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Edit docstring formatting and spacing (#1403)
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@ -580,23 +580,58 @@ class TaskScheduler(BaseScheduler):
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Examples:
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Launch every 15 minutes
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Launch every 15 minutes:
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', minute=15)
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Launch every 1 hour
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Launch every 1 hour:
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', hour=1)
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Launch every 1 hour at hour:30 minutes (i.e. 1:30, 2:30 etc.)
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Launch every 1 hour at hour:30 minutes (i.e. 1:30, 2:30 etc.):
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', hour=1, minute=30)
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Launch every day at 22:30 (10:30 pm)
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Launch every day at 22:30 (10:30 pm):
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', minute=30, hour=22, day=1)
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Launch every other day at 7:30 (7:30 am)
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Launch every other day at 7:30 (7:30 am):
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', minute=30, hour=7, day=2)
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Launch every Saturday at 8:30am (notice `day=0`)
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Launch every Saturday at 8:30am (notice `day=0`):
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', minute=30, hour=8, day=0, weekdays=['saturday'])
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Launch every 2 hours on the weekends Saturday/Sunday (notice `day` is not passed)
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Launch every 2 hours on the weekends Saturday/Sunday (notice `day` is not passed):
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', hour=2, weekdays=['saturday', 'sunday'])
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Launch once a month at the 5th of each month
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Launch once a month at the 5th of each month:
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', month=1, day=5)
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Launch once a year on March 4th
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Launch once a year on March 4th:
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.. code-block:: py
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add_task(schedule_task_id='1235', queue='default', year=1, month=3, day=4)
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:param schedule_task_id: ID of Task to be cloned and scheduled for execution
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@ -2467,12 +2467,18 @@ class Task(IdObjectBase, AccessMixin, SetupUploadMixin):
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"""
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Force the adding of a package to the requirements list. If ``package_version`` is None, use the
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installed package version, if found.
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Example: Task.add_requirements('tensorflow', '2.4.0')
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Example: Task.add_requirements('tensorflow', '>=2.4')
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Example: Task.add_requirements('tensorflow') -> use the installed tensorflow version
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Example: Task.add_requirements('tensorflow', '') -> no version limit
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Alternatively, you can add all requirements from a file.
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Example: Task.add_requirements('/path/to/your/project/requirements.txt')
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Example: ``Task.add_requirements('tensorflow', '2.4.0')``
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Example: ``Task.add_requirements('tensorflow', '>=2.4')``
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Example: ``Task.add_requirements('tensorflow')`` -> use the installed tensorflow version
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Example: ``Task.add_requirements('tensorflow', '')`` -> no version limit
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Alternatively, you can add all requirements from a file:
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Example: ``Task.add_requirements('/path/to/your/project/requirements.txt')``
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.. note::
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Task.add_requirements does not directly modify the task's requirements. Instead, it improves the accuracy
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@ -448,19 +448,18 @@ class Task(_Task):
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- ``True`` - Automatically create resource monitoring plots. (default)
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- ``False`` - Do not automatically create.
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- Class Type - Create ResourceMonitor object of the specified class type.
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- dict - Dictionary of kwargs to be passed to the ResourceMonitor instance.
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The keys can be:
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- dict - Dictionary of kwargs to be passed to the ResourceMonitor instance. The keys can be:
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- `report_start_sec` OR `first_report_sec` OR `seconds_from_start` - Maximum number of seconds
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to wait for scalar/plot reporting before defaulting
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to machine statistics reporting based on seconds from experiment start time
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to wait for scalar/plot reporting before defaulting
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to machine statistics reporting based on seconds from experiment start time
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- `wait_for_first_iteration_to_start_sec` - Set the initial time (seconds) to wait for iteration
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reporting to be used as x-axis for the resource monitoring,
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if timeout exceeds then reverts to `seconds_from_start`
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reporting to be used as x-axis for the resource monitoring,
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if timeout exceeds then reverts to `seconds_from_start`
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- `max_wait_for_first_iteration_to_start_sec` - Set the maximum time (seconds) to allow the resource
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monitoring to revert back to iteration reporting x-axis after starting to report `seconds_from_start`
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monitoring to revert back to iteration reporting x-axis after starting to report `seconds_from_start`
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- `report_mem_used_per_process` OR `report_global_mem_used` - Compatibility feature,
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report memory usage for the entire machine
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default (false), report only on the running process and its sub-processes
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report memory usage for the entire machine.
