏️ Updated 13 days ago +✏️ Updated 14 days ago

diff --git a/help/CI/index.html b/help/CI/index.html index 3dec03baa4..e5a090e8bb 100644 --- a/help/CI/index.html +++ b/help/CI/index.html @@ -817,7 +817,7 @@

How 📅 Created 1 year ago -✏️ Updated 9 days ago +✏️ Updated 10 days ago

diff --git a/help/FAQ/index.html b/help/FAQ/index.html index 396777b337..de14511382 100644 --- a/help/FAQ/index.html +++ b/help/FAQ/index.html @@ -883,7 +883,7 @@

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-📅 Created 6 days ago +📅 Created 7 days ago -✏️ Updated 6 days ago +✏️ Updated 7 days ago
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diff --git a/help/index.html b/help/index.html index 4e46eb934c..615ce2b369 100644 --- a/help/index.html +++ b/help/index.html @@ -537,7 +537,7 @@

How is 📅 Created 1 year ago -✏️ Updated 6 days ago +✏️ Updated 7 days ago

diff --git a/help/minimum-reproducible-example/index.html b/help/minimum-reproducible-example/index.html index 03ae9e3736..8891cdfda9 100644 --- a/help/minimum-reproducible-example/index.html +++ b/help/minimum-reproducible-example/index.html @@ -756,10 +756,10 @@

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Billing

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What integrations 📅 Created 1 year ago -✏️ Updated 6 days ago +✏️ Updated 7 days ago

diff --git a/index.html b/index.html index 2e2278575d..b890426182 100644 --- a/index.html +++ b/index.html @@ -981,7 +981,7 @@

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diff --git a/integrations/albumentations/index.html b/integrations/albumentations/index.html index dc63ed896b..a3edffe490 100644 --- a/integrations/albumentations/index.html +++ b/integrations/albumentations/index.html @@ -1072,7 +1072,7 @@

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diff --git a/integrations/mnn/index.html b/integrations/mnn/index.html index 38dca0f64b..76a1b7de69 100644 --- a/integrations/mnn/index.html +++ b/integrations/mnn/index.html @@ -1144,7 +1144,7 @@

How ca 📅 Created 2 months ago -✏️ Updated 8 days ago +✏️ Updated 9 days ago

diff --git a/integrations/ncnn/index.html b/integrations/ncnn/index.html index c63d595b44..0af5b89e29 100644 --- a/integrations/ncnn/index.html +++ b/integrations/ncnn/index.html @@ -1028,7 +1028,7 @@

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diff --git a/integrations/paddlepaddle/index.html b/integrations/paddlepaddle/index.html index f59cc130c2..20c8ede355 100644 --- a/integrations/paddlepaddle/index.html +++ b/integrations/paddlepaddle/index.html @@ -1049,7 +1049,7 @@

What 📅 Created 10 months ago -✏️ Updated 20 days ago +✏️ Updated 21 days ago

diff --git a/integrations/rockchip-rknn/index.html b/integrations/rockchip-rknn/index.html index f25e2de06f..4156f8a9af 100644 --- a/integrations/rockchip-rknn/index.html +++ b/integrations/rockchip-rknn/index.html @@ -1137,7 +1137,7 @@

-📅 Created 2 days ago +📅 Created 3 days ago ✏️ Updated 2 days ago diff --git a/integrations/sony-imx500/index.html b/integrations/sony-imx500/index.html index 77b353fea1..60a56501ed 100644 --- a/integrations/sony-imx500/index.html +++ b/integrations/sony-imx500/index.html @@ -1294,7 +1294,7 @@

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diff --git a/integrations/tensorrt/index.html b/integrations/tensorrt/index.html index 4a3750cbdc..7839d390ca 100644 --- a/integrations/tensorrt/index.html +++ b/integrations/tensorrt/index.html @@ -2187,7 +2187,7 @@

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diff --git a/integrations/tf-savedmodel/index.html b/integrations/tf-savedmodel/index.html index 756a233bde..b34c4db219 100644 --- a/integrations/tf-savedmodel/index.html +++ b/integrations/tf-savedmodel/index.html @@ -1035,7 +1035,7 @@

What are 📅 Created 10 months ago -✏️ Updated 20 days ago +✏️ Updated 21 days ago

diff --git a/integrations/vscode/index.html b/integrations/vscode/index.html index 7433739c30..9fac290146 100644 --- a/integrations/vscode/index.html +++ b/integrations/vscode/index.html @@ -1225,10 +1225,10 @@

How do I uninstal
-📅 Created 4 months ago +📅 Created 5 months ago -✏️ Updated 20 days ago +✏️ Updated 21 days ago
diff --git a/models/index.html b/models/index.html index 0bd3b31d9f..6fc1426619 100644 --- a/models/index.html +++ b/models/index.html @@ -700,7 +700,7 @@

📅 Created 1 year ago -✏️ Updated 16 days ago +✏️ Updated 17 days ago

diff --git a/models/mobile-sam/index.html b/models/mobile-sam/index.html index a6b72a9d88..530948eeef 100644 --- a/models/mobile-sam/index.html +++ b/models/mobile-sam/index.html @@ -1039,7 +1039,7 @@

What are the primary use c 📅 Created 1 year ago -✏️ Updated 0 days ago +✏️ Updated 1 day ago

diff --git a/models/rtdetr/index.html b/models/rtdetr/index.html index 9deed421e7..dc53604697 100644 --- a/models/rtdetr/index.html +++ b/models/rtdetr/index.html @@ -863,7 +863,7 @@

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diff --git a/models/sam-2/index.html b/models/sam-2/index.html index 92bb7e8117..5bb4db9f53 100644 --- a/models/sam-2/index.html +++ b/models/sam-2/index.html @@ -1643,7 +1643,7 @@

How doe 📅 Created 5 months ago -✏️ Updated 6 days ago +✏️ Updated 7 days ago

diff --git a/models/yolo-world/index.html b/models/yolo-world/index.html index 6c2ce6da08..b900bae356 100644 --- a/models/yolo-world/index.html +++ b/models/yolo-world/index.html @@ -1494,7 +1494,7 @@

How 📅 Created 11 months ago -✏️ Updated 28 days ago +✏️ Updated 29 days ago

diff --git a/models/yolov6/index.html b/models/yolov6/index.html index 8fcdbdb9fe..6ad71c2f9e 100644 --- a/models/yolov6/index.html +++ b/models/yolov6/index.html @@ -907,7 +907,7 @@

W 📅 Created 1 year ago -✏️ Updated 16 days ago +✏️ Updated 17 days ago

diff --git a/models/yolov7/index.html b/models/yolov7/index.html index f9bffa8451..10b2d55e40 100644 --- a/models/yolov7/index.html +++ b/models/yolov7/index.html @@ -1275,7 +1275,7 @@

What a 📅 Created 1 year ago -✏️ Updated 28 days ago +✏️ Updated 29 days ago

diff --git a/models/yolov8/index.html b/models/yolov8/index.html index 0a72c50a6d..951a3a3a07 100644 --- a/models/yolov8/index.html +++ b/models/yolov8/index.html @@ -1311,7 +1311,7 @@

Can I benchmark YOLOv8 mo 📅 Created 1 year ago -✏️ Updated 3 days ago +✏️ Updated 4 days ago

diff --git a/modes/predict/index.html b/modes/predict/index.html index b31ced6200..ea89850f46 100644 --- a/modes/predict/index.html +++ b/modes/predict/index.html @@ -2436,7 +2436,7 @@

How can I 📅 Created 1 year ago -✏️ Updated 2 months ago +✏️ Updated 3 months ago

diff --git a/reference/data/utils/index.html b/reference/data/utils/index.html index bc74139657..06871001d4 100644 --- a/reference/data/utils/index.html +++ b/reference/data/utils/index.html @@ -3495,7 +3495,7 @@

📅 Created 1 year ago -✏️ Updated 20 days ago +✏️ Updated 21 days ago

diff --git a/reference/solutions/parking_management/index.html b/reference/solutions/parking_management/index.html index 613e2fe704..6bb61f9b44 100644 --- a/reference/solutions/parking_management/index.html +++ b/reference/solutions/parking_management/index.html @@ -2038,7 +2038,7 @@

-📅 Created 8 months ago +📅 Created 9 months ago ✏️ Updated 4 months ago diff --git a/reference/utils/__init__/index.html b/reference/utils/__init__/index.html index 7aacd74053..6a21625a9d 100644 --- a/reference/utils/__init__/index.html +++ b/reference/utils/__init__/index.html @@ -1981,7 +1981,7 @@

- Bases: tqdm

+ Bases: tqdm if TQDM_RICH else tqdm

A custom TQDM progress bar class that extends the original tqdm functionality.

This class modifies the behavior of the original tqdm progress bar based on global settings and provides additional customization options.

@@ -2099,11 +2099,7 @@

Source code in ultralytics/utils/__init__.py -
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-161
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-163
+
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@@ -2121,29 +2117,35 @@ 

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-181
def __init__(self, *args, **kwargs):
-    """
-    Initializes a custom TQDM progress bar.
-
-    This class extends the original tqdm class to provide customized behavior for Ultralytics projects.
-
-    Args:
-        *args (Any): Variable length argument list to be passed to the original tqdm constructor.
-        **kwargs (Any): Arbitrary keyword arguments to be passed to the original tqdm constructor.
+181
+182
+183
+184
+185
+186
def __init__(self, *args, **kwargs):
+    """
+    Initializes a custom TQDM progress bar.
+
+    This class extends the original tqdm class to provide customized behavior for Ultralytics projects.
 
-    Notes:
-        - The progress bar is disabled if VERBOSE is False or if 'disable' is explicitly set to True in kwargs.
-        - The default bar format is set to TQDM_BAR_FORMAT unless overridden in kwargs.
+    Args:
+        *args (Any): Variable length argument list to be passed to the original tqdm constructor.
+        **kwargs (Any): Arbitrary keyword arguments to be passed to the original tqdm constructor.
 
-    Examples:
-        >>> from ultralytics.utils import TQDM
-        >>> for i in TQDM(range(100)):
-        ...     # Your code here
-        ...     pass
-    """
-    kwargs["disable"] = not VERBOSE or kwargs.get("disable", False)  # logical 'and' with default value if passed
-    kwargs.setdefault("bar_format", TQDM_BAR_FORMAT)  # override default value if passed
-    super().__init__(*args, **kwargs)
+    Notes:
+        - The progress bar is disabled if VERBOSE is False or if 'disable' is explicitly set to True in kwargs.
+        - The default bar format is set to TQDM_BAR_FORMAT unless overridden in kwargs.
+
+    Examples:
+        >>> from ultralytics.utils import TQDM
+        >>> for i in TQDM(range(100)):
+        ...     # Your code here
+        ...     pass
+    """
+    warnings.filterwarnings("ignore", category=tqdm.TqdmExperimentalWarning)  # suppress tqdm.rich warning
+    kwargs["disable"] = not VERBOSE or kwargs.get("disable", False)
+    kwargs.setdefault("bar_format", TQDM_BAR_FORMAT)  # override default value if passed
+    super().__init__(*args, **kwargs)
 

 
 

@@ -2223,13 +2225,13 @@ 

 
Custom attribute access error message with helpful information.

