Update `check_version()` for inequality support (#4182)

setup.py

@@ -39,6 +39,7 @@ setup(
     install_requires=REQUIREMENTS,
     extras_require={
         'dev': [
+            'ipython',
             'check-manifest',
             'pytest',
             'pytest-cov',

ultralytics/cfg/__init__.py

@@ -252,17 +252,22 @@ def handle_yolo_settings(args: List[str]) -> None:
         python my_script.py yolo settings reset
         ```
     """
-    if any(args):
+    url = 'https://docs.ultralytics.com/quickstart/#ultralytics-settings'  # help URL
-        if args[0] == 'reset':
+    try:
-            SETTINGS_YAML.unlink()  # delete the settings file
+        if any(args):
-            SETTINGS.reset()  # create new settings
+            if args[0] == 'reset':
-            LOGGER.info('Settings reset successfully')  # inform the user that settings have been reset
+                SETTINGS_YAML.unlink()  # delete the settings file
-        else:  # save a new setting
+                SETTINGS.reset()  # create new settings
-            new = dict(parse_key_value_pair(a) for a in args)
+                LOGGER.info('Settings reset successfully')  # inform the user that settings have been reset
-            check_dict_alignment(SETTINGS, new)
+            else:  # save a new setting
-            SETTINGS.update(new)
+                new = dict(parse_key_value_pair(a) for a in args)
-
+                check_dict_alignment(SETTINGS, new)
-    yaml_print(SETTINGS_YAML)  # print the current settings
+                SETTINGS.update(new)
+
+        LOGGER.info(f'💡 Learn about settings at {url}')
+        yaml_print(SETTINGS_YAML)  # print the current settings
+    except Exception as e:
+        LOGGER.warning(f"WARNING ⚠️ settings error: '{e}'. Please see {url} for help.")
 
 
 def parse_key_value_pair(pair):

ultralytics/utils/callbacks/mlflow.py

@@ -18,7 +18,7 @@ except (ImportError, AssertionError):
 
 def on_pretrain_routine_end(trainer):
     """Logs training parameters to MLflow."""
-    global mlflow, run, run_id, experiment_name
+    global mlflow, run, experiment_name
 
     if os.environ.get('MLFLOW_TRACKING_URI') is None:
         mlflow = None
@@ -39,8 +39,7 @@ def on_pretrain_routine_end(trainer):
             run, active_run = mlflow, mlflow.active_run()
             if not active_run:
                 active_run = mlflow.start_run(experiment_id=experiment.experiment_id, run_name=run_name)
-            run_id = active_run.info.run_id
+            LOGGER.info(f'{prefix}Using run_id({active_run.info.run_id}) at {mlflow_location}')
-            LOGGER.info(f'{prefix}Using run_id({run_id}) at {mlflow_location}')
             run.log_params(vars(trainer.model.args))
         except Exception as err:
             LOGGER.error(f'{prefix}Failing init - {repr(err)}')

ultralytics/utils/checks.py

@@ -90,55 +90,61 @@ def check_imgsz(imgsz, stride=32, min_dim=1, max_dim=2, floor=0):
 
 
 def check_version(current: str = '0.0.0',
-                  minimum: str = '0.0.0',
+                  required: str = '0.0.0',
-                  maximum: str = None,
                   name: str = 'version ',
-                  pinned: bool = False,
                   hard: bool = False,
                   verbose: bool = False) -> bool:
     """
-    Check current version against the required minimum and/or maximum version.
+    Check current version against the required version or range.
 
     Args:
         current (str): Current version.
-        minimum (str): Required minimum version.
+        required (str): Required version or range (in pip-style format).
-        maximum (str, optional): Required maximum version.
         name (str): Name to be used in warning message.
-        pinned (bool): If True, versions must match exactly. If False, minimum version must be satisfied.
+        hard (bool): If True, raise an AssertionError if the requirement is not met.
-        hard (bool): If True, raise an AssertionError if the minimum or maximum version is not met.
+        verbose (bool): If True, print warning message if requirement is not met.
-        verbose (bool): If True, print warning message if minimum or maximum version is not met.
 
     Returns:
-        (bool): True if minimum and maximum versions are met, False otherwise.
+        (bool): True if requirement is met, False otherwise.
 
     Example:
-        ```python
+        # check if current version is exactly 22.04
-        # Check if current version is exactly 22.04
+        check_version(current='22.04', required='==22.04')
-        check_version(current='22.04', minimum='22.04', pinned=True)
 
-        # Check if current version is greater than or equal to 22.04
+        # check if current version is greater than or equal to 22.04
-        check_version(current='22.10', minimum='22.04')
+        check_version(current='22.10', required='22.04')  # assumes '>=' inequality if none passed
 
-        # Check if current version is less than or equal to 22.04
+        # check if current version is less than or equal to 22.04
-        check_version(current='22.04', maximum='22.04')
+        check_version(current='22.04', required='<=22.04')
 
-        # Check if current version is between 20.04 (inclusive) and 22.04 (exclusive)
+        # check if current version is between 20.04 (inclusive) and 22.04 (exclusive)
-        check_version(current='21.10', minimum='20.04', maximum='22.04')
+        check_version(current='21.10', required='>20.04,<22.04')
-        ```
     """
     current = pkg.parse_version(current)
-    minimum = pkg.parse_version(minimum)
+    constraints = re.findall(r'([<>!=]{1,2}\s*\d+\.\d+)', required) or [f'>={required}']
-    maximum = pkg.parse_version(maximum) if maximum else None
+
-    if pinned:
+    result = True
-        result = (current == minimum)
+    for constraint in constraints:
-    else:
+        op, version = re.match(r'([<>!=]{1,2})\s*(\d+\.\d+)', constraint).groups()
-        result = (current >= minimum) and (current <= maximum if maximum else True)
+        version = pkg.parse_version(version)
-    version_message = f'a version between {minimum} and {maximum}' if maximum else f'a minimum version {minimum}'
+        if op == '==' and current != version:
-    warning_message = f'WARNING ⚠️ {name} requires {version_message}, but {name}{current} is currently installed.'
+            result = False
-    if hard:
+        elif op == '!=' and current == version:
-        assert result, emojis(warning_message)  # assert version requirements met
+            result = False
-    if verbose and not result:
+        elif op == '>=' and not (current >= version):
-        LOGGER.warning(warning_message)
+            result = False
+        elif op == '<=' and not (current <= version):
+            result = False
+        elif op == '>' and not (current > version):
+            result = False
+        elif op == '<' and not (current < version):
+            result = False
+    if not result:
+        warning_message = f'WARNING ⚠️ {name}{required} is required, but {name}{current} is currently installed'
+        if hard:
+            raise ModuleNotFoundError(emojis(warning_message))  # assert version requirements met
+        if verbose:
+            LOGGER.warning(warning_message)
     return result