songy / transformers /utils /check_model_tester.py
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# coding=utf-8
# Copyright 2023 The HuggingFace Inc. team.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import glob
import os
from get_test_info import get_tester_classes
if __name__ == "__main__":
failures = []
pattern = os.path.join("tests", "models", "**", "test_modeling_*.py")
test_files = glob.glob(pattern)
# TODO: deal with TF/Flax too
test_files = [
x for x in test_files if not (x.startswith("test_modeling_tf_") or x.startswith("test_modeling_flax_"))
]
for test_file in test_files:
tester_classes = get_tester_classes(test_file)
for tester_class in tester_classes:
# A few tester classes don't have `parent` parameter in `__init__`.
# TODO: deal this better
try:
tester = tester_class(parent=None)
except Exception:
continue
if hasattr(tester, "get_config"):
config = tester.get_config()
for k, v in config.to_dict().items():
if isinstance(v, int):
target = None
if k in ["vocab_size"]:
target = 100
elif k in ["max_position_embeddings"]:
target = 128
elif k in ["hidden_size", "d_model"]:
target = 40
elif k == ["num_layers", "num_hidden_layers", "num_encoder_layers", "num_decoder_layers"]:
target = 5
if target is not None and v > target:
failures.append(
f"{tester_class.__name__} will produce a `config` of type `{config.__class__.__name__}`"
f' with config["{k}"] = {v} which is too large for testing! Set its value to be smaller'
f" than {target}."
)
if len(failures) > 0:
raise Exception(f"There were {len(failures)} failures:\n" + "\n".join(failures))