 

 Source code in ultralytics/utils/__init__.py
-
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-233
-234
-235
def __getattr__(self, attr):
-    """Custom attribute access error message with helpful information."""
-    name = self.__class__.__name__
-    raise AttributeError(f"'{name}' object has no attribute '{attr}'. See valid attributes below.\n{self.__doc__}")
+
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+238
+239
+240
def __getattr__(self, attr):
+    """Custom attribute access error message with helpful information."""
+    name = self.__class__.__name__
+    raise AttributeError(f"'{name}' object has no attribute '{attr}'. See valid attributes below.\n{self.__doc__}")
 

 
 

@@ -2244,11 +2246,11 @@ 

 
Return a machine-readable string representation of the object.

 

 Source code in ultralytics/utils/__init__.py
-
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-229
-230
def __repr__(self):
-    """Return a machine-readable string representation of the object."""
-    return self.__str__()
+
233
+234
+235
def __repr__(self):
+    """Return a machine-readable string representation of the object."""
+    return self.__str__()
 

 
 

@@ -2263,31 +2265,31 @@ 

 
Return a human-readable string representation of the object.

 

 Source code in ultralytics/utils/__init__.py
-
214
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-216
-217
-218
-219
+
219
 220
 221
 222
 223
 224
 225
-226
def __str__(self):
-    """Return a human-readable string representation of the object."""
-    attr = []
-    for a in dir(self):
-        v = getattr(self, a)
-        if not callable(v) and not a.startswith("_"):
-            if isinstance(v, SimpleClass):
-                # Display only the module and class name for subclasses
-                s = f"{a}: {v.__module__}.{v.__class__.__name__} object"
-            else:
-                s = f"{a}: {repr(v)}"
-            attr.append(s)
-    return f"{self.__module__}.{self.__class__.__name__} object with attributes:\n\n" + "\n".join(attr)
+226
+227
+228
+229
+230
+231
def __str__(self):
+    """Return a human-readable string representation of the object."""
+    attr = []
+    for a in dir(self):
+        v = getattr(self, a)
+        if not callable(v) and not a.startswith("_"):
+            if isinstance(v, SimpleClass):
+                # Display only the module and class name for subclasses
+                s = f"{a}: {v.__module__}.{v.__class__.__name__} object"
+            else:
+                s = f"{a}: {repr(v)}"
+            attr.append(s)
+    return f"{self.__module__}.{self.__class__.__name__} object with attributes:\n\n" + "\n".join(attr)
 

 
 

@@ -2381,27 +2383,27 @@ 

 Source code in ultralytics/utils/__init__.py
-
281
-282
-283
-284
-285
-286
+
286
 287
 288
 289
 290
-291
def __getattr__(self, attr):
-    """Custom attribute access error message with helpful information."""
-    name = self.__class__.__name__
-    raise AttributeError(
-        f"""
-        '{name}' object has no attribute '{attr}'. This may be caused by a modified or out of date ultralytics
-        'default.yaml' file.\nPlease update your code with 'pip install -U ultralytics' and if necessary replace
-        {DEFAULT_CFG_PATH} with the latest version from
-        https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/default.yaml
-        """
-    )
+291
+292
+293
+294
+295
+296
def __getattr__(self, attr):
+    """Custom attribute access error message with helpful information."""
+    name = self.__class__.__name__
+    raise AttributeError(
+        f"""
+        '{name}' object has no attribute '{attr}'. This may be caused by a modified or out of date ultralytics
+        'default.yaml' file.\nPlease update your code with 'pip install -U ultralytics' and if necessary replace
+        {DEFAULT_CFG_PATH} with the latest version from
+        https://github.com/ultralytics/ultralytics/blob/main/ultralytics/cfg/default.yaml
+        """
+    )
 

 
 

@@ -2416,11 +2418,11 @@ 

 Source code in ultralytics/utils/__init__.py
-
273
-274
-275
def __iter__(self):
-    """Return an iterator of key-value pairs from the namespace's attributes."""
-    return iter(vars(self).items())
+
278
+279
+280
def __iter__(self):
+    """Return an iterator of key-value pairs from the namespace's attributes."""
+    return iter(vars(self).items())
 

 
 

@@ -2435,11 +2437,11 @@ 

 Source code in ultralytics/utils/__init__.py
-
277
-278
-279
def __str__(self):
-    """Return a human-readable string representation of the object."""
-    return "\n".join(f"{k}={v}" for k, v in vars(self).items())
+
282
+283
+284
def __str__(self):
+    """Return a human-readable string representation of the object."""
+    return "\n".join(f"{k}={v}" for k, v in vars(self).items())
 

 
 

@@ -2454,11 +2456,11 @@ 

 
Return the value of the specified key if it exists; otherwise, return the default value.

 

 Source code in ultralytics/utils/__init__.py
-
293
-294
-295
def get(self, key, default=None):
-    """Return the value of the specified key if it exists; otherwise, return the default value."""
-    return getattr(self, key, default)
+
298
+299
+300
def get(self, key, default=None):
+    """Return the value of the specified key if it exists; otherwise, return the default value."""
+    return getattr(self, key, default)
 

 
 

@@ -2510,11 +2512,11 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
435
-436
-437
def __init__(self):
-    """Initializes the decorator class for thread-safe execution of a function or method."""
-    self.lock = threading.Lock()
+
440
+441
+442
def __init__(self):
+    """Initializes the decorator class for thread-safe execution of a function or method."""
+    self.lock = threading.Lock()
 

 
 

@@ -2528,27 +2530,27 @@ 

 
Run thread-safe execution of function or method.

 

 Source code in ultralytics/utils/__init__.py
-
439
-440
-441
-442
-443
-444
+
444
 445
 446
 447
 448
-449
def __call__(self, f):
-    """Run thread-safe execution of function or method."""
-    from functools import wraps
-
-    @wraps(f)
-    def decorated(*args, **kwargs):
-        """Applies thread-safety to the decorated function or method."""
-        with self.lock:
-            return f(*args, **kwargs)
-
-    return decorated
+449
+450
+451
+452
+453
+454
def __call__(self, f):
+    """Run thread-safe execution of function or method."""
+    from functools import wraps
+
+    @wraps(f)
+    def decorated(*args, **kwargs):
+        """Applies thread-safety to the decorated function or method."""
+        with self.lock:
+            return f(*args, **kwargs)
+
+    return decorated
 

 
 

@@ -2580,13 +2582,13 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
928
-929
-930
-931
def __init__(self, msg="", verbose=True):
-    """Initialize TryExcept class with optional message and verbosity settings."""
-    self.msg = msg
-    self.verbose = verbose
+
933
+934
+935
+936
def __init__(self, msg="", verbose=True):
+    """Initialize TryExcept class with optional message and verbosity settings."""
+    self.msg = msg
+    self.verbose = verbose
 

 
 

@@ -2600,11 +2602,11 @@ 

 
Executes when entering TryExcept context, initializes instance.

 

 Source code in ultralytics/utils/__init__.py
-
933
-934
-935
def __enter__(self):
-    """Executes when entering TryExcept context, initializes instance."""
-    pass
+
938
+939
+940
def __enter__(self):
+    """Executes when entering TryExcept context, initializes instance."""
+    pass
 

 
 

@@ -2619,15 +2621,15 @@ 

 
Defines behavior when exiting a 'with' block, prints error message if necessary.

 

 Source code in ultralytics/utils/__init__.py
-
937
-938
-939
-940
-941
def __exit__(self, exc_type, value, traceback):
-    """Defines behavior when exiting a 'with' block, prints error message if necessary."""
-    if self.verbose and value:
-        print(emojis(f"{self.msg}{': ' if self.msg else ''}{value}"))
-    return True
+
942
+943
+944
+945
+946
def __exit__(self, exc_type, value, traceback):
+    """Defines behavior when exiting a 'with' block, prints error message if necessary."""
+    if self.verbose and value:
+        print(emojis(f"{self.msg}{': ' if self.msg else ''}{value}"))
+    return True
 

 
 

@@ -2656,15 +2658,15 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
959
-960
-961
-962
-963
def __init__(self, times=3, delay=2):
-    """Initialize Retry class with specified number of retries and delay."""
-    self.times = times
-    self.delay = delay
-    self._attempts = 0
+
964
+965
+966
+967
+968
def __init__(self, times=3, delay=2):
+    """Initialize Retry class with specified number of retries and delay."""
+    self.times = times
+    self.delay = delay
+    self._attempts = 0
 

 
 

@@ -2678,12 +2680,7 @@ 

 
Decorator implementation for Retry with exponential backoff.

 

 Source code in ultralytics/utils/__init__.py
-
965
-966
-967
-968
-969
-970
+
970
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@@ -2694,23 +2691,28 @@ 

 978
 979
 980
-981
def __call__(self, func):
-    """Decorator implementation for Retry with exponential backoff."""
-
-    def wrapped_func(*args, **kwargs):
-        """Applies retries to the decorated function or method."""
-        self._attempts = 0
-        while self._attempts < self.times:
-            try:
-                return func(*args, **kwargs)
-            except Exception as e:
-                self._attempts += 1
-                print(f"Retry {self._attempts}/{self.times} failed: {e}")
-                if self._attempts >= self.times:
-                    raise e
-                time.sleep(self.delay * (2**self._attempts))  # exponential backoff delay
-
-    return wrapped_func
+981
+982
+983
+984
+985
+986
def __call__(self, func):
+    """Decorator implementation for Retry with exponential backoff."""
+
+    def wrapped_func(*args, **kwargs):
+        """Applies retries to the decorated function or method."""
+        self._attempts = 0
+        while self._attempts < self.times:
+            try:
+                return func(*args, **kwargs)
+            except Exception as e:
+                self._attempts += 1
+                print(f"Retry {self._attempts}/{self.times} failed: {e}")
+                if self._attempts >= self.times:
+                    raise e
+                time.sleep(self.delay * (2**self._attempts))  # exponential backoff delay
+
+    return wrapped_func
 

 
 

@@ -2834,17 +2836,17 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
1105
-1106
-1107
-1108
-1109
-1110
def __init__(self, file_path: Union[str, Path] = "data.json"):
-    """Initialize a JSONDict object with a specified file path for JSON persistence."""
-    super().__init__()
-    self.file_path = Path(file_path)
-    self.lock = Lock()
-    self._load()
+
1110
+1111
+1112
+1113
+1114
+1115
def __init__(self, file_path: Union[str, Path] = "data.json"):
+    """Initialize a JSONDict object with a specified file path for JSON persistence."""
+    super().__init__()
+    self.file_path = Path(file_path)
+    self.lock = Lock()
+    self._load()
 

 
 

@@ -2858,15 +2860,15 @@ 

 
Remove an item and update the persistent storage.

 

 Source code in ultralytics/utils/__init__.py
-
1145
-1146
-1147
-1148
-1149
def __delitem__(self, key):
-    """Remove an item and update the persistent storage."""
-    with self.lock:
-        super().__delitem__(key)
-        self._save()
+
1150
+1151
+1152
+1153
+1154
def __delitem__(self, key):
+    """Remove an item and update the persistent storage."""
+    with self.lock:
+        super().__delitem__(key)
+        self._save()
 

 
 

@@ -2881,15 +2883,15 @@ 

 
Store a key-value pair and persist to disk.

