Integrate obs handler with Primaite Env

This commit is contained in:
Marek Wolan
2023-06-01 16:42:10 +01:00
parent d351e575ae
commit bab6c27f06
3 changed files with 115 additions and 265 deletions

View File

@@ -35,7 +35,23 @@ class AbstractObservationComponent(ABC):
class NodeLinkTable(AbstractObservationComponent):
"""Table with nodes/links as rows and hardware/software status as cols.
#todo: write full description
Initialise the observation space with the BOX option chosen.
This will create the observation space formatted as a table of integers.
There is one row per node, followed by one row per link.
Columns are as follows:
* node/link ID
* node hardware status / 0 for links
* node operating system status (if active/service) / 0 for links
* node file system status (active/service only) / 0 for links
* node service1 status / traffic load from that service for links
* node service2 status / traffic load from that service for links
* ...
* node serviceN status / traffic load from that service for links
For example if the environment has 5 nodes, 7 links, and 3 services, the observation space shape will be
``(12, 7)``
#todo: clean up description
"""
@@ -44,7 +60,7 @@ class NodeLinkTable(AbstractObservationComponent):
_DATA_TYPE = np.int64
def __init__(self, env: Primaite):
super().__init__()
super().__init__(env)
# 1. Define the shape of your observation space component
num_items = self.env.num_links + self.env.num_nodes
@@ -65,6 +81,10 @@ class NodeLinkTable(AbstractObservationComponent):
def update_obs(self):
"""Update the observation.
Update the environment's observation state based on the current status of nodes and links.
The structure of the observation space is described in :func:`~_init_box_observations`
This function can only be called if the observation space setting is set to BOX.
todo: complete description..
"""
item_index = 0
@@ -116,12 +136,20 @@ class NodeLinkTable(AbstractObservationComponent):
class NodeStatuses(AbstractObservationComponent):
"""todo: complete description."""
"""todo: complete description.
This will create the observation space with node observations followed by link observations.
Each node has 3 elements in the observation space plus 1 per service, more specifically:
* hardware state
* operating system state
* file system state
* service states (one per service)
"""
_DATA_TYPE = np.int64
def __init__(self):
super().__init__()
def __init__(self, env: Primaite):
super().__init__(env)
# 1. Define the shape of your observation space component
shape = [
@@ -139,7 +167,15 @@ class NodeStatuses(AbstractObservationComponent):
self.current_observation = np.zeros(len(shape), dtype=self._DATA_TYPE)
def update_obs(self):
"""todo: complete description."""
"""todo: complete description.
Update the environment's observation state based on the current status of nodes and links.
The structure of the observation space is described in :func:`~_init_multidiscrete_observations`
This function can only be called if the observation space setting is set to MULTIDISCRETE.
"""
obs = []
for _, node in self.env.nodes.items():
hardware_state = node.hardware_state.value
@@ -160,14 +196,26 @@ class NodeStatuses(AbstractObservationComponent):
class LinkTrafficLevels(AbstractObservationComponent):
"""todo: complete description."""
"""todo: complete description.
Each link has one element in the observation space, corresponding to the traffic load,
it can take the following values:
0 = No traffic (0% of bandwidth)
1 = No traffic (0%-33% of bandwidth)
2 = No traffic (33%-66% of bandwidth)
3 = No traffic (66%-100% of bandwidth)
4 = No traffic (100% of bandwidth)
"""
_DATA_TYPE = np.int64
def __init__(
self, combine_service_traffic: bool = False, quantisation_levels: int = 5
self,
env: Primaite,
combine_service_traffic: bool = False,
quantisation_levels: int = 5,
):
super().__init__()
super().__init__(env)
self._combine_service_traffic: bool = combine_service_traffic
self._quantisation_levels: int = quantisation_levels
self._entries_per_link: int = 1
@@ -212,7 +260,7 @@ class LinkTrafficLevels(AbstractObservationComponent):
class ObservationsHandler:
"""todo: complete description."""
"""Component-based observation space handler."""
class registry(Enum):
"""todo: complete description."""
@@ -254,3 +302,25 @@ class ObservationsHandler:
for obs_comp in self.registered_obs_components:
component_spaces.append(obs_comp.space)
self.space = spaces.Tuple(component_spaces)
@classmethod
def from_config(cls, obs_space_config):
"""todo: complete description.
This method parses config items related to the observation space, then
creates the necessary components and adds them to the observation handler.
"""
# Instantiate the handler
handler = cls()
for component_cfg in obs_space_config["components"]:
# Figure out which class can instantiate the desired component
comp_type = component_cfg["name"]
comp_class = cls.registry[comp_type].value
# Create the component with options from the YAML
component = comp_class(**component_cfg["options"])
handler.register(component)
return handler