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doc ctmcs example

refactoring
hannah 4 years ago
committed by Matthias Volk
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  1. 77
      examples/building_ctmcs/01-building-ctmcs.py
  2. 1
      examples/building_dtmcs/01-building-dtmcs.py

77
examples/building_ctmcs/01-building-ctmcs.py

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import stormpy
import numpy as np
# polling example [IT90]
# gxn/dxp 26/01/00
def example_building_ctmcs_01():
# Building the transition matrix using numpy
transitions = np.array([
[0, 0.5, 0.5, 200, 0, 0, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0.5, 200, 0, 0, 0, 0, 0, 0],
[0, 0, 0, 0, 0.5, 0, 200, 0, 0, 0, 0, 0],
[200, 0, 0, 0, 0, 0, 0.5, 0.5, 0, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 200, 0, 0, 0],
[0, 0, 0, 1, 0, 0, 0, 0, 0.5, 0, 0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0.5, 200, 0],
[0, 200, 0, 0, 0, 0, 0, 0, 0, 0.5, 0, 0],
[0, 0, 0, 0, 0, 0, 1, 0, 0, 0 ,0, 0],
[0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 200],
[1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0.5 ],
[0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]
], dtype='float64')
# Default row groups: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]
transition_matrix = stormpy.build_sparse_matrix(transitions)
# State labeling
state_labeling = stormpy.storage.StateLabeling(12)
state_labels = {'init', 'deadlock', 'target'}
for label in state_labels:
state_labeling.add_label(label)
# Adding label to states
state_labeling.add_label_to_state('init', 0)
# Sets the labeling of states given in a BitVector (length: nr_states)
state_labeling.set_states('target', stormpy.BitVector(12, [5, 8]))
# Choice labeling
nr_choices = 12
choice_labeling = stormpy.storage.ChoiceLabeling(nr_choices)
choice_labels = {'loop1a', 'loop1b', 'serve1', 'loop2a', 'loop2b', 'serve2'}
for label in choice_labels:
choice_labeling.add_label(label)
# Sets the labeling of states given in a bit vector (length: nr_choices)
choice_labeling.set_choices('loop1a', stormpy.BitVector(nr_choices, [0, 2]))
choice_labeling.set_choices('loop1b', stormpy.BitVector(nr_choices, [1, 4]))
choice_labeling.set_choices('serve1', stormpy.BitVector(nr_choices, [5, 8]))
choice_labeling.set_choices('loop2a', stormpy.BitVector(nr_choices, [3, 7]))
choice_labeling.set_choices('loop2b', stormpy.BitVector(nr_choices, [6, 9]))
choice_labeling.set_choices('serve2', stormpy.BitVector(nr_choices, [10, 11]))
# Reward models:
reward_models = {}
# Create a vector representing the state-action rewards
action_reward = [0.0, 0.0, 0.0, 0.0, 0.0, 2/3, 0.0, 0.0, 1.0, 0.0, 0.0, 0.0]
reward_models['served'] = stormpy.SparseRewardModel(optional_state_action_reward_vector = action_reward)
## Create a vector representing the state rewards
state_reward = [0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 0.0, 1.0, 0.0, 1.0, 0.0, 1.0]
reward_models['waiting'] = stormpy.SparseRewardModel(optional_state_reward_vector = state_reward)
# Exit rate for each state
exit_rates = [201.0, 200.5, 200.5, 201.0, 200.0, 1.5, 200.5, 200.5, 1.0, 200.0, 1.5, 1.0]
# Collect components, rate_transitions = True, because the transition values are interpreted as rates (CTMC specific)
components = stormpy.SparseModelComponents(transition_matrix=transition_matrix, state_labeling=state_labeling, reward_models=reward_models, rate_transitions = True)
components.choice_labeling = choice_labeling
components.exit_rates = exit_rates
# Build the model
ctmc = stormpy.storage.SparseCtmc(components)
print(ctmc)
if __name__ == '__main__':
example_building_ctmcs_01()

1
examples/building_dtmcs/01-building-dtmcs.py

@ -1,5 +1,4 @@
import stormpy
import numpy as np
def example_building_dtmcs_01():

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