#!/usr/bin/env python3 # This file is part of the MicroPython project, http://micropython.org/ # The MIT License (MIT) # Copyright (c) 2019 Damien P. George import os import subprocess import sys import argparse from glob import glob sys.path.append('../tools') import pyboard # Paths for host executables if os.name == 'nt': CPYTHON3 = os.getenv('MICROPY_CPYTHON3', 'python3.exe') MICROPYTHON = os.getenv('MICROPY_MICROPYTHON', '../ports/windows/micropython.exe') else: CPYTHON3 = os.getenv('MICROPY_CPYTHON3', 'python3') MICROPYTHON = os.getenv('MICROPY_MICROPYTHON', '../ports/unix/micropython') PYTHON_TRUTH = CPYTHON3 BENCH_SCRIPT_DIR = 'perf_bench/' def compute_stats(lst): avg = 0 var = 0 for x in lst: avg += x var += x * x avg /= len(lst) var = max(0, var / len(lst) - avg ** 2) return avg, var ** 0.5 def run_script_on_target(target, script): output = b'' err = None if isinstance(target, pyboard.Pyboard): # Run via pyboard interface try: target.enter_raw_repl() output = target.exec_(script) except pyboard.PyboardError as er: err = er else: # Run local executable try: p = subprocess.run(target, stdout=subprocess.PIPE, stderr=subprocess.STDOUT, input=script) output = p.stdout except subprocess.CalledProcessError as er: err = er return str(output.strip(), 'ascii'), err def run_feature_test(target, test): with open('feature_check/' + test + '.py', 'rb') as f: script = f.read() output, err = run_script_on_target(target, script) if err is None: return output else: return 'CRASH: %r' % err def run_benchmark_on_target(target, script): output, err = run_script_on_target(target, script) if err is None: time, norm, result = output.split(None, 2) try: return int(time), int(norm), result except ValueError: return -1, -1, 'CRASH: %r' % output else: return -1, -1, 'CRASH: %r' % err def run_benchmarks(target, param_n, param_m, n_average, test_list): skip_complex = run_feature_test(target, 'complex') != 'complex' skip_native = run_feature_test(target, 'native_check') != '' for test_file in sorted(test_list): print(test_file + ': ', end='') # Check if test should be skipped skip = ( skip_complex and test_file.find('bm_fft') != -1 or skip_native and test_file.find('viper_') != -1 ) if skip: print('skip') continue # Create test script with open(test_file, 'rb') as f: test_script = f.read() with open(BENCH_SCRIPT_DIR + 'benchrun.py', 'rb') as f: test_script += f.read() test_script += b'bm_run(%u, %u)\n' % (param_n, param_m) # Write full test script if needed if 0: with open('%s.full' % test_file, 'wb') as f: f.write(test_script) # Run MicroPython a given number of times times = [] scores = [] error = None result_out = None for _ in range(n_average): time, norm, result = run_benchmark_on_target(target, test_script) if time < 0 or norm < 0: error = result break if result_out is None: result_out = result elif result != result_out: error = 'FAIL self' break times.append(time) scores.append(1e6 * norm / time) # Check result against truth if needed if error is None and result_out != 'None': _, _, result_exp = run_benchmark_on_target(PYTHON_TRUTH, test_script) if result_out != result_exp: error = 'FAIL truth' if error is not None: print(error) else: t_avg, t_sd = compute_stats(times) s_avg, s_sd = compute_stats(scores) print('{:.2f} {:.4f} {:.2f} {:.4f}'.format(t_avg, 100 * t_sd / t_avg, s_avg, 100 * s_sd / s_avg)) if 0: print(' times: ', times) print(' scores:', scores) sys.stdout.flush() def parse_output(filename): with open(filename) as f: params = f.readline() n, m, _ = params.strip().split() n = int(n.split('=')[1]) m = int(m.split('=')[1]) data = [] for l in f: if l.find(': ') != -1 and l.find(': skip') == -1 and l.find('CRASH: ') == -1: name, values = l.strip().split(': ') values = tuple(float(v) for v in values.split()) data.append((name,) + values) return n, m, data def compute_diff(file1, file2, diff_score): # Parse output data from previous runs n1, m1, d1 = parse_output(file1) n2, m2, d2 = parse_output(file2) # Print header if diff_score: print('diff of scores (higher is better)') else: print('diff of microsecond times (lower is better)') if n1 == n2 and m1 == m2: hdr = 'N={} M={}'.format(n1, m1) else: hdr = 'N={} M={} vs N={} M={}'.format(n1, m1, n2, m2) print('{:24} {:>10} -> {:>10} {:>10} {:>7}% (error%)'.format(hdr, file1, file2, 'diff', 'diff')) # Print entries while d1 and d2: if d1[0][0] == d2[0][0]: # Found entries with matching names entry1 = d1.pop(0) entry2 = d2.pop(0) name = entry1[0].rsplit('/')[-1] av1, sd1 = entry1[1 + 2 * diff_score], entry1[2 + 2 * diff_score] av2, sd2 = entry2[1 + 2 * diff_score], entry2[2 + 2 * diff_score] sd1 *= av1 / 100 # convert from percent sd to absolute sd sd2 *= av2 / 100 # convert from percent sd to absolute sd av_diff = av2 - av1 sd_diff = (sd1 ** 2 + sd2 ** 2) ** 0.5 percent = 100 * av_diff / av1 percent_sd = 100 * sd_diff / av1 print('{:24} {:10.2f} -> {:10.2f} : {:+10.2f} = {:+7.3f}% (+/-{:.2f}%)'.format(name, av1, av2, av_diff, percent, percent_sd)) elif d1[0][0] < d2[0][0]: d1.pop(0) else: d2.pop(0) def main(): cmd_parser = argparse.ArgumentParser(description='Run benchmarks for MicroPython') cmd_parser.add_argument('-t', '--diff-time', action='store_true', help='diff time outputs from a previous run') cmd_parser.add_argument('-s', '--diff-score', action='store_true', help='diff score outputs from a previous run') cmd_parser.add_argument('-p', '--pyboard', action='store_true', help='run tests via pyboard.py') cmd_parser.add_argument('-d', '--device', default='/dev/ttyACM0', help='the device for pyboard.py') cmd_parser.add_argument('-a', '--average', default='8', help='averaging number') cmd_parser.add_argument('--emit', default='bytecode', help='MicroPython emitter to use (bytecode or native)') cmd_parser.add_argument('N', nargs=1, help='N parameter (approximate target CPU frequency)') cmd_parser.add_argument('M', nargs=1, help='M parameter (approximate target heap in kbytes)') cmd_parser.add_argument('files', nargs='*', help='input test files') args = cmd_parser.parse_args() if args.diff_time or args.diff_score: compute_diff(args.N[0], args.M[0], args.diff_score) sys.exit(0) # N, M = 50, 25 # esp8266 # N, M = 100, 100 # pyboard, esp32 # N, M = 1000, 1000 # PC N = int(args.N[0]) M = int(args.M[0]) n_average = int(args.average) if args.pyboard: target = pyboard.Pyboard(args.device) target.enter_raw_repl() else: target = [MICROPYTHON, '-X', 'emit=' + args.emit] if len(args.files) == 0: tests_skip = ('benchrun.py',) if M <= 25: # These scripts are too big to be compiled by the target tests_skip += ('bm_chaos.py', 'bm_hexiom.py', 'misc_raytrace.py') tests = sorted( BENCH_SCRIPT_DIR + test_file for test_file in os.listdir(BENCH_SCRIPT_DIR) if test_file.endswith('.py') and test_file not in tests_skip ) else: tests = sorted(args.files) print('N={} M={} n_average={}'.format(N, M, n_average)) run_benchmarks(target, N, M, n_average, tests) if isinstance(target, pyboard.Pyboard): target.exit_raw_repl() target.close() if __name__ == "__main__": main()