| """Tests for Neuromorphic Hardware Efficiency & Pareto Frontiers.""" | |
| import pytest | |
| from synapse.efficiency import NeuromorphicEfficiencyBenchmark | |
| def test_neuromorphic_efficiency_benchmark(): | |
| bench = NeuromorphicEfficiencyBenchmark(in_features=8, num_neurons=32, seed=42) | |
| res = bench.run_benchmark_suite(steps=20) | |
| assert res['num_neurons'] == 32 | |
| assert 'dense_rate' in res['profiles'] | |
| assert 'lif_spiking' in res['profiles'] | |
| assert 'adex_spiking' in res['profiles'] | |
| assert len(res['pareto_frontier']) > 0 | |
| assert res['spiking_synops_efficiency_ratio'] > 1.0 | |
| assert res['energy_savings_ratio'] > 1.0 | |