def main(unused_args):
target_socs = None
if FLAGS.target_socs != "all":
target_socs = set(FLAGS.target_socs.split(','))
target_devices = sh_commands.get_target_socs_serialnos(target_socs)
if not target_devices:
print("No available device!")
if not os.path.exists(FLAGS.output_dir):
os.mkdir(FLAGS.output_dir)
target_abis = FLAGS.target_abis.split(',')
if FLAGS.frameworks != "all":
frameworks = FLAGS.frameworks.split(',')
else:
frameworks = list(FRAMEWORKS)
if FLAGS.runtimes != "all":
runtimes = FLAGS.runtimes.split(',')
else:
runtimes = list(RUNTIMES)
if FLAGS.model_names != "all":
model_names = FLAGS.model_names.split(',')
else:
model_names = list(BENCHMARK_MODELS)
target = FLAGS.target
host_bin_path, bin_name = sh_commands.bazel_target_to_bin(target)
configs = get_configs()
if "MACE" in frameworks:
sh_commands.get_mace(configs, FLAGS.target_abis, FLAGS.output_dir,
FLAGS.build_mace)
if "TFLITE" in frameworks:
sh_commands.get_tflite(configs, FLAGS.output_dir)
all_prepare = []
all_run_avg = []
for target_abi in target_abis:
print("Prepare to run models on %s" % target_abi)
if target_abi not in abi_types:
print("Not supported abi: %s" % target_abi)
continue
if target_abi == "host":
print("Unable to run target on host yet!")
continue
for serialno in target_devices:
sh_commands.bazel_build(serialno, target, target_abi, frameworks,
runtimes)
if target_abi not in set(
sh_commands.adb_supported_abis(serialno)):
print("Skip device %s which does not support ABI %s" %
(serialno, target_abi))
continue
stdouts = sh_commands.adb_run(
target_abi, serialno, configs, host_bin_path, bin_name,
FLAGS.run_interval, FLAGS.num_threads, FLAGS.build_mace,
FLAGS.max_time_per_lock, frameworks, model_names, runtimes,
output_dir=FLAGS.output_dir)
report_run_statistics(stdouts, target_abi, serialno,
all_prepare, all_run_avg)
write_all_statistics(all_prepare, all_run_avg, FLAGS.output_dir)
def main(unused_args):
aibench_check(FLAGS.benchmark_option in base_pb2.BenchmarkOption.keys(),
"Wrong benchmark option %s" % FLAGS.benchmark_option)
benchmark_option = base_pb2.BenchmarkOption.Value(FLAGS.benchmark_option)
target_socs = None
if FLAGS.target_socs != "all":
target_socs = set(FLAGS.target_socs.split(','))
target_devices = sh_commands.get_target_socs_serialnos(target_socs)
if not target_devices:
print("No available target!")
if FLAGS.num_targets != 0 and FLAGS.num_targets < len(target_devices):
random.shuffle(target_devices)
target_devices = target_devices[:FLAGS.num_targets]
if not os.path.exists(FLAGS.output_dir):
os.mkdir(FLAGS.output_dir)
target_abis = FLAGS.target_abis.split(',')
target = FLAGS.target
host_bin_path, bin_name = sh_commands.bazel_target_to_bin(target)
executors, device_types, push_list, benchmark_list = \
sh_commands.prepare_all_models(
FLAGS.executors, FLAGS.model_names, FLAGS.device_types,
FLAGS.output_dir)
configs = get_configs()
input_dir = sh_commands.prepare_datasets(configs, FLAGS.output_dir,
FLAGS.input_dir)
if base_pb2.TFLITE in executors:
sh_commands.get_tflite(configs, FLAGS.output_dir)
result_files = []
for target_abi in target_abis:
print("Prepare to run models on %s" % target_abi)
if target_abi not in ABI_TYPES:
print("Not supported abi: %s" % target_abi)
continue
if target_abi == "host":
print("Unable to run on host yet!")
