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53 changes: 53 additions & 0 deletions userbenchmark/test_bench/run.py
Original file line number Diff line number Diff line change
Expand Up @@ -111,6 +111,57 @@ def generate_model_configs_from_bisect_yaml(
return result


def generate_model_configs_from_yaml(
yaml_file: str,
) -> List[TorchBenchModelConfig]:
"""
The configuration might like this:

devices:
- "foo"
models:
- model: BERT_pytorch
batch_size: 1

- model: yolov3
skip: true
extra_args:
- "--accuracy"
"""
yaml_file_path = os.path.join(yaml_file)
assert os.path.exists(yaml_file_path)

def _get_val(d: dict, key: str, default_value = None):
if d is None:
return default_value
else:
return d.get(key, default_value)

with open(yaml_file_path, "r") as yf:
config_obj = yaml.safe_load(yf)
devices = _get_val(config_obj, "devices")
batch_size = _get_val(config_obj, "batch_size")
extra_args = _get_val(config_obj, "extra_args", [])

model_names = set(list_models(internal=False))
cfgs = itertools.product(*[devices, model_names])
configs = []
for device, model in cfgs:
model_cfg = next(filter(lambda c: c["model"] == model, config_obj["models"]), None)
tests = _get_val(model_cfg, "tests", ["eval"])
for test in tests:
config = TorchBenchModelConfig(
name=model,
device=device,
test=test,
batch_size=_get_val(model_cfg, "batch_size", batch_size),
extra_args=_get_val(model_cfg, "extra_args", extra_args),
skip=_get_val(model_cfg, "skip", False),
)
configs.append(config)
return configs


def init_output_dir(
configs: List[TorchBenchModelConfig], output_dir: pathlib.Path
) -> List[TorchBenchModelConfig]:
Expand Down Expand Up @@ -340,6 +391,8 @@ def run(args: List[str]):
args, extra_args = parse_known_args(args)
if args.run_bisect:
configs = generate_model_configs_from_bisect_yaml(args.run_bisect)
elif args.config:
configs = generate_model_configs_from_yaml(args.config)
else:
modelset = set(list_models(internal=(not args.oss)))
timm_set = set(list_extended_models(suite_name="timm"))
Expand Down