Add custom how-to guides to documentation, additional notebook around how to use dev cli
This commit is contained in:
50
docs/source/how_to_guides/custom_actions.rst
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50
docs/source/how_to_guides/custom_actions.rst
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.. only:: comment
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© Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
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.. _custom_action:
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Creating Custom Actions in PrimAITE
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***********************************
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PrimAITE contains a selection of available actions that can be exercised within a training session, listed within ``actions.py``. `Note`: Agents are only able to perform the actions listed within it's action_map, defined within it's configuration YAML. See :ref:`custom_environment` for more information.
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Developing Custom Actions
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============================
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Actions within PrimAITE follow a default format, as seen below and in ``actions.py``. It's important that they have an identifier when declared, as this is used when creating the training environment.
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.. code:: Python
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class ExampleActionClass(AbstractAction, identifier="ExampleActions"):
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"""Example Action Class"""
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def __init__(self, manager: "ActionManager", num_nodes: int, num_folders: int, **kwargs) -> None:
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super().__init(manager, num_nodes=num_nodes, num_folders=num_folders, **kwargs)
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self.verb: str = "ExampleAction"
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Integration with PrimAITE ActionManager
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==========================================
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Any custom actions should then be added to the `ActionManager` class, and the `act_class_identifiers` dictionary. This will map the action class to the corresponding action type string that would be passed through the PrimAITE `request_system`.
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Interaction with the PrimAITE Request Manager
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================================================
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Where an action would cause a request to be sent through the PrimAITE RequestManager, a `form_request` method is expected to be defined within the Action Class. This should format the action into a format that can be ingested by the `RequestManager`. Examples of this include the `NodeFolderCreateAction`, which sends a formed request to create a folder on a given node (seen below).
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.. code:: Python
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def form_request(self, node_id: int, folder_name: str) -> RequestFormat:
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"""Return the action formatted as a request which can be ingested by the PrimAITE simulation."""
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node_name = self.manager.get_node_name_by_idx(node_id)
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if node_name is None or folder_name is None:
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return ["do_nothing"]
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return ["network", "node", node_name, "file_system", "create", "folder", folder_name]
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Action Masking
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==============
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Agents which use the `ProxyAgent` class within PrimAITE are able to use Action Masking. This allows the agent to know if the actions are valid/invalid based on the current environment.
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Information on how to ensure this can be applied to your custom action can be found in :ref:`action_masking`
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26
docs/source/how_to_guides/custom_environment.rst
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26
docs/source/how_to_guides/custom_environment.rst
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.. only:: comment
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© Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
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.. _custom_environment:
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Creating Custom Environments for PrimAITE
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*****************************************
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PrimAITE generates it's training configuration/Environments through ingestion of YAML files. A detailed walkthrough of how to create your own environment can be found within the ``Creating-Custom-Environments`` jupyter notebook.
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You configuration file should follow the hierarchy seen below:
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.. code:: yaml
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io_settings:
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...
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game:
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...
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agents:
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...
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simulation:
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...
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For detailed information about each configuration item found within the configuration file, see :ref:`Configurable Items`.
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46
docs/source/how_to_guides/custom_rewards.rst
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46
docs/source/how_to_guides/custom_rewards.rst
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.. only:: comment
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© Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
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.. _custom_rewards:
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Creating Custom Rewards in PrimAITE
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***********************************
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Rewards within PrimAITE are contained within ``rewards.py``, which details the rewards available for all agents within training sessions, how they are calculated and any other specific information where necessary.
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Custom Rewards within PrimAITE should inherit from the ``AbstractReward`` class, found in ``rewards.py``. It's important to include an identifier for any class created within PrimAITE.
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.. code:: Python
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class ExampleAward(AbstractReward, identifier="ExampleAward"):
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"""Example Reward Class """
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def calculate(self, state: Dict, last_action_response: "AgentHistoryItem") -> float:
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"""Calculate the reward for the current state."""
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return 1.0
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@classmethod
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def from_config(cls, config: dict) -> "AbstractReward":
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"""Create a reward function component from a config dictionary."""
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return cls()
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Custom rewards that have been created should be added to the ``rew_class_identifiers`` dictionary within the ``RewardFunction`` class in ``rewards.py``.
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Including Custom Rewards within PrimAITE configuration
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======================================================
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Custom rewards can then be included within an agents configuration by it's inclusion within the training session configuration YAML.
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.. code:: yaml
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agents:
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- ref: agent_name
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reward_function:
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reward_components:
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- type: DUMMY
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weight: 1.0
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More detailed information about rewards within PrimAITE can be found within :ref:`Rewards`
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78
docs/source/how_to_guides/custom_software.rst
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78
docs/source/how_to_guides/custom_software.rst
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.. only:: comment
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© Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
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Creating Custom Software for PrimAITE
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*************************************
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This page aims to provide a how-to guide on how to create your own custom software for use within PrimAITE.
