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# Ultralytics YOLO π, AGPL-3.0 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): | |
"""Usage: @WorkingDirectory(dir) decorator or 'with WorkingDirectory(dir):' context manager.""" | |
def __init__(self, new_dir): | |
"""Sets the working directory to 'new_dir' upon instantiation.""" | |
self.dir = new_dir # new dir | |
self.cwd = Path.cwd().resolve() # current dir | |
def __enter__(self): | |
"""Changes the current directory to the specified directory.""" | |
os.chdir(self.dir) | |
def __exit__(self, exc_type, exc_val, exc_tb): # noqa | |
"""Restore the current working directory on context exit.""" | |
os.chdir(self.cwd) | |
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. | |
Yields: | |
(Path): Temporary path with spaces replaced by underscores if spaces were present, otherwise the original path. | |
Example: | |
```python | |
with 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 set to 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, optional): If True, the path will not be incremented and returned as-is. Defaults to False. | |
sep (str, optional): Separator to use between the path and the incrementation number. Defaults to ''. | |
mkdir (bool, optional): Create a directory if it does not exist. Defaults to False. | |
Returns: | |
(pathlib.Path): Incremented path. | |
""" | |
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 last file update.""" | |
dt = datetime.now() - datetime.fromtimestamp(Path(path).stat().st_mtime) # delta | |
return dt.days # + dt.seconds / 86400 # fractional days | |
def file_date(path=__file__): | |
"""Return human-readable file modification date, i.e. '2021-3-26'.""" | |
t = datetime.fromtimestamp(Path(path).stat().st_mtime) | |
return f"{t.year}-{t.month}-{t.day}" | |
def file_size(path): | |
"""Return file/dir size (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="."): | |
"""Return path to most recent 'last.pt' in /runs (i.e. to --resume from).""" | |
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=("yolov8n.pt",), source_dir=Path("."), update_names=False): | |
""" | |
Updates and re-saves specified YOLO models in an 'updated_models' subdirectory. | |
Args: | |
model_names (tuple, optional): Model filenames to update, defaults to ("yolov8n.pt"). | |
source_dir (Path, optional): Directory containing models and target subdirectory, defaults to current directory. | |
update_names (bool, optional): Update model names from a data YAML. | |
Example: | |
```python | |
from ultralytics.utils.files import update_models | |
model_names = (f"rtdetr-{size}.pt" for size in "lx") | |
update_models(model_names) | |
``` | |
""" | |
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, use_dill=False) | |