 

 Source code in ultralytics/utils/__init__.py
-
1139
-1140
-1141
-1142
-1143
def __setitem__(self, key, value):
-    """Store a key-value pair and persist to disk."""
-    with self.lock:
-        super().__setitem__(key, value)
-        self._save()
+
1144
+1145
+1146
+1147
+1148
def __setitem__(self, key, value):
+    """Store a key-value pair and persist to disk."""
+    with self.lock:
+        super().__setitem__(key, value)
+        self._save()
 

 
 

@@ -2904,13 +2906,13 @@ 

 
Return a pretty-printed JSON string representation of the dictionary.

 

 Source code in ultralytics/utils/__init__.py
-
1151
-1152
-1153
-1154
def __str__(self):
-    """Return a pretty-printed JSON string representation of the dictionary."""
-    contents = json.dumps(dict(self), indent=2, ensure_ascii=False, default=self._json_default)
-    return f'JSONDict("{self.file_path}"):\n{contents}'
+
1156
+1157
+1158
+1159
def __str__(self):
+    """Return a pretty-printed JSON string representation of the dictionary."""
+    contents = json.dumps(dict(self), indent=2, ensure_ascii=False, default=self._json_default)
+    return f'JSONDict("{self.file_path}"):\n{contents}'
 

 
 

@@ -2925,15 +2927,15 @@ 

 
Clear all entries and update the persistent storage.

 

 Source code in ultralytics/utils/__init__.py
-
1162
-1163
-1164
-1165
-1166
def clear(self):
-    """Clear all entries and update the persistent storage."""
-    with self.lock:
-        super().clear()
-        self._save()
+
1167
+1168
+1169
+1170
+1171
def clear(self):
+    """Clear all entries and update the persistent storage."""
+    with self.lock:
+        super().clear()
+        self._save()
 

 
 

@@ -2948,15 +2950,15 @@ 

 
Update the dictionary and persist changes.

 

 Source code in ultralytics/utils/__init__.py
-
1156
-1157
-1158
-1159
-1160
def update(self, *args, **kwargs):
-    """Update the dictionary and persist changes."""
-    with self.lock:
-        super().update(*args, **kwargs)
-        self._save()
+
1161
+1162
+1163
+1164
+1165
def update(self, *args, **kwargs):
+    """Update the dictionary and persist changes."""
+    with self.lock:
+        super().update(*args, **kwargs)
+        self._save()
 

 
 

@@ -3076,12 +3078,7 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
1195
-1196
-1197
-1198
-1199
-1200
+
1200
 1201
 1202
 1203
@@ -3121,52 +3118,57 @@ 

 1237
 1238
 1239
-1240
def __init__(self, file=SETTINGS_FILE, version="0.0.6"):
-    """Initializes the SettingsManager with default settings and loads user settings."""
-    import hashlib
-
-    from ultralytics.utils.torch_utils import torch_distributed_zero_first
-
-    root = GIT_DIR or Path()
-    datasets_root = (root.parent if GIT_DIR and is_dir_writeable(root.parent) else root).resolve()
+1240
+1241
+1242
+1243
+1244
+1245
def __init__(self, file=SETTINGS_FILE, version="0.0.6"):
+    """Initializes the SettingsManager with default settings and loads user settings."""
+    import hashlib
 
-    self.file = Path(file)
-    self.version = version
-    self.defaults = {
-        "settings_version": version,  # Settings schema version
-        "datasets_dir": str(datasets_root / "datasets"),  # Datasets directory
-        "weights_dir": str(root / "weights"),  # Model weights directory
-        "runs_dir": str(root / "runs"),  # Experiment runs directory
-        "uuid": hashlib.sha256(str(uuid.getnode()).encode()).hexdigest(),  # SHA-256 anonymized UUID hash
-        "sync": True,  # Enable synchronization
-        "api_key": "",  # Ultralytics API Key
-        "openai_api_key": "",  # OpenAI API Key
-        "clearml": True,  # ClearML integration
-        "comet": True,  # Comet integration
-        "dvc": True,  # DVC integration
-        "hub": True,  # Ultralytics HUB integration
-        "mlflow": True,  # MLflow integration
-        "neptune": True,  # Neptune integration
-        "raytune": True,  # Ray Tune integration
-        "tensorboard": True,  # TensorBoard logging
-        "wandb": False,  # Weights & Biases logging
-        "vscode_msg": True,  # VSCode messaging
-    }
-
-    self.help_msg = (
-        f"\nView Ultralytics Settings with 'yolo settings' or at '{self.file}'"
-        "\nUpdate Settings with 'yolo settings key=value', i.e. 'yolo settings runs_dir=path/to/dir'. "
-        "For help see https://docs.ultralytics.com/quickstart/#ultralytics-settings."
-    )
-
-    with torch_distributed_zero_first(RANK):
-        super().__init__(self.file)
-
-        if not self.file.exists() or not self:  # Check if file doesn't exist or is empty
-            LOGGER.info(f"Creating new Ultralytics Settings v{version} file ✅ {self.help_msg}")
-            self.reset()
-
-        self._validate_settings()
+    from ultralytics.utils.torch_utils import torch_distributed_zero_first
+
+    root = GIT_DIR or Path()
+    datasets_root = (root.parent if GIT_DIR and is_dir_writeable(root.parent) else root).resolve()
+
+    self.file = Path(file)
+    self.version = version
+    self.defaults = {
+        "settings_version": version,  # Settings schema version
+        "datasets_dir": str(datasets_root / "datasets"),  # Datasets directory
+        "weights_dir": str(root / "weights"),  # Model weights directory
+        "runs_dir": str(root / "runs"),  # Experiment runs directory
+        "uuid": hashlib.sha256(str(uuid.getnode()).encode()).hexdigest(),  # SHA-256 anonymized UUID hash
+        "sync": True,  # Enable synchronization
+        "api_key": "",  # Ultralytics API Key
+        "openai_api_key": "",  # OpenAI API Key
+        "clearml": True,  # ClearML integration
+        "comet": True,  # Comet integration
+        "dvc": True,  # DVC integration
+        "hub": True,  # Ultralytics HUB integration
+        "mlflow": True,  # MLflow integration
+        "neptune": True,  # Neptune integration
+        "raytune": True,  # Ray Tune integration
+        "tensorboard": True,  # TensorBoard logging
+        "wandb": False,  # Weights & Biases logging
+        "vscode_msg": True,  # VSCode messaging
+    }
+
+    self.help_msg = (
+        f"\nView Ultralytics Settings with 'yolo settings' or at '{self.file}'"
+        "\nUpdate Settings with 'yolo settings key=value', i.e. 'yolo settings runs_dir=path/to/dir'. "
+        "For help see https://docs.ultralytics.com/quickstart/#ultralytics-settings."
+    )
+
+    with torch_distributed_zero_first(RANK):
+        super().__init__(self.file)
+
+        if not self.file.exists() or not self:  # Check if file doesn't exist or is empty
+            LOGGER.info(f"Creating new Ultralytics Settings v{version} file ✅ {self.help_msg}")
+            self.reset()
+
+        self._validate_settings()
 

 
 

@@ -3180,11 +3182,11 @@ 

 
Updates one key: value pair.

 

 Source code in ultralytics/utils/__init__.py
-
1262
-1263
-1264
def __setitem__(self, key, value):
-    """Updates one key: value pair."""
-    self.update({key: value})
+
1267
+1268
+1269
def __setitem__(self, key, value):
+    """Updates one key: value pair."""
+    self.update({key: value})
 

 
 

@@ -3199,13 +3201,13 @@ 

 
Resets the settings to default and saves them.

 

 Source code in ultralytics/utils/__init__.py
-
1281
-1282
-1283
-1284
def reset(self):
-    """Resets the settings to default and saves them."""
-    self.clear()
-    self.update(self.defaults)
+
1286
+1287
+1288
+1289
def reset(self):
+    """Resets the settings to default and saves them."""
+    self.clear()
+    self.update(self.defaults)
 

 
 

@@ -3220,12 +3222,7 @@ 

 
Updates settings, validating keys and types.

 

 Source code in ultralytics/utils/__init__.py
-
1266
-1267
-1268
-1269
-1270
-1271
+
1271
 1272
 1273
 1274
@@ -3233,20 +3230,25 @@ 

 1276
 1277
 1278
-1279
def update(self, *args, **kwargs):
-    """Updates settings, validating keys and types."""
-    for arg in args:
-        if isinstance(arg, dict):
-            kwargs.update(arg)
-    for k, v in kwargs.items():
-        if k not in self.defaults:
-            raise KeyError(f"No Ultralytics setting '{k}'. {self.help_msg}")
-        t = type(self.defaults[k])
-        if not isinstance(v, t):
-            raise TypeError(
-                f"Ultralytics setting '{k}' must be '{t.__name__}' type, not '{type(v).__name__}'. {self.help_msg}"
-            )
-    super().update(*args, **kwargs)
+1279
+1280
+1281
+1282
+1283
+1284
def update(self, *args, **kwargs):
+    """Updates settings, validating keys and types."""
+    for arg in args:
+        if isinstance(arg, dict):
+            kwargs.update(arg)
+    for k, v in kwargs.items():
+        if k not in self.defaults:
+            raise KeyError(f"No Ultralytics setting '{k}'. {self.help_msg}")
+        t = type(self.defaults[k])
+        if not isinstance(v, t):
+            raise TypeError(
+                f"Ultralytics setting '{k}' must be '{t.__name__}' type, not '{type(v).__name__}'. {self.help_msg}"
+            )
+    super().update(*args, **kwargs)
 

 
 

@@ -3336,12 +3338,7 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
298
-299
-300
-301
-302
-303
+
303
 304
 305
 306
@@ -3378,49 +3375,54 @@ 

 337
 338
 339
-340
def plt_settings(rcparams=None, backend="Agg"):
-    """
-    Decorator to temporarily set rc parameters and the backend for a plotting function.
-
-    Example:
-        decorator: @plt_settings({"font.size": 12})
-        context manager: with plt_settings({"font.size": 12}):
-
-    Args:
-        rcparams (dict): Dictionary of rc parameters to set.
-        backend (str, optional): Name of the backend to use. Defaults to 'Agg'.
-
-    Returns:
-        (Callable): Decorated function with temporarily set rc parameters and backend. This decorator can be
-            applied to any function that needs to have specific matplotlib rc parameters and backend for its execution.
-    """
-    if rcparams is None:
-        rcparams = {"font.size": 11}
-
-    def decorator(func):
-        """Decorator to apply temporary rc parameters and backend to a function."""
-
-        def wrapper(*args, **kwargs):
-            """Sets rc parameters and backend, calls the original function, and restores the settings."""
-            original_backend = plt.get_backend()
-            switch = backend.lower() != original_backend.lower()
-            if switch:
-                plt.close("all")  # auto-close()ing of figures upon backend switching is deprecated since 3.8
-                plt.switch_backend(backend)
-
-            # Plot with backend and always revert to original backend
-            try:
-                with plt.rc_context(rcparams):
-                    result = func(*args, **kwargs)
-            finally:
-                if switch:
-                    plt.close("all")
-                    plt.switch_backend(original_backend)
-            return result
-
-        return wrapper
-
-    return decorator
+340
+341
+342
+343
+344
+345
def plt_settings(rcparams=None, backend="Agg"):
+    """
+    Decorator to temporarily set rc parameters and the backend for a plotting function.
+
+    Example:
+        decorator: @plt_settings({"font.size": 12})
+        context manager: with plt_settings({"font.size": 12}):
+
+    Args:
+        rcparams (dict): Dictionary of rc parameters to set.
+        backend (str, optional): Name of the backend to use. Defaults to 'Agg'.
+
+    Returns:
+        (Callable): Decorated function with temporarily set rc parameters and backend. This decorator can be
+            applied to any function that needs to have specific matplotlib rc parameters and backend for its execution.
+    """
+    if rcparams is None:
+        rcparams = {"font.size": 11}
+
+    def decorator(func):
+        """Decorator to apply temporary rc parameters and backend to a function."""
+
+        def wrapper(*args, **kwargs):
+            """Sets rc parameters and backend, calls the original function, and restores the settings."""
+            original_backend = plt.get_backend()
+            switch = backend.lower() != original_backend.lower()
+            if switch:
+                plt.close("all")  # auto-close()ing of figures upon backend switching is deprecated since 3.8
+                plt.switch_backend(backend)
+
+            # Plot with backend and always revert to original backend
+            try:
+                with plt.rc_context(rcparams):
+                    result = func(*args, **kwargs)
+            finally:
+                if switch:
+                    plt.close("all")
+                    plt.switch_backend(original_backend)
+            return result
+
+        return wrapper
+
+    return decorator
 

