import argparse, logging, sys import isaac as sc from tune.tune import Tuner from tune.tools import metric_name_of def parse_arguments(): platforms = sc.driver.get_platforms() devices = [d for platform in platforms for d in platform.get_devices()] #Command line arguments parser = argparse.ArgumentParser() parser.add_argument("-d", "--device", default=0, type=int, help='Device to tune for') parser.add_argument("-j", "--json", default='', type=str) parser.add_argument('--axpy', action='store_true', help='Tune AXPY') parser.add_argument('--dot', action='store_true', help='Tune DOT') parser.add_argument('--ger', action='store_true', help='Tune GER') parser.add_argument('--gemv_n', action='store_true', help='Tune GEMV-N') parser.add_argument('--gemv_t', action='store_true', help='Tune GEMV-T') parser.add_argument('--gemm_nn', action='store_true', help='Tune GEMM-NN') parser.add_argument('--gemm_tn', action='store_true', help='Tune GEMM-TN') parser.add_argument('--gemm_nt', action='store_true', help='Tune GEMM-NT') parser.add_argument('--gemm_tt', action='store_true', help='Tune GEMM-TT') args = parser.parse_args() device = devices[int(args.device)] print("----------------") print("Devices available:") print("----------------") for (i, d) in enumerate(devices): selected = '[' + ('x' if device==d else ' ') + ']' print selected , '-', sc.driver.device_type_to_string(d.type), '-', d.name, 'on', d.platform.name operations = ['axpy', 'dot', 'ger', 'gemv_n', 'gemv_t', 'gemm_nn', 'gemm_tn', 'gemm_nt', 'gemm_tt'] operations = [getattr(sc.templates,op) for op in operations if getattr(args, op)] return (device, operations, args.json) class ProgressBar: def __init__(self, length, metric_name): self.length = length self.metric_name = metric_name def set_prefix(self, prefix): self.prefix = prefix def set_finished(self): sys.stdout.write("\n") def update(self, i, total, x, y, complete=False): percent = float(i) / total hashes = '#' * int(round(percent * self.length)) spaces = ' ' * (self.length - len(hashes)) #Format of structures to print xformat = ','.join(map(str,map(int, x))) yformat = int(y) percentformat = int(round(percent * 100)) sys.stdout.write(("\r" + self.prefix.ljust(10) + ": [{0}] {1: >3}% [{2} " + self.metric_name + "] ({3})").format(hashes + spaces, percentformat, yformat, xformat)) sys.stdout.flush() if __name__ == "__main__": logger = logging.getLogger(__name__) sh = logging.StreamHandler(sys.stdout) sh.setFormatter(logging.Formatter('%(message)s')) sh.setLevel(logging.INFO) logger.addHandler(sh) logger.setLevel(logging.INFO) sc.driver.default.queue_properties = sc.driver.PROFILING_ENABLE device, operations, json = parse_arguments() for operation in operations: tuner = Tuner(logger, device, operation, json, ProgressBar(30, metric_name_of(operation))) tuner.run(level='full')