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- # Ultralytics 🚀 AGPL-3.0 License - https://ultralytics.com/license
- import contextlib
- import glob
- import os
- import shutil
- import tempfile
- from contextlib import contextmanager
- from datetime import datetime
- from pathlib import Path
- class WorkingDirectory(contextlib.ContextDecorator):
- """
- A context manager and decorator for temporarily changing the working directory.
- This class allows for the temporary change of the working directory using a context manager or decorator.
- It ensures that the original working directory is restored after the context or decorated function completes.
- Attributes:
- dir (Path): The new directory to switch to.
- cwd (Path): The original current working directory before the switch.
- Methods:
- __enter__: Changes the current directory to the specified directory.
- __exit__: Restores the original working directory on context exit.
- Examples:
- Using as a context manager:
- >>> with WorkingDirectory('/path/to/new/dir'):
- >>> # Perform operations in the new directory
- >>> pass
- Using as a decorator:
- >>> @WorkingDirectory('/path/to/new/dir')
- >>> def some_function():
- >>> # Perform operations in the new directory
- >>> pass
- """
- def __init__(self, new_dir):
- """Sets the working directory to 'new_dir' upon instantiation for use with context managers or decorators."""
- self.dir = new_dir # new dir
- self.cwd = Path.cwd().resolve() # current dir
- def __enter__(self):
- """Changes the current working directory to the specified directory upon entering the context."""
- os.chdir(self.dir)
- def __exit__(self, exc_type, exc_val, exc_tb): # noqa
- """Restores the original working directory when exiting the context."""
- os.chdir(self.cwd)
- @contextmanager
- def spaces_in_path(path):
- """
- Context manager to handle paths with spaces in their names. If a path contains spaces, it replaces them with
- underscores, copies the file/directory to the new path, executes the context code block, then copies the
- file/directory back to its original location.
- Args:
- path (str | Path): The original path that may contain spaces.
- Yields:
- (Path): Temporary path with spaces replaced by underscores if spaces were present, otherwise the original path.
- Examples:
- Use the context manager to handle paths with spaces:
- >>> from ultralytics.utils.files import spaces_in_path
- >>> with spaces_in_path('/path/with spaces') as new_path:
- >>> # Your code here
- """
- # If path has spaces, replace them with underscores
- if " " in str(path):
- string = isinstance(path, str) # input type
- path = Path(path)
- # Create a temporary directory and construct the new path
- with tempfile.TemporaryDirectory() as tmp_dir:
- tmp_path = Path(tmp_dir) / path.name.replace(" ", "_")
- # Copy file/directory
- if path.is_dir():
- # tmp_path.mkdir(parents=True, exist_ok=True)
- shutil.copytree(path, tmp_path)
- elif path.is_file():
- tmp_path.parent.mkdir(parents=True, exist_ok=True)
- shutil.copy2(path, tmp_path)
- try:
- # Yield the temporary path
- yield str(tmp_path) if string else tmp_path
- finally:
- # Copy file/directory back
- if tmp_path.is_dir():
- shutil.copytree(tmp_path, path, dirs_exist_ok=True)
- elif tmp_path.is_file():
- shutil.copy2(tmp_path, path) # Copy back the file
- else:
- # If there are no spaces, just yield the original path
- yield path
- def increment_path(path, exist_ok=False, sep="", mkdir=False):
- """
- Increments a file or directory path, i.e., runs/exp --> runs/exp{sep}2, runs/exp{sep}3, ... etc.
- If the path exists and `exist_ok` is not True, the path will be incremented by appending a number and `sep` to
- the end of the path. If the path is a file, the file extension will be preserved. If the path is a directory, the
- number will be appended directly to the end of the path. If `mkdir` is set to True, the path will be created as a
- directory if it does not already exist.
- Args:
- path (str | pathlib.Path): Path to increment.
- exist_ok (bool): If True, the path will not be incremented and returned as-is.
- sep (str): Separator to use between the path and the incrementation number.
- mkdir (bool): Create a directory if it does not exist.
- Returns:
- (pathlib.Path): Incremented path.
- Examples:
- Increment a directory path:
- >>> from pathlib import Path
- >>> path = Path("runs/exp")
- >>> new_path = increment_path(path)
- >>> print(new_path)
- runs/exp2
- Increment a file path:
- >>> path = Path("runs/exp/results.txt")
- >>> new_path = increment_path(path)
- >>> print(new_path)
- runs/exp/results2.txt
- """
- path = Path(path) # os-agnostic
- if path.exists() and not exist_ok:
- path, suffix = (path.with_suffix(""), path.suffix) if path.is_file() else (path, "")
- # Method 1
- for n in range(2, 9999):
- p = f"{path}{sep}{n}{suffix}" # increment path
- if not os.path.exists(p):
- break
- path = Path(p)
- if mkdir:
- path.mkdir(parents=True, exist_ok=True) # make directory
- return path
- def file_age(path=__file__):
- """Return days since the last modification of the specified file."""
- dt = datetime.now() - datetime.fromtimestamp(Path(path).stat().st_mtime) # delta
- return dt.days # + dt.seconds / 86400 # fractional days
- def file_date(path=__file__):
- """Returns the file modification date in 'YYYY-M-D' format."""
- t = datetime.fromtimestamp(Path(path).stat().st_mtime)
- return f"{t.year}-{t.month}-{t.day}"
- def file_size(path):
- """Returns the size of a file or directory in megabytes (MB)."""
- if isinstance(path, (str, Path)):
- mb = 1 << 20 # bytes to MiB (1024 ** 2)
- path = Path(path)
- if path.is_file():
- return path.stat().st_size / mb
- elif path.is_dir():
- return sum(f.stat().st_size for f in path.glob("**/*") if f.is_file()) / mb
- return 0.0
- def get_latest_run(search_dir="."):
- """Returns the path to the most recent 'last.pt' file in the specified directory for resuming training."""
- last_list = glob.glob(f"{search_dir}/**/last*.pt", recursive=True)
- return max(last_list, key=os.path.getctime) if last_list else ""
- def update_models(model_names=("yolo11n.pt",), source_dir=Path("."), update_names=False):
- """
- Updates and re-saves specified YOLO models in an 'updated_models' subdirectory.
- Args:
- model_names (Tuple[str, ...]): Model filenames to update.
- source_dir (Path): Directory containing models and target subdirectory.
- update_names (bool): Update model names from a data YAML.
- Examples:
- Update specified YOLO models and save them in 'updated_models' subdirectory:
- >>> from ultralytics.utils.files import update_models
- >>> model_names = ("yolo11n.pt", "yolov8s.pt")
- >>> update_models(model_names, source_dir=Path("/models"), update_names=True)
- """
- from ultralytics import YOLO
- from ultralytics.nn.autobackend import default_class_names
- target_dir = source_dir / "updated_models"
- target_dir.mkdir(parents=True, exist_ok=True) # Ensure target directory exists
- for model_name in model_names:
- model_path = source_dir / model_name
- print(f"Loading model from {model_path}")
- # Load model
- model = YOLO(model_path)
- model.half()
- if update_names: # update model names from a dataset YAML
- model.model.names = default_class_names("coco8.yaml")
- # Define new save path
- save_path = target_dir / model_name
- # Save model using model.save()
- print(f"Re-saving {model_name} model to {save_path}")
- model.save(save_path)
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