continue
for serialno in target_devices:
sh_commands.bazel_build(serialno, target, target_abi, executors,
device_types)
if target_abi not in set(sh_commands.adb_supported_abis(serialno)):
print("Skip device %s which does not support ABI %s" %
(serialno, target_abi))
continue
result_file = sh_commands.adb_run(
target_abi, serialno, host_bin_path, bin_name,
benchmark_option, input_dir, FLAGS.run_interval,
FLAGS.num_threads, FLAGS.max_time_per_lock, push_list,
benchmark_list, executors, DEVICE_PATH, FLAGS.output_dir)
result_files.append(result_file)
process_result(result_files)
def main(unused_args):
target_socs = None
if FLAGS.target_socs != "all" and FLAGS.target_socs != "random":
target_socs = set(FLAGS.target_socs.split(','))
target_devices = sh_commands.get_target_socs_serialnos(target_socs)
if FLAGS.target_socs == "random":
unlocked_devices = \
[d for d in target_devices if not sh_commands.is_device_locked(d)]
if len(unlocked_devices) > 0:
target_devices = [random.choice(unlocked_devices)]
else:
target_devices = [random.choice(target_devices)]
target = FLAGS.target
host_bin_path, bin_name = sh_commands.bazel_target_to_bin(target)
target_abis = FLAGS.target_abis.split(',')
# generate sources
sh_commands.gen_encrypted_opencl_source()
sh_commands.gen_mace_version()
sh_commands.gen_tuning_param_code([])
for target_abi in target_abis:
sh_commands.bazel_build(target,
abi=target_abi,
enable_neon=FLAGS.enable_neon,
address_sanitizer=FLAGS.address_sanitizer)
if FLAGS.run_target:
for serialno in target_devices:
if target_abi not in set(
sh_commands.adb_supported_abis(serialno)):
print("Skip device %s which does not support ABI %s" %
(serialno, target_abi))
continue
stdouts = sh_commands.adb_run(
target_abi,
serialno,
host_bin_path,
bin_name,
args=FLAGS.args,
opencl_profiling=True,
vlog_level=0,
device_bin_path="/data/local/tmp/mace",
out_of_range_check=True,
address_sanitizer=FLAGS.address_sanitizer)
device_properties = sh_commands.adb_getprop_by_serialno(
serialno)
globals()[FLAGS.stdout_processor](stdouts, device_properties,
target_abi)
def main(unused_args):
target_socs = None
if FLAGS.target_socs != "all" and FLAGS.target_socs != "random":
target_socs = set(FLAGS.target_socs.split(','))
target_devices = sh_commands.get_target_socs_serialnos(target_socs)
if FLAGS.target_socs == "random":
unlocked_devices = \
[d for d in target_devices if not sh_commands.is_device_locked(d)]
if len(unlocked_devices) > 0:
target_devices = [random.choice(unlocked_devices)]
else:
target_devices = [random.choice(target_devices)]
target = FLAGS.target
host_bin_path, bin_name = sh_commands.bazel_target_to_bin(target)
target_abis = FLAGS.target_abis.split(',')
# generate sources
sh_commands.gen_encrypted_opencl_source()
sh_commands.gen_mace_version()
sh_commands.gen_tuning_param_code([])
for target_abi in target_abis:
sh_commands.bazel_build(target, abi=target_abi,
enable_neon=FLAGS.enable_neon,
address_sanitizer=FLAGS.address_sanitizer)
if FLAGS.run_target:
for serialno in target_devices:
if target_abi not in set(
sh_commands.adb_supported_abis(serialno)):
print("Skip device %s which does not support ABI %s" %
(serialno, target_abi))
continue
stdouts = sh_commands.adb_run(
target_abi,
serialno,
host_bin_path,
bin_name,
args=FLAGS.args,
opencl_profiling=True,
vlog_level=0,
device_bin_path="/data/local/tmp/mace",
out_of_range_check=True,
address_sanitizer=FLAGS.address_sanitizer)
device_properties = sh_commands.adb_getprop_by_serialno(
serialno)
globals()[FLAGS.stdout_processor](stdouts, device_properties,
target_abi)