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Default (false), report only on the running process and its sub-processes
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:param auto_connect_streams: Control the automatic logging of stdout and stderr.
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The values are:
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@ -468,16 +467,16 @@ class Task(_Task):
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- ``True`` - Automatically connect (default)
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- ``False`` - Do not automatically connect
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- A dictionary - In addition to a boolean, you can use a dictionary for fined grained control of stdout and
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stderr. The dictionary keys are 'stdout' , 'stderr' and 'logging', the values are booleans.
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Keys missing from the dictionary default to ``False``, and an empty dictionary defaults to ``False``.
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Notice, the default behaviour is logging stdout/stderr. The `logging` module is logged as a by product
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of the stderr logging
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stderr. The dictionary keys are 'stdout' , 'stderr' and 'logging', the values are booleans.
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Keys missing from the dictionary default to ``False``, and an empty dictionary defaults to ``False``.
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Notice, the default behaviour is logging stdout/stderr. The `logging` module is logged as a by product
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of the stderr logging
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For example:
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For example:
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.. code-block:: py
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.. code-block:: py
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auto_connect_streams={'stdout': True, 'stderr': True, 'logging': False}
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auto_connect_streams={'stdout': True, 'stderr': True, 'logging': False}
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:param deferred_init: (default: False) Wait for Task to be fully initialized (regular behaviour).
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** BETA feature! use with care **.
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@ -488,8 +487,8 @@ class Task(_Task):
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Default behaviour can be controlled with: ``CLEARML_DEFERRED_TASK_INIT=1``. Notes:
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- Any access to the returned proxy `Task` object will essentially wait for the `Task.init` to be completed.
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For example: `print(task.name)` will wait for `Task.init` to complete in the
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background and then return the `name` property of the task original object
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For example: `print(task.name)` will wait for `Task.init` to complete in the
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background and then return the `name` property of the task original object
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- Before `Task.init` completes in the background, auto-magic logging (console/metric) might be missed
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- If running via an agent, this argument is ignored, and Task init is called synchronously (default)
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@ -954,10 +953,10 @@ class Task(_Task):
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:return: If wait is False, this method will return None.
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If no endpoint could be found while waiting, this method returns None.
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Otherwise, it returns a dictionary containing the following values:
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- endpoint - raw endpoint. One might need to authenticate in order to use this endpoint
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- browser_endpoint - endpoint to be used in browser. Authentication will be handled via the browser
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- port - the port exposed by the application
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- protocol - the protocol used by the endpoint
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- endpoint - raw endpoint. One might need to authenticate in order to use this endpoint
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- browser_endpoint - endpoint to be used in browser. Authentication will be handled via the browser
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- port - the port exposed by the application
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- protocol - the protocol used by the endpoint
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"""
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Session.verify_feature_set("advanced")
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if protocol not in self._external_endpoint_port_map.keys():
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@ -1059,10 +1058,10 @@ class Task(_Task):
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:return: If no endpoint could be found while waiting, this method returns None.
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If a protocol has been specified, it returns a dictionary containing the following values:
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- endpoint - raw endpoint. One might need to authenticate in order to use this endpoint
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- browser_endpoint - endpoint to be used in browser. Authentication will be handled via the browser
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- port - the port exposed by the application
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- protocol - the protocol used by the endpoint
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- endpoint - raw endpoint. One might need to authenticate in order to use this endpoint
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- browser_endpoint - endpoint to be used in browser. Authentication will be handled via the browser
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- port - the port exposed by the application
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- protocol - the protocol used by the endpoint
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If not protocol is specified, it returns a list of dictionaries containing the values above,
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for each protocol requested and waited
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"""
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