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soil/tests/test_network.py

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from unittest import TestCase
import io
import os
import networkx as nx
from os.path import join
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from soil import config, network, environment, agents, simulation
from test_main import CustomAgent
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ROOT = os.path.abspath(os.path.dirname(__file__))
EXAMPLES = join(ROOT, "..", "examples")
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class TestNetwork(TestCase):
def test_load_graph(self):
"""
Load a graph from file if the extension is known.
Raise an exception otherwise.
"""
config = {"network_params": {"path": join(ROOT, "test.gexf")}}
G = network.from_config(config["network_params"])
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assert G
assert len(G) == 2
with self.assertRaises(AttributeError):
config = {"network_params": {"path": join(ROOT, "unknown.extension")}}
G = network.from_config(config["network_params"])
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print(G)
def test_generate_barabasi(self):
"""
If no path is given, a generator and network parameters
should be used to generate a network
"""
cfg = {"params": {"generator": "barabasi_albert_graph"}}
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with self.assertRaises(Exception):
G = network.from_config(cfg)
cfg["params"]["n"] = 100
cfg["params"]["m"] = 10
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G = network.from_config(cfg)
assert len(G) == 100
def test_save_geometric(self):
"""
There is a bug in networkx that prevents it from creating a GEXF file
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from geometric models. We should work around it.
"""
G = nx.random_geometric_graph(20, 0.1)
env = environment.NetworkEnvironment(topology=G)
f = io.BytesIO()
assert env.G
network.dump_gexf(env.G, f)
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def test_networkenvironment_creation(self):
"""Networkenvironment should accept netconfig as parameters"""
model_params = {
"topology": {"path": join(ROOT, "test.gexf")},
"agents": {
"topology": True,
"distribution": [
{
"agent_class": CustomAgent,
}
],
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},
}
env = environment.Environment(**model_params)
assert env.G
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env.step()
assert len(env.G) == 2
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assert len(env.agents) == 2
assert env.agents[1].count_agents(state_id="normal") == 2
assert env.agents[1].count_agents(state_id="normal", limit_neighbors=True) == 1
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assert env.agents[0].neighbors == 1
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def test_custom_agent_neighbors(self):
"""Allow for search of neighbors with a certain state_id"""
config = {
"model_params": {
"topology": {"path": join(ROOT, "test.gexf")},
"agents": {
"topology": True,
"distribution": [{"weight": 1, "agent_class": CustomAgent}],
},
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},
"max_time": 10,
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}
s = simulation.from_config(config)
env = s.run_simulation(dry_run=True)[0]
assert env.agents[1].count_agents(state_id="normal") == 2
assert env.agents[1].count_agents(state_id="normal", limit_neighbors=True) == 1
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assert env.agents[0].neighbors == 1
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def test_subgraph(self):
"""An agent should be able to subgraph the global topology"""
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G = nx.Graph()
G.add_node(3)
G.add_edge(1, 2)
distro = agents.calculate_distribution(agent_class=agents.NetworkAgent)
aconfig = config.AgentConfig(distribution=distro, topology=True)
env = environment.Environment(name="Test", topology=G, agents=aconfig)
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lst = list(env.network_agents)
a2 = env.find_one(node_id=2)
a3 = env.find_one(node_id=3)
assert len(a2.subgraph(limit_neighbors=True)) == 2
assert len(a3.subgraph(limit_neighbors=True)) == 1
assert len(a3.subgraph(limit_neighbors=True, center=False)) == 0
assert len(a3.subgraph(agent_class=agents.NetworkAgent)) == 3