|
|
@ -119,18 +119,46 @@ os.environ["KINETO_LOG_LEVEL"] = "5" # suppress verbose PyTorch profiler output |
|
|
|
|
|
|
|
|
|
|
|
class TQDM(tqdm_original): |
|
|
|
class TQDM(tqdm_original): |
|
|
|
""" |
|
|
|
""" |
|
|
|
Custom Ultralytics tqdm class with different default arguments. |
|
|
|
A custom TQDM progress bar class that extends the original tqdm functionality. |
|
|
|
|
|
|
|
|
|
|
|
Args: |
|
|
|
This class modifies the behavior of the original tqdm progress bar based on global settings and provides |
|
|
|
*args (list): Positional arguments passed to original tqdm. |
|
|
|
additional customization options. |
|
|
|
**kwargs (any): Keyword arguments, with custom defaults applied. |
|
|
|
|
|
|
|
|
|
|
|
Attributes: |
|
|
|
|
|
|
|
disable (bool): Whether to disable the progress bar. Determined by the global VERBOSE setting and |
|
|
|
|
|
|
|
any passed 'disable' argument. |
|
|
|
|
|
|
|
bar_format (str): The format string for the progress bar. Uses the global TQDM_BAR_FORMAT if not |
|
|
|
|
|
|
|
explicitly set. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Methods: |
|
|
|
|
|
|
|
__init__: Initializes the TQDM object with custom settings. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Examples: |
|
|
|
|
|
|
|
>>> from ultralytics.utils import TQDM |
|
|
|
|
|
|
|
>>> for i in TQDM(range(100)): |
|
|
|
|
|
|
|
... # Your processing code here |
|
|
|
|
|
|
|
... pass |
|
|
|
""" |
|
|
|
""" |
|
|
|
|
|
|
|
|
|
|
|
def __init__(self, *args, **kwargs): |
|
|
|
def __init__(self, *args, **kwargs): |
|
|
|
""" |
|
|
|
""" |
|
|
|
Initialize custom Ultralytics tqdm class with different default arguments. |
|
|
|
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. |
|
|
|
|
|
|
|
|
|
|
|
Note these can still be overridden when calling TQDM. |
|
|
|
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 |
|
|
|
""" |
|
|
|
""" |
|
|
|
kwargs["disable"] = not VERBOSE or kwargs.get("disable", False) # logical 'and' with default value if passed |
|
|
|
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 |
|
|
|
kwargs.setdefault("bar_format", TQDM_BAR_FORMAT) # override default value if passed |
|
|
@ -138,7 +166,34 @@ class TQDM(tqdm_original): |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
class SimpleClass: |
|
|
|
class SimpleClass: |
|
|
|
"""A base class providing string representation and attribute access functionality for Ultralytics objects.""" |
|
|
|
""" |
|
|
|
|
|
|
|
A simple base class for creating objects with string representations of their attributes. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
This class provides a foundation for creating objects that can be easily printed or represented as strings, |
|
|
|
|
|
|
|
showing all their non-callable attributes. It's useful for debugging and introspection of object states. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Methods: |
|
|
|
|
|
|
|
__str__: Returns a human-readable string representation of the object. |
|
|
|
|
|
|
|
__repr__: Returns a machine-readable string representation of the object. |
|
|
|
|
|
|
|
__getattr__: Provides a custom attribute access error message with helpful information. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Examples: |
|
|
|
|
|
|
|
>>> class MyClass(SimpleClass): |
|
|
|
|
|
|
|
... def __init__(self): |
|
|
|
|
|
|
|
... self.x = 10 |
|
|
|
|
|
|
|
... self.y = "hello" |
|
|
|
|
|
|
|
>>> obj = MyClass() |
|
|
|
|
|
|
|
>>> print(obj) |
|
|
|
|
|
|
|
__main__.MyClass object with attributes: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
x: 10 |
|
|
|
|
|
|
|
y: 'hello' |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Notes: |
|
|
|
|
|
|
|
- This class is designed to be subclassed. It provides a convenient way to inspect object attributes. |
|
|
|
|
|
|
|
- The string representation includes the module and class name of the object. |
|
|
|
|
|
|
|
- Callable attributes and attributes starting with an underscore are excluded from the string representation. |
|
|
|
|
|
|
|
""" |
|
|
|
|
|
|
|
|
|
|
|
def __str__(self): |
|
|
|
def __str__(self): |
|
|
|
"""Return a human-readable string representation of the object.""" |
|
|
|
"""Return a human-readable string representation of the object.""" |
|
|
@ -165,7 +220,39 @@ class SimpleClass: |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
class IterableSimpleNamespace(SimpleNamespace): |
|
|
|
class IterableSimpleNamespace(SimpleNamespace): |
|
|
|
"""Iterable SimpleNamespace subclass for key-value attribute iteration and custom error handling.""" |
|
|
|
""" |
|
|
|
|
|
|
|
An iterable SimpleNamespace class that provides enhanced functionality for attribute access and iteration. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
This class extends the SimpleNamespace class with additional methods for iteration, string representation, |
|
|
|
|
|
|
|
and attribute access. It is designed to be used as a convenient container for storing and accessing |
|
|
|
|
|
|
|
configuration parameters. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Methods: |
|
|
|
|
|
|
|
__iter__: Returns an iterator of key-value pairs from the namespace's attributes. |
|
|
|
|
|
|
|
__str__: Returns a human-readable string representation of the object. |
|
|
|
|
|
|
|
__getattr__: Provides a custom attribute access error message with helpful information. |
|
|
|
|
|
|
|
get: Retrieves the value of a specified key, or a default value if the key doesn't exist. |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Examples: |
|
|
|
|
|
|
|
>>> cfg = IterableSimpleNamespace(a=1, b=2, c=3) |
|
|
|
|
|
|
|
>>> for k, v in cfg: |
|
|
|
|
|
|
|
... print(f"{k}: {v}") |
|
|
|
|
|
|
|
a: 1 |
|
|
|
|
|
|
|
b: 2 |
|
|
|
|
|
|
|
c: 3 |
|
|
|
|
|
|
|
>>> print(cfg) |
|
|
|
|
|
|
|
a=1 |
|
|
|
|
|
|
|
b=2 |
|
|
|
|
|
|
|
c=3 |
|
|
|
|
|
|
|
>>> cfg.get("b") |
|
|
|
|
|
|
|
2 |
|
|
|
|
|
|
|
>>> cfg.get("d", "default") |
|
|
|
|
|
|
|
'default' |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
Notes: |
|
|
|
|
|
|
|
This class is particularly useful for storing configuration parameters in a more accessible |
|
|
|
|
|
|
|
and iterable format compared to a standard dictionary. |
|
|
|
|
|
|
|
""" |
|
|
|
|
|
|
|
|
|
|
|
def __iter__(self): |
|
|
|
def __iter__(self): |
|
|
|
"""Return an iterator of key-value pairs from the namespace's attributes.""" |
|
|
|
"""Return an iterator of key-value pairs from the namespace's attributes.""" |
|
|
@ -238,7 +325,28 @@ def plt_settings(rcparams=None, backend="Agg"): |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
def set_logging(name="LOGGING_NAME", verbose=True): |
|
|
|
def set_logging(name="LOGGING_NAME", verbose=True): |
|
|
|
"""Sets up logging with UTF-8 encoding and configurable verbosity for Ultralytics YOLO.""" |
|
|
|
""" |
|
|
|
|
|
|
|
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") |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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 |
|
|
|
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 |
|
|
|
# Configure the console (stdout) encoding to UTF-8, with checks for compatibility |
|
|
|