"""Old deterministic-v2 references, into new output paths only.""" import sys import time import numpy as np import pandas as pd import yaml from context import ROOT, EXP, check, save, bit_equal from run_suite import preflight def main(): check(full=True) assert not (EXP / 'regression/frozen-five.json').exists() preflight() runtime_path = ROOT / 'models/male-cns-lif/deterministic-runtime-v2' pc = yaml.safe_load((runtime_path / 'phase4p.yaml').read_text()) sys.path.insert(0, str(ROOT / 'models/male-cns-lif')) sys.path.insert(0, str(runtime_path)) import torch import phase4p assert torch.cuda.mem_get_info()[0] > 2 * 1024**3 torch.cuda.reset_peak_memory_stats() started = time.perf_counter() runtime = phase4p.CanonicalRuntime(pc, runtime_path, EXP) rows = [] for spec in pc['reference_trials']: preflight() reference_dir = ROOT / 'experiments/phase4p-deterministic-runtime/phase4c-v2/reference' / spec['name'] events = pd.read_parquet(reference_dir / 'spike-events.parquet') reference = dict(step=events.step.to_numpy(), neuron_idx=events.neuron_idx.to_numpy(), counts=np.load(reference_dir / 'per-neuron-spike-counts.int32.npy'), v=np.load(reference_dir / 'final-voltage.float32.npy'), g=np.load(reference_dir / 'final-g.float32.npy')) result = runtime.run(np.flatnonzero(runtime.pops[spec['population']]), spec['rate_hz'], spec['seed'], spec['duration_ms']) row = dict(trial=spec['name'], exact={key: bool(bit_equal(value, result[key])) for key, value in reference.items()}, dtype_shape={key: dict(reference_dtype=str(value.dtype), actual_dtype=str(result[key].dtype), reference_shape=list(value.shape), actual_shape=list(result[key].shape)) for key, value in reference.items()}, wall_seconds=result['metrics']['wall_seconds']) rows.append(row); print(row, flush=True) passed = len(rows) == 5 and all(all(row['exact'].values()) for row in rows) save(EXP / 'regression/frozen-five.json', dict(pass_all=passed, trials=rows, wall_seconds=time.perf_counter() - started, peak_allocated_vram=int(torch.cuda.max_memory_allocated()), scope='Old frozen deterministic-v2 references; not a claim D18 equals old runtime')) assert passed if __name__ == '__main__': main()