"""Compare serial/parallel throughput on the same four validation configurations.""" import hashlib import json from pathlib import Path import subprocess import sys root = Path('/home/int/run/cats-dogs') out = root / 'acceleration' out.mkdir(exist_ok=True) script = Path(__file__).with_name('run_batch.py') summaries = {} for mode, workers in [('serial', 1), ('parallel', 4)]: jobs = [] for threshold in (600, 1600, 4000, 8000): jobs.append({'name': f'bench_{mode}_t{threshold}', 'args': [ '--data-dir', str(root / 'features-v2'), '--dataset', 'sparse_hog_validation', '--train', '4000', '--count', '1000', '--threshold', str(threshold), '--columns', '20', '--quant', 'weights', '--backend', 'single']}) plan, summary = out / f'{mode}-plan.json', out / f'{mode}-summary.json' plan.write_text(json.dumps({'jobs': jobs}, indent=2) + '\n') subprocess.run([sys.executable, str(script), str(plan), '--jobs', str(workers), '--summary', str(summary)], check=True) summaries[mode] = json.loads(summary.read_text()) checks = {} for threshold in (600, 1600, 4000, 8000): checks[str(threshold)] = {} for file in ('float_weights.csv', 'quant_weights.csv', 'float_neurons.csv', 'quant_neurons.csv', 'result.csv'): a = (root / f'bench_serial_t{threshold}' / file).read_bytes() b = (root / f'bench_parallel_t{threshold}' / file).read_bytes() checks[str(threshold)][file] = a == b assert all(value for files in checks.values() for value in files.values()), 'Parallel run changed results' result = {'serial': summaries['serial'], 'parallel': summaries['parallel'], 'speedup': summaries['serial']['elapsed_seconds'] / summaries['parallel']['elapsed_seconds'], 'bitwise_equal': checks} (out / 'batch-benchmark.json').write_text(json.dumps(result, indent=2) + '\n') print('SPEEDUP', result['speedup'], flush=True)