 
 

@@ -3497,12 +3499,7 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
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+
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@@ -3556,66 +3553,71 @@ 

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-402
def set_logging(name="LOGGING_NAME", verbose=True):
-    """
-    Sets up logging with UTF-8 encoding and configurable verbosity.
-
-    This function configures logging for the Ultralytics library, setting the appropriate logging level and
-    formatter based on the verbosity flag and the current process rank. It handles special cases for Windows
-    environments where UTF-8 encoding might not be the default.
-
-    Args:
-        name (str): Name of the logger. Defaults to "LOGGING_NAME".
-        verbose (bool): Flag to set logging level to INFO if True, ERROR otherwise. Defaults to True.
-
-    Examples:
-        >>> set_logging(name="ultralytics", verbose=True)
-        >>> logger = logging.getLogger("ultralytics")
-        >>> logger.info("This is an info message")
+402
+403
+404
+405
+406
+407
def set_logging(name="LOGGING_NAME", verbose=True):
+    """
+    Sets up logging with UTF-8 encoding and configurable verbosity.
+
+    This function configures logging for the Ultralytics library, setting the appropriate logging level and
+    formatter based on the verbosity flag and the current process rank. It handles special cases for Windows
+    environments where UTF-8 encoding might not be the default.
+
+    Args:
+        name (str): Name of the logger. Defaults to "LOGGING_NAME".
+        verbose (bool): Flag to set logging level to INFO if True, ERROR otherwise. Defaults to True.
 
-    Notes:
-        - On Windows, this function attempts to reconfigure stdout to use UTF-8 encoding if possible.
-        - If reconfiguration is not possible, it falls back to a custom formatter that handles non-UTF-8 environments.
-        - The function sets up a StreamHandler with the appropriate formatter and level.
-        - The logger's propagate flag is set to False to prevent duplicate logging in parent loggers.
-    """
-    level = logging.INFO if verbose and RANK in {-1, 0} else logging.ERROR  # rank in world for Multi-GPU trainings
-
-    # Configure the console (stdout) encoding to UTF-8, with checks for compatibility
-    formatter = logging.Formatter("%(message)s")  # Default formatter
-    if WINDOWS and hasattr(sys.stdout, "encoding") and sys.stdout.encoding != "utf-8":
-
-        class CustomFormatter(logging.Formatter):
-            def format(self, record):
-                """Sets up logging with UTF-8 encoding and configurable verbosity."""
-                return emojis(super().format(record))
+    Examples:
+        >>> set_logging(name="ultralytics", verbose=True)
+        >>> logger = logging.getLogger("ultralytics")
+        >>> logger.info("This is an info message")
+
+    Notes:
+        - On Windows, this function attempts to reconfigure stdout to use UTF-8 encoding if possible.
+        - If reconfiguration is not possible, it falls back to a custom formatter that handles non-UTF-8 environments.
+        - The function sets up a StreamHandler with the appropriate formatter and level.
+        - The logger's propagate flag is set to False to prevent duplicate logging in parent loggers.
+    """
+    level = logging.INFO if verbose and RANK in {-1, 0} else logging.ERROR  # rank in world for Multi-GPU trainings
+
+    # Configure the console (stdout) encoding to UTF-8, with checks for compatibility
+    formatter = logging.Formatter("%(message)s")  # Default formatter
+    if WINDOWS and hasattr(sys.stdout, "encoding") and sys.stdout.encoding != "utf-8":
 
-        try:
-            # Attempt to reconfigure stdout to use UTF-8 encoding if possible
-            if hasattr(sys.stdout, "reconfigure"):
-                sys.stdout.reconfigure(encoding="utf-8")
-            # For environments where reconfigure is not available, wrap stdout in a TextIOWrapper
-            elif hasattr(sys.stdout, "buffer"):
-                import io
-
-                sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding="utf-8")
-            else:
-                formatter = CustomFormatter("%(message)s")
-        except Exception as e:
-            print(f"Creating custom formatter for non UTF-8 environments due to {e}")
-            formatter = CustomFormatter("%(message)s")
-
-    # Create and configure the StreamHandler with the appropriate formatter and level
-    stream_handler = logging.StreamHandler(sys.stdout)
-    stream_handler.setFormatter(formatter)
-    stream_handler.setLevel(level)
+        class CustomFormatter(logging.Formatter):
+            def format(self, record):
+                """Sets up logging with UTF-8 encoding and configurable verbosity."""
+                return emojis(super().format(record))
+
+        try:
+            # Attempt to reconfigure stdout to use UTF-8 encoding if possible
+            if hasattr(sys.stdout, "reconfigure"):
+                sys.stdout.reconfigure(encoding="utf-8")
+            # For environments where reconfigure is not available, wrap stdout in a TextIOWrapper
+            elif hasattr(sys.stdout, "buffer"):
+                import io
+
+                sys.stdout = io.TextIOWrapper(sys.stdout.buffer, encoding="utf-8")
+            else:
+                formatter = CustomFormatter("%(message)s")
+        except Exception as e:
+            print(f"Creating custom formatter for non UTF-8 environments due to {e}")
+            formatter = CustomFormatter("%(message)s")
 
-    # Set up the logger
-    logger = logging.getLogger(name)
-    logger.setLevel(level)
-    logger.addHandler(stream_handler)
-    logger.propagate = False
-    return logger
+    # Create and configure the StreamHandler with the appropriate formatter and level
+    stream_handler = logging.StreamHandler(sys.stdout)
+    stream_handler.setFormatter(formatter)
+    stream_handler.setLevel(level)
+
+    # Set up the logger
+    logger = logging.getLogger(name)
+    logger.setLevel(level)
+    logger.addHandler(stream_handler)
+    logger.propagate = False
+    return logger
 

 
 

@@ -3630,11 +3632,11 @@ 

 
Return platform-dependent emoji-safe version of string.

 

 Source code in ultralytics/utils/__init__.py
-
411
-412
-413
def emojis(string=""):
-    """Return platform-dependent emoji-safe version of string."""
-    return string.encode().decode("ascii", "ignore") if WINDOWS else string
+
416
+417
+418
def emojis(string=""):
+    """Return platform-dependent emoji-safe version of string."""
+    return string.encode().decode("ascii", "ignore") if WINDOWS else string
 

 
 

@@ -3731,12 +3733,7 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
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+
457
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@@ -3760,36 +3757,41 @@ 

 478
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-481
def yaml_save(file="data.yaml", data=None, header=""):
-    """
-    Save YAML data to a file.
-
-    Args:
-        file (str, optional): File name. Default is 'data.yaml'.
-        data (dict): Data to save in YAML format.
-        header (str, optional): YAML header to add.
+481
+482
+483
+484
+485
+486
def yaml_save(file="data.yaml", data=None, header=""):
+    """
+    Save YAML data to a file.
 
-    Returns:
-        (None): Data is saved to the specified file.
-    """
-    if data is None:
-        data = {}
-    file = Path(file)
-    if not file.parent.exists():
-        # Create parent directories if they don't exist
-        file.parent.mkdir(parents=True, exist_ok=True)
-
-    # Convert Path objects to strings
-    valid_types = int, float, str, bool, list, tuple, dict, type(None)
-    for k, v in data.items():
-        if not isinstance(v, valid_types):
-            data[k] = str(v)
-
-    # Dump data to file in YAML format
-    with open(file, "w", errors="ignore", encoding="utf-8") as f:
-        if header:
-            f.write(header)
-        yaml.safe_dump(data, f, sort_keys=False, allow_unicode=True)
+    Args:
+        file (str, optional): File name. Default is 'data.yaml'.
+        data (dict): Data to save in YAML format.
+        header (str, optional): YAML header to add.
+
+    Returns:
+        (None): Data is saved to the specified file.
+    """
+    if data is None:
+        data = {}
+    file = Path(file)
+    if not file.parent.exists():
+        # Create parent directories if they don't exist
+        file.parent.mkdir(parents=True, exist_ok=True)
+
+    # Convert Path objects to strings
+    valid_types = int, float, str, bool, list, tuple, dict, type(None)
+    for k, v in data.items():
+        if not isinstance(v, valid_types):
+            data[k] = str(v)
+
+    # Dump data to file in YAML format
+    with open(file, "w", errors="ignore", encoding="utf-8") as f:
+        if header:
+            f.write(header)
+        yaml.safe_dump(data, f, sort_keys=False, allow_unicode=True)
 

 
 

@@ -3870,12 +3872,7 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
484
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-487
-488
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+
489
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@@ -3893,30 +3890,35 @@ 

 504
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-507
def yaml_load(file="data.yaml", append_filename=False):
-    """
-    Load YAML data from a file.
-
-    Args:
-        file (str, optional): File name. Default is 'data.yaml'.
-        append_filename (bool): Add the YAML filename to the YAML dictionary. Default is False.
-
-    Returns:
-        (dict): YAML data and file name.
-    """
-    assert Path(file).suffix in {".yaml", ".yml"}, f"Attempting to load non-YAML file {file} with yaml_load()"
-    with open(file, errors="ignore", encoding="utf-8") as f:
-        s = f.read()  # string
-
-        # Remove special characters
-        if not s.isprintable():
-            s = re.sub(r"[^\x09\x0A\x0D\x20-\x7E\x85\xA0-\uD7FF\uE000-\uFFFD\U00010000-\U0010ffff]+", "", s)
-
-        # Add YAML filename to dict and return
-        data = yaml.safe_load(s) or {}  # always return a dict (yaml.safe_load() may return None for empty files)
-        if append_filename:
-            data["yaml_file"] = str(file)
-        return data
+507
+508
+509
+510
+511
+512
def yaml_load(file="data.yaml", append_filename=False):
+    """
+    Load YAML data from a file.
+
+    Args:
+        file (str, optional): File name. Default is 'data.yaml'.
+        append_filename (bool): Add the YAML filename to the YAML dictionary. Default is False.
+
+    Returns:
+        (dict): YAML data and file name.
+    """
+    assert Path(file).suffix in {".yaml", ".yml"}, f"Attempting to load non-YAML file {file} with yaml_load()"
+    with open(file, errors="ignore", encoding="utf-8") as f:
+        s = f.read()  # string
+
+        # Remove special characters
+        if not s.isprintable():
+            s = re.sub(r"[^\x09\x0A\x0D\x20-\x7E\x85\xA0-\uD7FF\uE000-\uFFFD\U00010000-\U0010ffff]+", "", s)
+
+        # Add YAML filename to dict and return
+        data = yaml.safe_load(s) or {}  # always return a dict (yaml.safe_load() may return None for empty files)
+        if append_filename:
+            data["yaml_file"] = str(file)
+        return data
 

