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Fix the check of models supporting FA/SDPA not run (huggingface#28202)
* add check_support_list.py * fix * fix --------- Co-authored-by: ydshieh <[email protected]>
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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. | ||
""" | ||
Utility that checks the supports of 3rd party libraries are listed in the documentation file. Currently, this includes: | ||
- flash attention support | ||
- SDPA support | ||
Use from the root of the repo with (as used in `make repo-consistency`): | ||
```bash | ||
python utils/check_support_list.py | ||
``` | ||
It has no auto-fix mode. | ||
""" | ||
import os | ||
from glob import glob | ||
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# All paths are set with the intent you should run this script from the root of the repo with the command | ||
# python utils/check_doctest_list.py | ||
REPO_PATH = "." | ||
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def check_flash_support_list(): | ||
with open(os.path.join(REPO_PATH, "docs/source/en/perf_infer_gpu_one.md"), "r") as f: | ||
doctext = f.read() | ||
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doctext = doctext.split("FlashAttention-2 is currently supported for the following architectures:")[1] | ||
doctext = doctext.split("You can request to add FlashAttention-2 support")[0] | ||
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patterns = glob(os.path.join(REPO_PATH, "src/transformers/models/**/modeling_*.py")) | ||
patterns_tf = glob(os.path.join(REPO_PATH, "src/transformers/models/**/modeling_tf_*.py")) | ||
patterns_flax = glob(os.path.join(REPO_PATH, "src/transformers/models/**/modeling_flax_*.py")) | ||
patterns = list(set(patterns) - set(patterns_tf) - set(patterns_flax)) | ||
archs_supporting_fa2 = [] | ||
for filename in patterns: | ||
with open(filename, "r") as f: | ||
text = f.read() | ||
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if "_supports_flash_attn_2 = True" in text: | ||
model_name = os.path.basename(filename).replace(".py", "").replace("modeling_", "") | ||
archs_supporting_fa2.append(model_name) | ||
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for arch in archs_supporting_fa2: | ||
if arch not in doctext: | ||
raise ValueError( | ||
f"{arch} should be in listed in the flash attention documentation but is not. Please update the documentation." | ||
) | ||
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def check_sdpa_support_list(): | ||
with open(os.path.join(REPO_PATH, "docs/source/en/perf_infer_gpu_one.md"), "r") as f: | ||
doctext = f.read() | ||
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doctext = doctext.split( | ||
"For now, Transformers supports SDPA inference and training for the following architectures:" | ||
)[1] | ||
doctext = doctext.split("Note that FlashAttention can only be used for models using the")[0] | ||
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patterns = glob(os.path.join(REPO_PATH, "src/transformers/models/**/modeling_*.py")) | ||
patterns_tf = glob(os.path.join(REPO_PATH, "src/transformers/models/**/modeling_tf_*.py")) | ||
patterns_flax = glob(os.path.join(REPO_PATH, "src/transformers/models/**/modeling_flax_*.py")) | ||
patterns = list(set(patterns) - set(patterns_tf) - set(patterns_flax)) | ||
archs_supporting_sdpa = [] | ||
for filename in patterns: | ||
with open(filename, "r") as f: | ||
text = f.read() | ||
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if "_supports_sdpa = True" in text: | ||
model_name = os.path.basename(filename).replace(".py", "").replace("modeling_", "") | ||
archs_supporting_sdpa.append(model_name) | ||
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for arch in archs_supporting_sdpa: | ||
if arch not in doctext: | ||
raise ValueError( | ||
f"{arch} should be in listed in the SDPA documentation but is not. Please update the documentation." | ||
) | ||
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if __name__ == "__main__": | ||
check_flash_support_list() | ||
check_sdpa_support_list() |