Sonapse-LAB / tests /test_hypernetwork.py
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Initial commit of SYNAPSE developmental connectome intelligence research lab
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import pytest
import torch
from synapse.agent import IntegratedAgent
from synapse.config import SynapseConfig
from synapse.hypernetwork import WeightSpaceHypernetwork, compile_hypernetwork_patch
def test_hypernetwork_patch_synthesis():
config = SynapseConfig(seed=42, nodes_per_source=16)
agent = IntegratedAgent(config)
hypernet = WeightSpaceHypernetwork(in_dim=32, rank=2)
diag = {
'mean_return': 0.15,
'total_steps': 30,
'mean_graph_activity': 0.08,
'mean_approach_valence': 0.2,
'mean_avoid_valence': -0.1,
'action_mean': [0.1, -0.05, 0.0, 0.0, 0.0],
'task': 'forage',
}
patch = compile_hypernetwork_patch(agent, hypernet, diag, target_surface='motor.weight', max_edits=16)
assert patch['schema'] == 'synapse-weight-program-v1'
assert patch['writes'] > 0
assert patch['delta_l2'] >= 0.0
# Test targeting graft weights
graft_patch = compile_hypernetwork_patch(agent, hypernet, diag, target_surface='brain.graft_w', max_edits=16)
assert graft_patch['schema'] == 'synapse-weight-program-v1'
assert graft_patch['writes'] > 0