 
 

@@ -3981,31 +3983,31 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
510
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-512
-513
-514
-515
+
515
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-522
def yaml_print(yaml_file: Union[str, Path, dict]) -> None:
-    """
-    Pretty prints a YAML file or a YAML-formatted dictionary.
-
-    Args:
-        yaml_file: The file path of the YAML file or a YAML-formatted dictionary.
-
-    Returns:
-        (None)
-    """
-    yaml_dict = yaml_load(yaml_file) if isinstance(yaml_file, (str, Path)) else yaml_file
-    dump = yaml.dump(yaml_dict, sort_keys=False, allow_unicode=True, width=float("inf"))
-    LOGGER.info(f"Printing '{colorstr('bold', 'black', yaml_file)}'\n\n{dump}")
+522
+523
+524
+525
+526
+527
def yaml_print(yaml_file: Union[str, Path, dict]) -> None:
+    """
+    Pretty prints a YAML file or a YAML-formatted dictionary.
+
+    Args:
+        yaml_file: The file path of the YAML file or a YAML-formatted dictionary.
+
+    Returns:
+        (None)
+    """
+    yaml_dict = yaml_load(yaml_file) if isinstance(yaml_file, (str, Path)) else yaml_file
+    dump = yaml.dump(yaml_dict, sort_keys=False, allow_unicode=True, width=float("inf"))
+    LOGGER.info(f"Printing '{colorstr('bold', 'black', yaml_file)}'\n\n{dump}")
 

 
 

@@ -4042,23 +4044,23 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
535
-536
-537
-538
-539
-540
+
540
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 542
-543
def read_device_model() -> str:
-    """
-    Reads the device model information from the system and caches it for quick access. Used by is_jetson() and
-    is_raspberrypi().
-
-    Returns:
-        (str): Kernel release information.
-    """
-    return platform.release().lower()
+543
+544
+545
+546
+547
+548
def read_device_model() -> str:
+    """
+    Reads the device model information from the system and caches it for quick access. Used by is_jetson() and
+    is_raspberrypi().
+
+    Returns:
+        (str): Kernel release information.
+    """
+    return platform.release().lower()
 

 
 

@@ -4094,29 +4096,29 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
546
-547
-548
-549
-550
-551
+
551
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 555
 556
-557
def is_ubuntu() -> bool:
-    """
-    Check if the OS is Ubuntu.
-
-    Returns:
-        (bool): True if OS is Ubuntu, False otherwise.
-    """
-    try:
-        with open("/etc/os-release") as f:
-            return "ID=ubuntu" in f.read()
-    except FileNotFoundError:
-        return False
+557
+558
+559
+560
+561
+562
def is_ubuntu() -> bool:
+    """
+    Check if the OS is Ubuntu.
+
+    Returns:
+        (bool): True if OS is Ubuntu, False otherwise.
+    """
+    try:
+        with open("/etc/os-release") as f:
+            return "ID=ubuntu" in f.read()
+    except FileNotFoundError:
+        return False
 

 
 

@@ -4152,21 +4154,21 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
560
-561
-562
-563
-564
-565
+
565
 566
-567
def is_colab():
-    """
-    Check if the current script is running inside a Google Colab notebook.
-
-    Returns:
-        (bool): True if running inside a Colab notebook, False otherwise.
-    """
-    return "COLAB_RELEASE_TAG" in os.environ or "COLAB_BACKEND_VERSION" in os.environ
+567
+568
+569
+570
+571
+572
def is_colab():
+    """
+    Check if the current script is running inside a Google Colab notebook.
+
+    Returns:
+        (bool): True if running inside a Colab notebook, False otherwise.
+    """
+    return "COLAB_RELEASE_TAG" in os.environ or "COLAB_BACKEND_VERSION" in os.environ
 

 
 

@@ -4202,21 +4204,21 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
570
-571
-572
-573
-574
-575
+
575
 576
-577
def is_kaggle():
-    """
-    Check if the current script is running inside a Kaggle kernel.
-
-    Returns:
-        (bool): True if running inside a Kaggle kernel, False otherwise.
-    """
-    return os.environ.get("PWD") == "/kaggle/working" and os.environ.get("KAGGLE_URL_BASE") == "https://www.kaggle.com"
+577
+578
+579
+580
+581
+582
def is_kaggle():
+    """
+    Check if the current script is running inside a Kaggle kernel.
+
+    Returns:
+        (bool): True if running inside a Kaggle kernel, False otherwise.
+    """
+    return os.environ.get("PWD") == "/kaggle/working" and os.environ.get("KAGGLE_URL_BASE") == "https://www.kaggle.com"
 

 
 

@@ -4259,29 +4261,29 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
580
-581
-582
-583
-584
-585
+
585
 586
 587
 588
 589
 590
-591
def is_jupyter():
-    """
-    Check if the current script is running inside a Jupyter Notebook.
-
-    Returns:
-        (bool): True if running inside a Jupyter Notebook, False otherwise.
-
-    Note:
-        - Only works on Colab and Kaggle, other environments like Jupyterlab and Paperspace are not reliably detectable.
-        - "get_ipython" in globals() method suffers false positives when IPython package installed manually.
-    """
-    return IS_COLAB or IS_KAGGLE
+591
+592
+593
+594
+595
+596
def is_jupyter():
+    """
+    Check if the current script is running inside a Jupyter Notebook.
+
+    Returns:
+        (bool): True if running inside a Jupyter Notebook, False otherwise.
+
+    Note:
+        - Only works on Colab and Kaggle, other environments like Jupyterlab and Paperspace are not reliably detectable.
+        - "get_ipython" in globals() method suffers false positives when IPython package installed manually.
+    """
+    return IS_COLAB or IS_KAGGLE
 

 
 

@@ -4317,21 +4319,21 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
594
-595
-596
-597
-598
-599
+
599
 600
-601
def is_runpod():
-    """
-    Check if the current script is running inside a RunPod container.
-
-    Returns:
-        (bool): True if running in RunPod, False otherwise.
-    """
-    return "RUNPOD_POD_ID" in os.environ
+601
+602
+603
+604
+605
+606
def is_runpod():
+    """
+    Check if the current script is running inside a RunPod container.
+
+    Returns:
+        (bool): True if running in RunPod, False otherwise.
+    """
+    return "RUNPOD_POD_ID" in os.environ
 

 
 

@@ -4367,29 +4369,29 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
604
-605
-606
-607
-608
-609
+
609
 610
 611
 612
 613
 614
-615
def is_docker() -> bool:
-    """
-    Determine if the script is running inside a Docker container.
-
-    Returns:
-        (bool): True if the script is running inside a Docker container, False otherwise.
-    """
-    try:
-        with open("/proc/self/cgroup") as f:
-            return "docker" in f.read()
-    except Exception:
-        return False
+615
+616
+617
+618
+619
+620
def is_docker() -> bool:
+    """
+    Determine if the script is running inside a Docker container.
+
+    Returns:
+        (bool): True if the script is running inside a Docker container, False otherwise.
+    """
+    try:
+        with open("/proc/self/cgroup") as f:
+            return "docker" in f.read()
+    except Exception:
+        return False
 

 
 

@@ -4425,21 +4427,21 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
618
-619
-620
-621
-622
-623
+
623
 624
-625
def is_raspberrypi() -> bool:
-    """
-    Determines if the Python environment is running on a Raspberry Pi by checking the device model information.
-
-    Returns:
-        (bool): True if running on a Raspberry Pi, False otherwise.
-    """
-    return "rpi" in DEVICE_MODEL
+625
+626
+627
+628
+629
+630
def is_raspberrypi() -> bool:
+    """
+    Determines if the Python environment is running on a Raspberry Pi by checking the device model information.
+
+    Returns:
+        (bool): True if running on a Raspberry Pi, False otherwise.
+    """
+    return "rpi" in DEVICE_MODEL
 

 
 

@@ -4475,21 +4477,21 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
628
-629
-630
-631
-632
-633
+
633
 634
-635
def is_jetson() -> bool:
-    """
-    Determines if the Python environment is running on an NVIDIA Jetson device by checking the device model information.
-
-    Returns:
-        (bool): True if running on an NVIDIA Jetson device, False otherwise.
-    """
-    return "tegra" in DEVICE_MODEL
+635
+636
+637
+638
+639
+640
def is_jetson() -> bool:
+    """
+    Determines if the Python environment is running on an NVIDIA Jetson device by checking the device model information.
+
+    Returns:
+        (bool): True if running on an NVIDIA Jetson device, False otherwise.
+    """
+    return "tegra" in DEVICE_MODEL
 

 
 

@@ -4525,12 +4527,7 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
638
-639
-640
-641
-642
-643
+
643
 644
 645
 646
@@ -4540,22 +4537,27 @@ 

 650
 651
 652
-653
def is_online() -> bool:
-    """
-    Check internet connectivity by attempting to connect to a known online host.
-
-    Returns:
-        (bool): True if connection is successful, False otherwise.
-    """
-    try:
-        assert str(os.getenv("YOLO_OFFLINE", "")).lower() != "true"  # check if ENV var YOLO_OFFLINE="True"
-        import socket
-
-        for dns in ("1.1.1.1", "8.8.8.8"):  # check Cloudflare and Google DNS
-            socket.create_connection(address=(dns, 80), timeout=2.0).close()
-            return True
-    except Exception:
-        return False
+653
+654
+655
+656
+657
+658
def is_online() -> bool:
+    """
+    Check internet connectivity by attempting to connect to a known online host.
+
+    Returns:
+        (bool): True if connection is successful, False otherwise.
+    """
+    try:
+        assert str(os.getenv("YOLO_OFFLINE", "")).lower() != "true"  # check if ENV var YOLO_OFFLINE="True"
+        import socket
+
+        for dns in ("1.1.1.1", "8.8.8.8"):  # check Cloudflare and Google DNS
+            socket.create_connection(address=(dns, 80), timeout=2.0).close()
+            return True
+    except Exception:
+        return False
 

 
 

@@ -4620,12 +4622,7 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
656
-657
-658
-659
-660
-661
+
661
 662
 663
 664
@@ -4636,23 +4633,28 @@ 

 669
 670
 671
-672
def is_pip_package(filepath: str = __name__) -> bool:
-    """
-    Determines if the file at the given filepath is part of a pip package.
-
-    Args:
-        filepath (str): The filepath to check.
-
-    Returns:
-        (bool): True if the file is part of a pip package, False otherwise.
-    """
-    import importlib.util
+672
+673
+674
+675
+676
+677
def is_pip_package(filepath: str = __name__) -> bool:
+    """
+    Determines if the file at the given filepath is part of a pip package.
+
+    Args:
+        filepath (str): The filepath to check.
 
