Spaces:
Sleeping
Sleeping
File size: 6,761 Bytes
53ad959 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 |
# Ultralytics YOLO 🚀, 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)
@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.
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)
|