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PrimAITE has a base software class which should be inherited from when building custom software. Examples of this can be seen in the ``IOSoftware`` and ``Process`` classes.
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It's important that any new software created within PrimAITE has the ``identifier`` attribute defined, for use when generating the environment.
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Some default attributes may need to be adjusted to align with the intended application of the custom software.
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.. code:: Python
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from src.primaite.simulator.system.software import Software
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class CustomSoftware(Software, identifier="CustomSoftware"):
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"""
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An example of Custom Software within PrimAITE.
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"""
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operating_state: OperatingState
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"The current operating state of the Custom software"
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def describe_state(self) -> Dict:
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"""
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Produce a dictionary describing the current state of this object.
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:return: Current state of this object and child objects.
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:rtype: Dict
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"""
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state = super().describe_state()
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state.update({"operating_state": self.operating_state.value})
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Default Install
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###############
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Software can be set to auto-install onto a Node by adding it to the ``SYSTEM_SOFTWARE`` dictionary for the node. An example can be seen in the ``HostNode`` class, which pre-installs some key software that is expected on Nodes, such as the ``NTPClient`` and ``UserManager``.
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Requirements
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############
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Any custom software will need to provide an implementation of the ``describe_state`` method, and conform to the general Pydantic requirements.
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It's a good idea, if possible, to also create a ``.show()`` method, as this can be used for visualising the software's status when developing within PrimAITE.
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Interaction with the PrimAITE Request System
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############################################
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If the software is intended to be used by an agent via a :ref:`custom_action`, then it will likely need an implementation of the ``RequestManager``.
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Detailed information about the PrimAITE request system can be seen in :ref:`request_system`. An example implementation, derived from the `Application` class is seen below:
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.. code:: Python
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def _init_request_manager(self) -> RequestManager:
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"""
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Initialise the request manager.
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More information in user guide and docstring for SimComponent._init_request_manager.
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"""
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_is_application_running = Application._StateValidator(application=self, state=ApplicationOperatingState.RUNNING)
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rm = super()._init_request_manager()
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rm.add_request(
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"scan",
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RequestType(
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func=lambda request, context: RequestResponse.from_bool(self.scan()), validator=_is_application_running
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),
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)
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return rm
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Further information
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###################
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For more detailed information about the implementation of software within PrimAITE, see :ref:`software`.
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8
docs/source/how_to_guides/using_dev_cli.rst
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8
docs/source/how_to_guides/using_dev_cli.rst
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.. only:: comment
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© Crown-owned copyright 2025, Defence Science and Technology Laboratory UK
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Utilising the PrimAITE dev-mode cli
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***********************************
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A guide for utilising `primaite dev-mode` can be found within the ``How-To-Use-Primaite-Dev-Mode`` jupyter notebook, and also :ref:`Developer Tools`.
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488
src/primaite/notebooks/How-To-Use-Primaite-Dev-Mode.ipynb
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488
src/primaite/notebooks/How-To-Use-Primaite-Dev-Mode.ipynb
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{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# PrimAITE Developer mode\n",
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"\n",
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"PrimAITE has built in developer tools.\n",
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"\n",
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"The dev-mode is designed to help make the development of PrimAITE easier.\n",
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"\n",
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"`NOTE: For the purposes of the notebook, the commands are preceeded by \"!\". When running the commands, run it without the \"!\".`\n",
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"\n",
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"To display the available dev-mode options, run the command below:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!primaite setup"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!primaite dev-mode --help"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Save the current PRIMAITE_CONFIG to restore after the notebook runs\n",
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"\n",
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"from primaite import PRIMAITE_CONFIG\n",
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"\n",
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"temp_config = PRIMAITE_CONFIG.copy()"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Dev mode options"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### enable\n",
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"\n",
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"Enables the dev mode for PrimAITE.\n",
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"\n",
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"This will enable the developer mode for PrimAITE.\n",
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"\n",
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"By default, when developer mode is enabled, session logs will be generated in the PRIMAITE_ROOT/sessions folder unless configured to be generated in another location."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!primaite dev-mode enable"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### disable\n",
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"\n",
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"Disables the dev mode for PrimAITE.\n",
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"\n",
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"This will disable the developer mode for PrimAITE."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!primaite dev-mode disable"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### show\n",
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"\n",
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"Shows if PrimAITE is running in dev mode or production mode.\n",
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"\n",
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"The command will also show the developer mode configuration."