-    # Get the spec for the module
-    spec = importlib.util.find_spec(filepath)
-
-    # Return whether the spec is not None and the origin is not None (indicating it is a package)
-    return spec is not None and spec.origin is not None
+    Returns:
+        (bool): True if the file is part of a pip package, False otherwise.
+    """
+    import importlib.util
+
+    # Get the spec for the module
+    spec = importlib.util.find_spec(filepath)
+
+    # Return whether the spec is not None and the origin is not None (indicating it is a package)
+    return spec is not None and spec.origin is not None
 

 
 

@@ -4717,27 +4719,27 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
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+
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def is_dir_writeable(dir_path: Union[str, Path]) -> bool:
-    """
-    Check if a directory is writeable.
-
-    Args:
-        dir_path (str | Path): The path to the directory.
-
-    Returns:
-        (bool): True if the directory is writeable, False otherwise.
-    """
-    return os.access(str(dir_path), os.W_OK)
+685
+686
+687
+688
+689
+690
def is_dir_writeable(dir_path: Union[str, Path]) -> bool:
+    """
+    Check if a directory is writeable.
+
+    Args:
+        dir_path (str | Path): The path to the directory.
+
+    Returns:
+        (bool): True if the directory is writeable, False otherwise.
+    """
+    return os.access(str(dir_path), os.W_OK)
 

 
 

@@ -4773,21 +4775,21 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
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+
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-695
def is_pytest_running():
-    """
-    Determines whether pytest is currently running or not.
-
-    Returns:
-        (bool): True if pytest is running, False otherwise.
-    """
-    return ("PYTEST_CURRENT_TEST" in os.environ) or ("pytest" in sys.modules) or ("pytest" in Path(ARGV[0]).stem)
+695
+696
+697
+698
+699
+700
def is_pytest_running():
+    """
+    Determines whether pytest is currently running or not.
+
+    Returns:
+        (bool): True if pytest is running, False otherwise.
+    """
+    return ("PYTEST_CURRENT_TEST" in os.environ) or ("pytest" in sys.modules) or ("pytest" in Path(ARGV[0]).stem)
 

 
 

@@ -4823,21 +4825,21 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
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+
703
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-705
def is_github_action_running() -> bool:
-    """
-    Determine if the current environment is a GitHub Actions runner.
-
-    Returns:
-        (bool): True if the current environment is a GitHub Actions runner, False otherwise.
-    """
-    return "GITHUB_ACTIONS" in os.environ and "GITHUB_WORKFLOW" in os.environ and "RUNNER_OS" in os.environ
+705
+706
+707
+708
+709
+710
def is_github_action_running() -> bool:
+    """
+    Determine if the current environment is a GitHub Actions runner.
+
+    Returns:
+        (bool): True if the current environment is a GitHub Actions runner, False otherwise.
+    """
+    return "GITHUB_ACTIONS" in os.environ and "GITHUB_WORKFLOW" in os.environ and "RUNNER_OS" in os.environ
 

 
 

@@ -4874,27 +4876,27 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
708
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+
713
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-718
def get_git_dir():
-    """
-    Determines whether the current file is part of a git repository and if so, returns the repository root directory. If
-    the current file is not part of a git repository, returns None.
-
-    Returns:
-        (Path | None): Git root directory if found or None if not found.
-    """
-    for d in Path(__file__).parents:
-        if (d / ".git").is_dir():
-            return d
+718
+719
+720
+721
+722
+723
def get_git_dir():
+    """
+    Determines whether the current file is part of a git repository and if so, returns the repository root directory. If
+    the current file is not part of a git repository, returns None.
+
+    Returns:
+        (Path | None): Git root directory if found or None if not found.
+    """
+    for d in Path(__file__).parents:
+        if (d / ".git").is_dir():
+            return d
 

 
 

@@ -4931,23 +4933,23 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
721
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+
726
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 728
-729
def is_git_dir():
-    """
-    Determines whether the current file is part of a git repository. If the current file is not part of a git
-    repository, returns None.
-
-    Returns:
-        (bool): True if current file is part of a git repository.
-    """
-    return GIT_DIR is not None
+729
+730
+731
+732
+733
+734
def is_git_dir():
+    """
+    Determines whether the current file is part of a git repository. If the current file is not part of a git
+    repository, returns None.
+
+    Returns:
+        (bool): True if current file is part of a git repository.
+    """
+    return GIT_DIR is not None
 

 
 

@@ -4983,31 +4985,31 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
732
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-735
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+
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 743
-744
def get_git_origin_url():
-    """
-    Retrieves the origin URL of a git repository.
-
-    Returns:
-        (str | None): The origin URL of the git repository or None if not git directory.
-    """
-    if IS_GIT_DIR:
-        try:
-            origin = subprocess.check_output(["git", "config", "--get", "remote.origin.url"])
-            return origin.decode().strip()
-        except subprocess.CalledProcessError:
-            return None
+744
+745
+746
+747
+748
+749
def get_git_origin_url():
+    """
+    Retrieves the origin URL of a git repository.
+
+    Returns:
+        (str | None): The origin URL of the git repository or None if not git directory.
+    """
+    if IS_GIT_DIR:
+        try:
+            origin = subprocess.check_output(["git", "config", "--get", "remote.origin.url"])
+            return origin.decode().strip()
+        except subprocess.CalledProcessError:
+            return None
 

 
 

@@ -5043,31 +5045,31 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
747
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+
752
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 754
 755
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-759
def get_git_branch():
-    """
-    Returns the current git branch name. If not in a git repository, returns None.
-
-    Returns:
-        (str | None): The current git branch name or None if not a git directory.
-    """
-    if IS_GIT_DIR:
-        try:
-            origin = subprocess.check_output(["git", "rev-parse", "--abbrev-ref", "HEAD"])
-            return origin.decode().strip()
-        except subprocess.CalledProcessError:
-            return None
+759
+760
+761
+762
+763
+764
def get_git_branch():
+    """
+    Returns the current git branch name. If not in a git repository, returns None.
+
+    Returns:
+        (str | None): The current git branch name or None if not a git directory.
+    """
+    if IS_GIT_DIR:
+        try:
+            origin = subprocess.check_output(["git", "rev-parse", "--abbrev-ref", "HEAD"])
+            return origin.decode().strip()
+        except subprocess.CalledProcessError:
+            return None
 

 
 

@@ -5132,29 +5134,29 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
762
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-764
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+
767
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 769
 770
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 772
-773
def get_default_args(func):
-    """
-    Returns a dictionary of default arguments for a function.
-
-    Args:
-        func (callable): The function to inspect.
-
-    Returns:
-        (dict): A dictionary where each key is a parameter name, and each value is the default value of that parameter.
-    """
-    signature = inspect.signature(func)
-    return {k: v.default for k, v in signature.parameters.items() if v.default is not inspect.Parameter.empty}
+773
+774
+775
+776
+777
+778
def get_default_args(func):
+    """
+    Returns a dictionary of default arguments for a function.
+
+    Args:
+        func (callable): The function to inspect.
+
+    Returns:
+        (dict): A dictionary where each key is a parameter name, and each value is the default value of that parameter.
+    """
+    signature = inspect.signature(func)
+    return {k: v.default for k, v in signature.parameters.items() if v.default is not inspect.Parameter.empty}
 

 
 

@@ -5190,31 +5192,31 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
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+
781
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-788
def get_ubuntu_version():
-    """
-    Retrieve the Ubuntu version if the OS is Ubuntu.
-
-    Returns:
-        (str): Ubuntu version or None if not an Ubuntu OS.
-    """
-    if is_ubuntu():
-        try:
-            with open("/etc/os-release") as f:
-                return re.search(r'VERSION_ID="(\d+\.\d+)"', f.read())[1]
-        except (FileNotFoundError, AttributeError):
-            return None
+788
+789
+790
+791
+792
+793
def get_ubuntu_version():
+    """
+    Retrieve the Ubuntu version if the OS is Ubuntu.
+
+    Returns:
+        (str): Ubuntu version or None if not an Ubuntu OS.
+    """
+    if is_ubuntu():
+        try:
+            with open("/etc/os-release") as f:
+                return re.search(r'VERSION_ID="(\d+\.\d+)"', f.read())[1]
+        except (FileNotFoundError, AttributeError):
+            return None
 

 
 

@@ -5279,12 +5281,7 @@ 

 

 

 Source code in ultralytics/utils/__init__.py
-
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-794
-795
-796
+
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@@ -5309,37 +5306,42 @@ 

 818
 819
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-821
def get_user_config_dir(sub_dir="Ultralytics"):
-    """
-    Return the appropriate config directory based on the environment operating system.
-
-    Args:
-        sub_dir (str): The name of the subdirectory to create.
-
-    Returns:
-        (Path): The path to the user config directory.
-    """
-    if WINDOWS:
-        path = Path.home() / "AppData" / "Roaming" / sub_dir
-    elif MACOS:  # macOS
-        path = Path.home() / "Library" / "Application Support" / sub_dir
-    elif LINUX:
-        path = Path.home() / ".config" / sub_dir
-    else:
-        raise ValueError(f"Unsupported operating system: {platform.system()}")
-
-    # GCP and AWS lambda fix, only /tmp is writeable
-    if not is_dir_writeable(path.parent):
-        LOGGER.warning(
-            f"WARNING ⚠️ user config directory '{path}' is not writeable, defaulting to '/tmp' or CWD."
-            "Alternatively you can define a YOLO_CONFIG_DIR environment variable for this path."
-        )
-        path = Path("/tmp") / sub_dir if is_dir_writeable("/tmp") else Path().cwd() / sub_dir
-
-    # Create the subdirectory if it does not exist
-    path.mkdir(parents=True, exist_ok=True)
-
-    return path
+821
+822
+823
+824
+825
+826
def get_user_config_dir(sub_dir="Ultralytics"):
+    """
+    Return the appropriate config directory based on the environment operating system.
+
+    Args:
+        sub_dir (str): The name of the subdirectory to create.
+
+    Returns:
+        (Path): The path to the user config directory.
+    """
+    if WINDOWS:
+        path = Path.home() / "AppData" / "Roaming" / sub_dir
+    elif MACOS:  # macOS
+        path = Path.home() / "Library" / "Application Support" / sub_dir
+    elif LINUX:
+        path = Path.home() / ".config" / sub_dir
+    else:
+        raise ValueError(f"Unsupported operating system: {platform.system()}")
+
+    # GCP and AWS lambda fix, only /tmp is writeable
+    if not is_dir_writeable(path.parent):
+        LOGGER.warning(
+            f"WARNING ⚠️ user config directory '{path}' is not writeable, defaulting to '/tmp' or CWD."
+            "Alternatively you can define a YOLO_CONFIG_DIR environment variable for this path."
+        )
+        path = Path("/tmp") / sub_dir if is_dir_writeable("/tmp") else Path().cwd() / sub_dir
+
+    # Create the subdirectory if it does not exist
+    path.mkdir(parents=True, exist_ok=True)
+
+    return path
 

 
 

@@ -5424,12 +5426,7 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
840
-841
-842
-843
-844
-845
+
845
 846
 847
 848
@@ -5474,57 +5471,62 @@ 

