CLI Simplification (#449)
Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>
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@ -10,6 +10,7 @@ import tempfile
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import threading
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import uuid
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from pathlib import Path
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from typing import Union
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import cv2
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import git
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@ -41,12 +42,15 @@ HELP_MSG = \
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from ultralytics import YOLO
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model = YOLO('yolov8n.yaml') # build a new model from scratch
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model = YOLO('yolov8n.pt') # load a pretrained model (recommended for best training results)
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results = model.train(data='coco128.yaml') # train the model
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results = model.val() # evaluate model performance on the validation set
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results = model.predict(source='bus.jpg') # predict on an image
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success = model.export(format='onnx') # export the model to ONNX format
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# Load a model
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model = YOLO("yolov8n.yaml") # build a new model from scratch
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model = YOLO("yolov8n.pt") # load a pretrained model (recommended for training)
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# Use the model
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results = model.train(data="coco128.yaml", epochs=3) # train the model
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results = model.val() # evaluate model performance on the validation set
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results = model("https://ultralytics.com/images/bus.jpg") # predict on an image
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success = model.export(format="onnx") # export the model to ONNX format
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3. Use the command line interface (CLI):
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@ -161,12 +165,12 @@ def is_pip_package(filepath: str = __name__) -> bool:
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return spec is not None and spec.origin is not None
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def is_dir_writeable(dir_path: str) -> bool:
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def is_dir_writeable(dir_path: Union[str, Path]) -> bool:
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"""
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Check if a directory is writeable.
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Args:
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dir_path (str): The path to the directory.
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dir_path (str) or (Path): The path to the directory.
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Returns:
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bool: True if the directory is writeable, False otherwise.
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@ -179,6 +183,18 @@ def is_dir_writeable(dir_path: str) -> bool:
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return False
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def is_pytest_running():
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"""
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Returns a boolean indicating if pytest is currently running or not
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:return: True if pytest is running, False otherwise
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"""
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try:
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import sys
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return "pytest" in sys.modules
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except ImportError:
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return False
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def get_git_root_dir():
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"""
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Determines whether the current file is part of a git repository and if so, returns the repository root directory.
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@ -348,6 +364,17 @@ def yaml_load(file='data.yaml', append_filename=False):
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return {**yaml.safe_load(f), 'yaml_file': str(file)} if append_filename else yaml.safe_load(f)
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def set_sentry(dsn=None):
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"""
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Initialize the Sentry SDK for error tracking and reporting if pytest is not currently running.
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"""
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if dsn and not is_pytest_running():
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import sentry_sdk # noqa
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import ultralytics
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sentry_sdk.init(dsn=dsn, traces_sample_rate=1.0, release=ultralytics.__version__, debug=False)
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def get_settings(file=USER_CONFIG_DIR / 'settings.yaml', version='0.0.1'):
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"""
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Loads a global Ultralytics settings YAML file or creates one with default values if it does not exist.
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@ -364,8 +391,9 @@ def get_settings(file=USER_CONFIG_DIR / 'settings.yaml', version='0.0.1'):
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is_git = is_git_directory() # True if ultralytics installed via git
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root = get_git_root_dir() if is_git else Path()
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datasets_root = (root.parent if (is_git and is_dir_writeable(root.parent)) else root).resolve()
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defaults = {
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'datasets_dir': str((root.parent if is_git else root) / 'datasets'), # default datasets directory.
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'datasets_dir': str(datasets_root / 'datasets'), # default datasets directory.
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'weights_dir': str(root / 'weights'), # default weights directory.
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'runs_dir': str(root / 'runs'), # default runs directory.
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'sync': True, # sync analytics to help with YOLO development
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@ -393,6 +421,26 @@ def get_settings(file=USER_CONFIG_DIR / 'settings.yaml', version='0.0.1'):
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return settings
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def set_settings(kwargs, file=USER_CONFIG_DIR / 'settings.yaml'):
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"""
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Function that runs on a first-time ultralytics package installation to set up global settings and create necessary
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directories.
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"""
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SETTINGS.update(kwargs)
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yaml_save(file, SETTINGS)
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def print_settings():
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"""
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Function that prints Ultralytics settings
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"""
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import json
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s = f'\n{PREFIX}Settings:\n'
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s += json.dumps(SETTINGS, indent=2)
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s += f"\n\nUpdate settings at {USER_CONFIG_DIR / 'settings.yaml'}"
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LOGGER.info(s)
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# Run below code on utils init -----------------------------------------------------------------------------------------
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# Set logger
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@ -403,15 +451,7 @@ if platform.system() == 'Windows':
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setattr(LOGGER, fn.__name__, lambda x: fn(emojis(x))) # emoji safe logging
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# Check first-install steps
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PREFIX = colorstr("Ultralytics: ")
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SETTINGS = get_settings()
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DATASETS_DIR = Path(SETTINGS['datasets_dir']) # global datasets directory
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def set_settings(kwargs, file=USER_CONFIG_DIR / 'settings.yaml'):
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"""
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Function that runs on a first-time ultralytics package installation to set up global settings and create necessary
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directories.
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"""
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SETTINGS.update(kwargs)
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yaml_save(file, SETTINGS)
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set_sentry()
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