yolov5/utils/__init__.py

98 lines
3.2 KiB
Python
Raw Normal View History

Update header line in Python files (#13072) * Add license line to .github/ISSUE_TEMPLATE/bug-report.yml * Add license line to .github/ISSUE_TEMPLATE/config.yml * Add license line to .github/ISSUE_TEMPLATE/feature-request.yml * Add license line to .github/ISSUE_TEMPLATE/question.yml * Add license line to .github/dependabot.yml * Add license line to .github/workflows/ci-testing.yml * Add license line to .github/workflows/cla.yml * Add license line to .github/workflows/codeql-analysis.yml * Add license line to .github/workflows/docker.yml * Add license line to .github/workflows/format.yml * Add license line to .github/workflows/greetings.yml * Add license line to .github/workflows/links.yml * Add license line to .github/workflows/merge-main-into-prs.yml * Add license line to .github/workflows/stale.yml * Add license line to benchmarks.py * Add license line to classify/predict.py * Add license line to classify/train.py * Add license line to classify/val.py * Add license line to data/Argoverse.yaml * Add license line to data/GlobalWheat2020.yaml * Add license line to data/ImageNet.yaml * Add license line to data/ImageNet10.yaml * Add license line to data/ImageNet100.yaml * Add license line to data/ImageNet1000.yaml * Add license line to data/Objects365.yaml * Add license line to data/SKU-110K.yaml * Add license line to data/VOC.yaml * Add license line to data/VisDrone.yaml * Add license line to data/coco.yaml * Add license line to data/coco128-seg.yaml * Add license line to data/coco128.yaml * Add license line to data/hyps/hyp.Objects365.yaml * Add license line to data/hyps/hyp.VOC.yaml * Add license line to data/hyps/hyp.no-augmentation.yaml * Add license line to data/hyps/hyp.scratch-high.yaml * Add license line to data/hyps/hyp.scratch-low.yaml * Add license line to data/hyps/hyp.scratch-med.yaml * Add license line to data/xView.yaml * Add license line to detect.py * Add license line to export.py * Add license line to hubconf.py * Add license line to models/common.py * Add license line to models/experimental.py * Add license line to models/hub/anchors.yaml * Add license line to models/hub/yolov3-spp.yaml * Add license line to models/hub/yolov3-tiny.yaml * Add license line to models/hub/yolov3.yaml * Add license line to models/hub/yolov5-bifpn.yaml * Add license line to models/hub/yolov5-fpn.yaml * Add license line to models/hub/yolov5-p2.yaml * Add license line to models/hub/yolov5-p34.yaml * Add license line to models/hub/yolov5-p6.yaml * Add license line to models/hub/yolov5-p7.yaml * Add license line to models/hub/yolov5-panet.yaml * Add license line to models/hub/yolov5l6.yaml * Add license line to models/hub/yolov5m6.yaml * Add license line to models/hub/yolov5n6.yaml * Add license line to models/hub/yolov5s-LeakyReLU.yaml * Add license line to models/hub/yolov5s-ghost.yaml * Add license line to models/hub/yolov5s-transformer.yaml * Add license line to models/hub/yolov5s6.yaml * Add license line to models/hub/yolov5x6.yaml * Add license line to models/segment/yolov5l-seg.yaml * Add license line to models/segment/yolov5m-seg.yaml * Add license line to models/segment/yolov5n-seg.yaml * Add license line to models/segment/yolov5s-seg.yaml * Add license line to models/segment/yolov5x-seg.yaml * Add license line to models/tf.py * Add license line to models/yolo.py * Add license line to models/yolov5l.yaml * Add license line to models/yolov5m.yaml * Add license line to models/yolov5n.yaml * Add license line to models/yolov5s.yaml * Add license line to models/yolov5x.yaml * Add license line to pyproject.toml * Add license line to segment/predict.py * Add license line to segment/train.py * Add license line to segment/val.py * Add license line to train.py * Add license line to utils/__init__.py * Add license line to utils/activations.py * Add license line to utils/augmentations.py * Add license line to utils/autoanchor.py * Add license line to utils/autobatch.py * Add license line to utils/aws/resume.py * Add license line to utils/callbacks.py * Add license line to utils/dataloaders.py * Add license line to utils/downloads.py * Add license line to utils/flask_rest_api/example_request.py * Add license line