 887
 888
 889
-890
def colorstr(*input):
-    r"""
-    Colors a string based on the provided color and style arguments. Utilizes ANSI escape codes.
-    See https://en.wikipedia.org/wiki/ANSI_escape_code for more details.
-
-    This function can be called in two ways:
-        - colorstr('color', 'style', 'your string')
-        - colorstr('your string')
-
-    In the second form, 'blue' and 'bold' will be applied by default.
-
-    Args:
-        *input (str | Path): A sequence of strings where the first n-1 strings are color and style arguments,
-                      and the last string is the one to be colored.
-
-    Supported Colors and Styles:
-        Basic Colors: 'black', 'red', 'green', 'yellow', 'blue', 'magenta', 'cyan', 'white'
-        Bright Colors: 'bright_black', 'bright_red', 'bright_green', 'bright_yellow',
-                       'bright_blue', 'bright_magenta', 'bright_cyan', 'bright_white'
-        Misc: 'end', 'bold', 'underline'
-
-    Returns:
-        (str): The input string wrapped with ANSI escape codes for the specified color and style.
-
-    Examples:
-        >>> colorstr("blue", "bold", "hello world")
-        >>> "\033[34m\033[1mhello world\033[0m"
-    """
-    *args, string = input if len(input) > 1 else ("blue", "bold", input[0])  # color arguments, string
-    colors = {
-        "black": "\033[30m",  # basic colors
-        "red": "\033[31m",
-        "green": "\033[32m",
-        "yellow": "\033[33m",
-        "blue": "\033[34m",
-        "magenta": "\033[35m",
-        "cyan": "\033[36m",
-        "white": "\033[37m",
-        "bright_black": "\033[90m",  # bright colors
-        "bright_red": "\033[91m",
-        "bright_green": "\033[92m",
-        "bright_yellow": "\033[93m",
-        "bright_blue": "\033[94m",
-        "bright_magenta": "\033[95m",
-        "bright_cyan": "\033[96m",
-        "bright_white": "\033[97m",
-        "end": "\033[0m",  # misc
-        "bold": "\033[1m",
-        "underline": "\033[4m",
-    }
-    return "".join(colors[x] for x in args) + f"{string}" + colors["end"]
+890
+891
+892
+893
+894
+895
def colorstr(*input):
+    r"""
+    Colors a string based on the provided color and style arguments. Utilizes ANSI escape codes.
+    See https://en.wikipedia.org/wiki/ANSI_escape_code for more details.
+
+    This function can be called in two ways:
+        - colorstr('color', 'style', 'your string')
+        - colorstr('your string')
+
+    In the second form, 'blue' and 'bold' will be applied by default.
+
+    Args:
+        *input (str | Path): A sequence of strings where the first n-1 strings are color and style arguments,
+                      and the last string is the one to be colored.
+
+    Supported Colors and Styles:
+        Basic Colors: 'black', 'red', 'green', 'yellow', 'blue', 'magenta', 'cyan', 'white'
+        Bright Colors: 'bright_black', 'bright_red', 'bright_green', 'bright_yellow',
+                       'bright_blue', 'bright_magenta', 'bright_cyan', 'bright_white'
+        Misc: 'end', 'bold', 'underline'
+
+    Returns:
+        (str): The input string wrapped with ANSI escape codes for the specified color and style.
+
+    Examples:
+        >>> colorstr("blue", "bold", "hello world")
+        >>> "\033[34m\033[1mhello world\033[0m"
+    """
+    *args, string = input if len(input) > 1 else ("blue", "bold", input[0])  # color arguments, string
+    colors = {
+        "black": "\033[30m",  # basic colors
+        "red": "\033[31m",
+        "green": "\033[32m",
+        "yellow": "\033[33m",
+        "blue": "\033[34m",
+        "magenta": "\033[35m",
+        "cyan": "\033[36m",
+        "white": "\033[37m",
+        "bright_black": "\033[90m",  # bright colors
+        "bright_red": "\033[91m",
+        "bright_green": "\033[92m",
+        "bright_yellow": "\033[93m",
+        "bright_blue": "\033[94m",
+        "bright_magenta": "\033[95m",
+        "bright_cyan": "\033[96m",
+        "bright_white": "\033[97m",
+        "end": "\033[0m",  # misc
+        "bold": "\033[1m",
+        "underline": "\033[4m",
+    }
+    return "".join(colors[x] for x in args) + f"{string}" + colors["end"]
 

 
 

@@ -5593,12 +5595,7 @@ 

 
 

 Source code in ultralytics/utils/__init__.py
-
893
-894
-895
-896
-897
-898
+
898
 899
 900
 901
@@ -5608,22 +5605,27 @@ 

 905
 906
 907
-908
def remove_colorstr(input_string):
-    """
-    Removes ANSI escape codes from a string, effectively un-coloring it.
-
-    Args:
-        input_string (str): The string to remove color and style from.
-
-    Returns:
-        (str): A new string with all ANSI escape codes removed.
-
-    Examples:
-        >>> remove_colorstr(colorstr("blue", "bold", "hello world"))
-        >>> "hello world"
-    """
-    ansi_escape = re.compile(r"\x1B\[[0-9;]*[A-Za-z]")
-    return ansi_escape.sub("", input_string)
+908
+909
+910
+911
+912
+913
def remove_colorstr(input_string):
+    """
+    Removes ANSI escape codes from a string, effectively un-coloring it.
+
+    Args:
+        input_string (str): The string to remove color and style from.
+
+    Returns:
+        (str): A new string with all ANSI escape codes removed.
+
+    Examples:
+        >>> remove_colorstr(colorstr("blue", "bold", "hello world"))
+        >>> "hello world"
+    """
+    ansi_escape = re.compile(r"\x1B\[[0-9;]*[A-Za-z]")
+    return ansi_escape.sub("", input_string)
 

 
 

@@ -5639,12 +5641,7 @@ 

 
Use as @threaded decorator. The function runs in a separate thread unless 'threaded=False' is passed.

 

 Source code in ultralytics/utils/__init__.py
-
 984
- 985
- 986
- 987
- 988
- 989
+
 989
  990
  991
  992
@@ -5655,23 +5652,28 @@ 

  997
  998
  999
-1000
def threaded(func):
-    """
-    Multi-threads a target function by default and returns the thread or function result.
-
-    Use as @threaded decorator. The function runs in a separate thread unless 'threaded=False' is passed.
-    """
-
-    def wrapper(*args, **kwargs):
-        """Multi-threads a given function based on 'threaded' kwarg and returns the thread or function result."""
-        if kwargs.pop("threaded", True):  # run in thread
-            thread = threading.Thread(target=func, args=args, kwargs=kwargs, daemon=True)
-            thread.start()
-            return thread
-        else:
-            return func(*args, **kwargs)
-
-    return wrapper
+1000
+1001
+1002
+1003
+1004
+1005
def threaded(func):
+    """
+    Multi-threads a target function by default and returns the thread or function result.
+
+    Use as @threaded decorator. The function runs in a separate thread unless 'threaded=False' is passed.
+    """
+
+    def wrapper(*args, **kwargs):
+        """Multi-threads a given function based on 'threaded' kwarg and returns the thread or function result."""
+        if kwargs.pop("threaded", True):  # run in thread
+            thread = threading.Thread(target=func, args=args, kwargs=kwargs, daemon=True)
+            thread.start()
+            return thread
+        else:
+            return func(*args, **kwargs)
+
+    return wrapper
 

 
 

@@ -5699,12 +5701,7 @@ 

 
Additionally, the function sets custom tags and user information for Sentry events.

 

 Source code in ultralytics/utils/__init__.py
-
1003
-1004
-1005
-1006
-1007
-1008
+
1008
 1009
 1010
 1011
@@ -5769,77 +5766,82 @@ 

 1070
 1071
 1072
-1073
def set_sentry():
-    """
-    Initialize the Sentry SDK for error tracking and reporting. Only used if sentry_sdk package is installed and
-    sync=True in settings. Run 'yolo settings' to see and update settings.
-
-    Conditions required to send errors (ALL conditions must be met or no errors will be reported):
-        - sentry_sdk package is installed
-        - sync=True in YOLO settings
-        - pytest is not running
-        - running in a pip package installation
-        - running in a non-git directory
-        - running with rank -1 or 0
-        - online environment
-        - CLI used to run package (checked with 'yolo' as the name of the main CLI command)
-
-    The function also configures Sentry SDK to ignore KeyboardInterrupt and FileNotFoundError exceptions and to exclude
-    events with 'out of memory' in their exception message.
-
-    Additionally, the function sets custom tags and user information for Sentry events.
-    """
-    if (
-        not SETTINGS["sync"]
-        or RANK not in {-1, 0}
-        or Path(ARGV[0]).name != "yolo"
-        or TESTS_RUNNING
-        or not ONLINE
-        or not IS_PIP_PACKAGE
-        or IS_GIT_DIR
-    ):
-        return
-    # If sentry_sdk package is not installed then return and do not use Sentry
-    try:
-        import sentry_sdk  # noqa
-    except ImportError:
+1073
+1074
+1075
+1076
+1077
+1078
def set_sentry():
+    """
+    Initialize the Sentry SDK for error tracking and reporting. Only used if sentry_sdk package is installed and
+    sync=True in settings. Run 'yolo settings' to see and update settings.
+
+    Conditions required to send errors (ALL conditions must be met or no errors will be reported):
+        - sentry_sdk package is installed
+        - sync=True in YOLO settings
+        - pytest is not running
+        - running in a pip package installation
+        - running in a non-git directory
+        - running with rank -1 or 0
+        - online environment
+        - CLI used to run package (checked with 'yolo' as the name of the main CLI command)
+
+    The function also configures Sentry SDK to ignore KeyboardInterrupt and FileNotFoundError exceptions and to exclude
+    events with 'out of memory' in their exception message.
+
+    Additionally, the function sets custom tags and user information for Sentry events.
+    """
+    if (
+        not SETTINGS["sync"]
+        or RANK not in {-1, 0}
+        or Path(ARGV[0]).name != "yolo"
+        or TESTS_RUNNING
+        or not ONLINE
+        or not IS_PIP_PACKAGE
+        or IS_GIT_DIR
+    ):
         return
-
-    def before_send(event, hint):
-        """
-        Modify the event before sending it to Sentry based on specific exception types and messages.
-
-        Args:
-            event (dict): The event dictionary containing information about the error.
-            hint (dict): A dictionary containing additional information about the error.
-
-        Returns:
-            dict: The modified event or None if the event should not be sent to Sentry.
-        """
-        if "exc_info" in hint:
-            exc_type, exc_value, _ = hint["exc_info"]
-            if exc_type in {KeyboardInterrupt, FileNotFoundError} or "out of memory" in str(exc_value):
-                return None  # do not send event
-
-        event["tags"] = {
-            "sys_argv": ARGV[0],
-            "sys_argv_name": Path(ARGV[0]).name,
-            "install": "git" if IS_GIT_DIR else "pip" if IS_PIP_PACKAGE else "other",
-            "os": ENVIRONMENT,
-        }
-        return event
-
-    sentry_sdk.init(
-        dsn="https://888e5a0778212e1d0314c37d4b9aae5d@o4504521589325824.ingest.us.sentry.io/4504521592406016",
-        debug=False,
-        auto_enabling_integrations=False,
-        traces_sample_rate=1.0,
-        release=__version__,
-        environment="runpod" if is_runpod() else "production",
-        before_send=before_send,
-        ignore_errors=[KeyboardInterrupt, FileNotFoundError],
-    )
-    sentry_sdk.set_user({"id": SETTINGS["uuid"]})  # SHA-256 anonymized UUID hash
+    # If sentry_sdk package is not installed then return and do not use Sentry
+    try:
+        import sentry_sdk  # noqa
+    except ImportError:
+        return
+
+    def before_send(event, hint):
+        """
+        Modify the event before sending it to Sentry based on specific exception types and messages.
+
+        Args:
+            event (dict): The event dictionary containing information about the error.
+            hint (dict): A dictionary containing additional information about the error.
+
+        Returns:
+            dict: The modified event or None if the event should not be sent to Sentry.
+        """
+        if "exc_info" in hint:
+            exc_type, exc_value, _ = hint["exc_info"]
+            if exc_type in {KeyboardInterrupt, FileNotFoundError} or "out of memory" in str(exc_value):
+                return None  # do not send event
+
+        event["tags"] = {
+            "sys_argv": ARGV[0],
+            "sys_argv_name": Path(ARGV[0]).name,
+            "install": "git" if IS_GIT_DIR else "pip" if IS_PIP_PACKAGE else "other",
+            "os": ENVIRONMENT,
+        }
+        return event
+
+    sentry_sdk.init(
+        dsn="https://888e5a0778212e1d0314c37d4b9aae5d@o4504521589325824.ingest.us.sentry.io/4504521592406016",
+        debug=False,
+        auto_enabling_integrations=False,
+        traces_sample_rate=1.0,
+        release=__version__,
+        environment="runpod" if is_runpod() else "production",
+        before_send=before_send,
+        ignore_errors=[KeyboardInterrupt, FileNotFoundError],
+    )
+    sentry_sdk.set_user({"id": SETTINGS["uuid"]})  # SHA-256 anonymized UUID hash
 

