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Add Task.force_requirements_env_freeze() forcing pip freeze instead of package analysis (issue #304)

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allegroai 2021-03-25 01:03:38 +02:00
parent 2a299c51db
commit fa77d0f380
1 changed files with 17 additions and 3 deletions
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20
clearml/backend_interface/task/task.py
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@ -71,6 +71,9 @@ class Task(IdObjectBase, AccessMixin, SetupUploadMixin):
_store_diff = config.get('development.store_uncommitted_code_diff', False)
_store_remote_diff = config.get('development.store_code_diff_from_remote', False)
_report_subprocess_enabled = config.get('development.report_use_subprocess', sys.platform == 'linux')
_force_use_pip_freeze = \
config.get('development.detect_with_pip_freeze', False) or \
config.get('development.detect_with_conda_freeze', False)
_offline_filename = 'task.json'
class TaskTypes(Enum):
@ -273,10 +276,9 @@ class Task(IdObjectBase, AccessMixin, SetupUploadMixin):
if result.script and script_requirements:
entry_point_filename = None if config.get('development.force_analyze_entire_repo', False) else \
os.path.join(result.script['working_dir'], entry_point)
if config.get('development.detect_with_pip_freeze', False) or \
config.get('development.detect_with_conda_freeze', False):
if self._force_use_pip_freeze:
requirements, conda_requirements = pip_freeze(
config.get('development.detect_with_conda_freeze', False))
combine_conda_with_pip=config.get('development.detect_with_conda_freeze', True))
requirements = '# Python ' + sys.version.replace('\n', ' ').replace('\r', ' ') + '\n\n'\
+ requirements
else:
@ -1624,6 +1626,18 @@ class Task(IdObjectBase, AccessMixin, SetupUploadMixin):
'Requirement ignored, Task.add_requirements() must be called before Task.init()')
cls._force_requirements[package_name] = package_version
@classmethod
def force_requirements_env_freeze(cls, force=True):
# type: (bool) -> None
"""
Force using `pip freeze` / `conda list` to store the full requirements of the active environment
(instead of statically analyzing the running code and listing directly imported packages)
Notice: Must be called before `Task.init` !
:param force: Set force using `pip freeze` flag on/off
"""
cls._force_use_pip_freeze = bool(force)
def _get_models(self, model_type='output'):
# type: (str) -> Sequence[Model]
# model_type is either 'output' or 'input'