to utils/flask_rest_api/restapi.py * Add license line to utils/general.py * Add license line to utils/google_app_engine/app.yaml * Add license line to utils/loggers/__init__.py * Add license line to utils/loggers/clearml/clearml_utils.py * Add license line to utils/loggers/clearml/hpo.py * Add license line to utils/loggers/comet/__init__.py * Add license line to utils/loggers/comet/comet_utils.py * Add license line to utils/loggers/comet/hpo.py * Add license line to utils/loggers/wandb/wandb_utils.py * Add license line to utils/loss.py * Add license line to utils/metrics.py * Add license line to utils/plots.py * Add license line to utils/segment/augmentations.py * Add license line to utils/segment/dataloaders.py * Add license line to utils/segment/general.py * Add license line to utils/segment/loss.py * Add license line to utils/segment/metrics.py * Add license line to utils/segment/plots.py * Add license line to utils/torch_utils.py * Add license line to utils/triton.py * Add license line to val.py * Auto-format by https://ultralytics.com/actions * Update ImageNet1000.yaml Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> * Auto-format by https://ultralytics.com/actions --------- Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com> Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
2024-06-09 04:29:29 +08:00
# Ultralytics YOLOv5 🚀, AGPL-3.0 license
2024-02-25 21:04:01 +08:00
"""utils/initialization."""
import contextlib
import platform
import threading
def emojis(str=""):
"""Returns an emoji-safe version of a string, stripped of emojis on Windows platforms."""
return str.encode().decode("ascii", "ignore") if platform.system() == "Windows" else str
class TryExcept(contextlib.ContextDecorator):
"""A context manager and decorator for error handling that prints an optional message with emojis on exception."""
2024-02-25 21:04:01 +08:00
def __init__(self, msg=""):
"""Initializes TryExcept with an optional message, used as a decorator or context manager for error handling."""
self.msg = msg
def __enter__(self):
"""Enter the runtime context related to this object for error handling with an optional message."""
pass
def __exit__(self, exc_type, value, traceback):
"""Context manager exit method that prints an error message with emojis if an exception occurred, always returns
True.
"""
if value:
print(emojis(f"{self.msg}{': ' if self.msg else ''}{value}"))
return True
def threaded(func):
"""Decorator @threaded to run a function in a separate thread, returning the thread instance."""
def wrapper(*args, **kwargs):
"""Runs the decorated function in a separate daemon thread and returns the thread instance."""
2024-02-25 21:04:01 +08:00
thread = threading.Thread(target=func, args=args, kwargs=kwargs, daemon=True)
thread.start()
return thread
return wrapper
def join_threads(verbose=False):
"""
Joins all daemon threads, optionally printing their names if verbose is True.
Example: atexit.register(lambda: join_threads())
"""
main_thread = threading.current_thread()
for t in threading.enumerate():
if t is not main_thread:
if verbose:
print(f"Joining thread {t.name}")
t.join()
def notebook_init(verbose=True):
"""Initializes notebook environment by checking requirements, cleaning up, and displaying system info."""
print("Checking setup...")
import os
import shutil
from ultralytics.utils.checks import check_requirements
from utils.general import check_font, is_colab
from utils.torch_utils import select_device # imports
check_font()
import psutil
if check_requirements("wandb", install=False):
os.system("pip uninstall -y wandb") # eliminate unexpected account creation prompt with infinite hang
if is_colab():
shutil.rmtree("/content/sample_data", ignore_errors=True) # remove colab /sample_data directory
# System info
display = None
if verbose:
gb = 1 << 30 # bytes to GiB (1024 ** 3)
ram = psutil.virtual_memory().total
total, used, free = shutil.disk_usage("/")
with contextlib.suppress(Exception): # clear display if ipython is installed
from IPython import display
display.clear_output()
s = f"({os.cpu_count()} CPUs, {ram / gb:.1f} GB RAM, {(total - free) / gb:.1f}/{total / gb:.1f} GB disk)"
else:
s = ""
select_device(newline=False)
print(emojis(f"Setup complete ✅ {s}"))
return display