 
 

@@ -5854,17 +5856,17 @@ 

 
Issue a deprecation warning when a deprecated argument is used, suggesting an updated argument.

 

 Source code in ultralytics/utils/__init__.py
-
1287
-1288
-1289
-1290
-1291
-1292
def deprecation_warn(arg, new_arg=None):
-    """Issue a deprecation warning when a deprecated argument is used, suggesting an updated argument."""
-    msg = f"WARNING ⚠️ '{arg}' is deprecated and will be removed in in the future."
-    if new_arg is not None:
-        msg += f" Use '{new_arg}' instead."
-    LOGGER.warning(msg)
+
1292
+1293
+1294
+1295
+1296
+1297
def deprecation_warn(arg, new_arg=None):
+    """Issue a deprecation warning when a deprecated argument is used, suggesting an updated argument."""
+    msg = f"WARNING ⚠️ '{arg}' is deprecated and will be removed in in the future."
+    if new_arg is not None:
+        msg += f" Use '{new_arg}' instead."
+    LOGGER.warning(msg)
 

 
 

@@ -5879,13 +5881,13 @@ 

 
Strip auth from URL, i.e. https://url.com/file.txt?auth -> https://url.com/file.txt.

 

 Source code in ultralytics/utils/__init__.py
-
1295
-1296
-1297
-1298
def clean_url(url):
-    """Strip auth from URL, i.e. https://url.com/file.txt?auth -> https://url.com/file.txt."""
-    url = Path(url).as_posix().replace(":/", "://")  # Pathlib turns :// -> :/, as_posix() for Windows
-    return unquote(url).split("?")[0]  # '%2F' to '/', split https://url.com/file.txt?auth
+
1300
+1301
+1302
+1303
def clean_url(url):
+    """Strip auth from URL, i.e. https://url.com/file.txt?auth -> https://url.com/file.txt."""
+    url = Path(url).as_posix().replace(":/", "://")  # Pathlib turns :// -> :/, as_posix() for Windows
+    return unquote(url).split("?")[0]  # '%2F' to '/', split https://url.com/file.txt?auth
 

 
 

@@ -5900,11 +5902,11 @@ 

 
Convert URL to filename, i.e. https://url.com/file.txt?auth -> file.txt.

 

 Source code in ultralytics/utils/__init__.py
-
1301
-1302
-1303
def url2file(url):
-    """Convert URL to filename, i.e. https://url.com/file.txt?auth -> file.txt."""
-    return Path(clean_url(url)).name
+
1306
+1307
+1308
def url2file(url):
+    """Convert URL to filename, i.e. https://url.com/file.txt?auth -> file.txt."""
+    return Path(clean_url(url)).name
 

 
 

@@ -5919,19 +5921,19 @@ 

 
Display a message to install Ultralytics-Snippets for VS Code if not already installed.

 

 Source code in ultralytics/utils/__init__.py
-
1306
-1307
-1308
-1309
-1310
-1311
-1312
def vscode_msg(ext="ultralytics.ultralytics-snippets") -> str:
-    """Display a message to install Ultralytics-Snippets for VS Code if not already installed."""
-    path = (USER_CONFIG_DIR.parents[2] if WINDOWS else USER_CONFIG_DIR.parents[1]) / ".vscode/extensions"
-    obs_file = path / ".obsolete"  # file tracks uninstalled extensions, while source directory remains
-    installed = any(path.glob(f"{ext}*")) and ext not in (obs_file.read_text("utf-8") if obs_file.exists() else "")
-    url = "https://docs.ultralytics.com/integrations/vscode"
-    return "" if installed else f"{colorstr('VS Code:')} view Ultralytics VS Code Extension ⚡ at {url}"
+
1311
+1312
+1313
+1314
+1315
+1316
+1317
def vscode_msg(ext="ultralytics.ultralytics-snippets") -> str:
+    """Display a message to install Ultralytics-Snippets for VS Code if not already installed."""
+    path = (USER_CONFIG_DIR.parents[2] if WINDOWS else USER_CONFIG_DIR.parents[1]) / ".vscode/extensions"
+    obs_file = path / ".obsolete"  # file tracks uninstalled extensions, while source directory remains
+    installed = any(path.glob(f"{ext}*")) and ext not in (obs_file.read_text("utf-8") if obs_file.exists() else "")
+    url = "https://docs.ultralytics.com/integrations/vscode"
+    return "" if installed else f"{colorstr('VS Code:')} view Ultralytics VS Code Extension ⚡ at {url}"
 

 
 

@@ -5942,7 +5944,7 @@ 

 📅 Created 1 year ago
     
 
-✏️ Updated 3 days ago
+✏️ Updated 4 days ago
     
 
 

diff --git a/reference/utils/checks/index.html b/reference/utils/checks/index.html
index 6527d057d6..a3977a4e87 100644
--- a/reference/utils/checks/index.html
+++ b/reference/utils/checks/index.html
@@ -4140,7 +4140,7 @@ 

 📅 Created 1 year ago
     
 
-✏️ Updated 2 days ago
+✏️ Updated 3 days ago
     
 

 

diff --git a/reference/utils/metrics/index.html b/reference/utils/metrics/index.html
index 250cdf4e2e..f3a3a79611 100644
--- a/reference/utils/metrics/index.html
+++ b/reference/utils/metrics/index.html
@@ -7840,7 +7840,7 @@ 

 📅 Created 1 year ago
     
 
-✏️ Updated 20 days ago
+✏️ Updated 21 days ago
     
 

 

diff --git a/sitemap.xml b/sitemap.xml
index 8dc44e34c4..b64eaee3a5 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -2,1418 +2,1418 @@
 
     
          https://docs.ultralytics.com/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/quickstart/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/caltech101/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/caltech256/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/cifar10/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/cifar100/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/fashion-mnist/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/imagenet/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/imagenet10/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/imagenette/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/imagewoof/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/classify/mnist/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/african-wildlife/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/argoverse/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/brain-tumor/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/coco/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/coco8/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/globalwheat2020/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/lvis/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/medical-pills/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/objects365/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/open-images-v7/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/roboflow-100/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/signature/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/sku-110k/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/visdrone/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/voc/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/detect/xview/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/explorer/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/explorer/api/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/explorer/dashboard/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/explorer/explorer/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/obb/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/obb/dota-v2/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/obb/dota8/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/pose/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/pose/coco/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/pose/coco8-pose/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/pose/dog-pose/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/pose/hand-keypoints/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/pose/tiger-pose/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/segment/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/segment/carparts-seg/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/segment/coco/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/segment/coco8-seg/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/segment/crack-seg/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/segment/package-seg/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/datasets/track/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/analytics/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/azureml-quickstart/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/conda-quickstart/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/coral-edge-tpu-on-raspberry-pi/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/data-collection-and-annotation/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/deepstream-nvidia-jetson/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/defining-project-goals/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/distance-calculation/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/docker-quickstart/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/heatmaps/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/hyperparameter-tuning/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/instance-segmentation-and-tracking/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/isolating-segmentation-objects/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/kfold-cross-validation/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/model-deployment-options/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/model-deployment-practices/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/model-evaluation-insights/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/model-monitoring-and-maintenance/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/model-testing/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/model-training-tips/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/nvidia-jetson/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/object-blurring/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/object-counting/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/object-cropping/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/optimizing-openvino-latency-vs-throughput-modes/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/parking-management/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/preprocessing_annotated_data/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/queue-management/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/raspberry-pi/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/region-counting/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/ros-quickstart/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/sahi-tiled-inference/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/security-alarm-system/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/speed-estimation/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/steps-of-a-cv-project/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/streamlit-live-inference/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/trackzone/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/triton-inference-server/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/view-results-in-terminal/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/vision-eye/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/workouts-monitoring/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/yolo-common-issues/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/yolo-performance-metrics/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/guides/yolo-thread-safe-inference/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/CI/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/CLA/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/FAQ/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/code-of-conduct/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/contributing/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/environmental-health-safety/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/minimum-reproducible-example/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/privacy/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/help/security/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/cloud-training/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/datasets/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/inference-api/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/integrations/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/models/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/pro/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/projects/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/quickstart/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/teams/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/api/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/app/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/app/android/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/app/ios/
-         2025-01-23
+         2025-01-24
     
     
          https://docs.ultralytics.com/hub/sdk/
-         2025-01-23
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          https://docs.ultralytics.com/yolov5/tutorials/transfer_learning_with_frozen_layers/
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diff --git a/tasks/obb/index.html b/tasks/obb/index.html
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@@ -1140,7 +1140,7 @@ 
How do I validate
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diff --git a/tasks/segment/index.html b/tasks/segment/index.html
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+++ b/tasks/segment/index.html
@@ -1108,7 +1108,7 @@ 
How can I exp
 📅 Created 1 year ago
     
 
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diff --git a/usage/simple-utilities/index.html b/usage/simple-utilities/index.html
index cba1820629..ae02541841 100644
--- a/usage/simple-utilities/index.html
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How can I c
 📅 Created 11 months ago
     
 
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diff --git a/yolov5/tutorials/comet_logging_integration/index.html b/yolov5/tutorials/comet_logging_integration/index.html
index 82888ce6f8..8bfb04df44 100644
--- a/yolov5/tutorials/comet_logging_integration/index.html
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@@ -1310,7 +1310,7 @@ 
Visualizing Results

 📅 Created 1 year ago
     
 
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diff --git a/yolov5/tutorials/tips_for_best_training_results/index.html b/yolov5/tutorials/tips_for_best_training_results/index.html
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Further Reading

 📅 Created 1 year ago
     
 
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