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!primaite dev-mode show"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### config\n",
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"\n",
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"Configure the PrimAITE developer mode"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!primaite dev-mode config --help"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### path\n",
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"\n",
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"Set the path where generated session files will be output.\n",
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"\n",
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"By default, this value will be in PRIMAITE_ROOT/sessions.\n",
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"\n",
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"To reset the path to default, run:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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"!primaite dev-mode config path -root\n",
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"\n",
|
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"# or\n",
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"\n",
|
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"!primaite dev-mode config path --default"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"#### --sys-log-level or -slevel\n",
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"\n",
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"Set the system log level.\n",
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"\n",
|
||||
"This will override the system log level in configurations and will make PrimAITE include the set log level and above.\n",
|
||||
"\n",
|
||||
"Available options are:\n",
|
||||
"- `DEBUG`\n",
|
||||
"- `INFO`\n",
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||||
"- `WARNING`\n",
|
||||
"- `ERROR`\n",
|
||||
"- `CRITICAL`\n",
|
||||
"\n",
|
||||
"Default value is `DEBUG`\n",
|
||||
"\n",
|
||||
"Example:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
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||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --sys-log-level DEBUG\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -slevel DEBUG"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"#### --agent-log-level or -alevel\n",
|
||||
"\n",
|
||||
"Set the agent log level.\n",
|
||||
"\n",
|
||||
"This will override the agent log level in configurations and will make PrimAITE include the set log level and above.\n",
|
||||
"\n",
|
||||
"Available options are:\n",
|
||||
"- `DEBUG`\n",
|
||||
"- `INFO`\n",
|
||||
"- `WARNING`\n",
|
||||
"- `ERROR`\n",
|
||||
"- `CRITICAL`\n",
|
||||
"\n",
|
||||
"Default value is `DEBUG`\n",
|
||||
"\n",
|
||||
"Example:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --agent-log-level DEBUG\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -alevel DEBUG"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"#### --output-sys-logs or -sys\n",
|
||||
"\n",
|
||||
"If enabled, developer mode will output system logs.\n",
|
||||
"\n",
|
||||
"Example:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --output-sys-logs\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -sys"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"To disable outputting sys logs:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --no-sys-logs\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -nsys"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"#### --output-agent-logs or -agent\n",
|
||||
"\n",
|
||||
"If enabled, developer mode will output agent action logs.\n",
|
||||
"\n",
|
||||
"Example:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --output-agent-logs\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -agent"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"To disable outputting agent action logs:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --no-agent-logs\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -nagent"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"#### --output-pcap-logs or -pcap\n",
|
||||
"\n",
|
||||
"If enabled, developer mode will output PCAP logs.\n",
|
||||
"\n",
|
||||
"Example:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --output-pcap-logs\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -pcap"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"To disable outputting PCAP logs:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --no-pcap-logs\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -npcap"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"#### --output-to-terminal or -t\n",
|
||||
"\n",
|
||||
"If enabled, developer mode will output logs to the terminal.\n",
|
||||
"\n",
|
||||
"Example:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --output-to-terminal\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -t"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"To disable terminal outputs:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config --no-terminal\n",
|
||||
"\n",
|
||||
"# or\n",
|
||||
"\n",
|
||||
"!primaite dev-mode config -nt"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"## Combining commands\n",
|
||||
"\n",
|
||||
"It is possible to combine commands to set the configuration.\n",
|
||||
"\n",
|
||||
"This saves having to enter multiple commands and allows for a much more efficient setting of PrimAITE developer mode configurations."
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"Example of setting system log level and enabling the system logging:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config -slevel WARNING -sys"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "markdown",
|
||||
"metadata": {},
|
||||
"source": [
|
||||
"Another example where the system log and agent action log levels are set and enabled and should be printed to terminal:"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"!primaite dev-mode config -slevel ERROR -sys -alevel ERROR -agent -t"
|
||||
]
|
||||
},
|
||||
{
|
||||
"cell_type": "code",
|
||||
"execution_count": null,
|
||||
"metadata": {},
|
||||
"outputs": [],
|
||||
"source": [
|
||||
"# Restore PRIMAITE_CONFIG\n",
|
||||
"from primaite.utils.cli.primaite_config_utils import update_primaite_application_config\n",
|
||||
"\n",
|
||||
"\n",
|
||||
"global PRIMAITE_CONFIG\n",
|
||||
"PRIMAITE_CONFIG[\"developer_mode\"] = temp_config[\"developer_mode\"]\n",
|
||||
"update_primaite_application_config(config=PRIMAITE_CONFIG)"
|
||||
]
|
||||
}
|
||||
],
|
||||
"metadata": {
|
||||
"kernelspec": {
|
||||
"display_name": ".venv",
|
||||
"language": "python",
|
||||
"name": "python3"
|
||||
},
|
||||
"language_info": {
|
||||
"codemirror_mode": {
|
||||
"name": "ipython",
|
||||
"version": 3
|
||||
},
|
||||
"file_extension": ".py",
|
||||
"mimetype": "text/x-python",
|
||||
"name": "python",
|
||||
"nbconvert_exporter": "python",
|
||||
"pygments_lexer": "ipython3",
|
||||
"version": "3.10.11"
|
||||
}
|
||||
},
|
||||
"nbformat": 4,
|
||||
"nbformat_minor": 2
|
||||
}
|
||||
Reference in New Issue
Block a user