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Original file line number | Diff line number | Diff line change |
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import json | ||
import os | ||
import shutil | ||
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||
import pandas as pd | ||
from ditk import logging | ||
from hbutils.string import plural_word | ||
from hbutils.system import TemporaryDirectory | ||
from hfutils.operate import get_hf_client, get_hf_fs | ||
from hfutils.utils import hf_fs_path, parse_hf_fs_path, hf_normpath | ||
from huggingface_hub import CommitOperationAdd, CommitOperationDelete | ||
from tqdm import tqdm | ||
from ultralytics import YOLO | ||
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||
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def sync(repository: str): | ||
hf_client = get_hf_client() | ||
hf_fs = get_hf_fs() | ||
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if hf_fs.exists(hf_fs_path( | ||
repo_id=repository, | ||
repo_type='model', | ||
filename='models.json', | ||
)): | ||
models = json.loads(hf_fs.read_text(hf_fs_path( | ||
repo_id=repository, | ||
repo_type='model', | ||
filename='models.json', | ||
))) | ||
else: | ||
models = [] | ||
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def _make_readme(readme_file): | ||
df_models = pd.DataFrame(models) | ||
with open(readme_file, 'w') as f: | ||
print(f'---', file=f) | ||
print(f'pipeline_tag: object-detection', file=f) | ||
print(f'tags:', file=f) | ||
print(f'- art', file=f) | ||
print(f'- anime', file=f) | ||
print(f'language:', file=f) | ||
print(f'- en', file=f) | ||
print(f'library_name: dghs-imgutils', file=f) | ||
print(f'---', file=f) | ||
print(f'', file=f) | ||
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print(f'PyTorch and ONNX models of project ' | ||
f'[aperveyev/booru_yolo](https://github.com/aperveyev/booru_yolo).', file=f) | ||
print(f'', file=f) | ||
print(f'{plural_word(len(df_models), "model")} in total.', file=f) | ||
print(f'', file=f) | ||
print(df_models.to_markdown(), file=f) | ||
print(f'', file=f) | ||
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for pt_path in tqdm(hf_fs.glob(hf_fs_path( | ||
repo_id=repository, | ||
repo_type='model', | ||
filename='*.pt', | ||
)), desc='Syncing PT Models'): | ||
pt_filename = parse_hf_fs_path(pt_path).filename | ||
logging.info(f'Syncing {pt_filename!r} ...') | ||
pt_file = hf_client.hf_hub_download( | ||
repo_id=repository, | ||
repo_type='model', | ||
filename=pt_filename, | ||
) | ||
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model_name, _ = os.path.splitext(pt_filename) | ||
with TemporaryDirectory() as td: | ||
model_dir = os.path.join(td, model_name) | ||
os.makedirs(model_dir, exist_ok=True) | ||
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model_file = os.path.join(model_dir, 'model.pt') | ||
shutil.copyfile(pt_file, model_file) | ||
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yolo = YOLO(model_file) | ||
logging.info(f'Names of model: {yolo.names}') | ||
labels = [None] * (max(yolo.names.keys()) + 1) | ||
for key, value in yolo.names.items(): | ||
labels[key] = value | ||
logging.info(f'Labels of model: {labels!r}') | ||
with open(os.path.join(model_dir, 'meta.json'), 'w') as f: | ||
json.dump({ | ||
'name': model_name, | ||
'labels': labels, | ||
}, f, indent=4, sort_keys=True, ensure_ascii=False) | ||
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yolo.export(format='onnx', dynamic=False, simplify=True, opset=14) | ||
|
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models.append({ | ||
'name': model_name, | ||
'labels': labels, | ||
}) | ||
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with open(os.path.join(td, 'models.json'), 'w') as f: | ||
json.dump(models, f, indent=4, sort_keys=True, ensure_ascii=False) | ||
_make_readme(os.path.join(td, "README.md")) | ||
|
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operations = [] | ||
for root, _, files in os.walk(td): | ||
for file in files: | ||
full_file = os.path.abspath(os.path.join(root, file)) | ||
root_file = os.path.abspath(td) | ||
operations.append(CommitOperationAdd( | ||
path_in_repo=hf_normpath(os.path.relpath(full_file, root_file)), | ||
path_or_fileobj=full_file, | ||
)) | ||
operations.append(CommitOperationDelete( | ||
path_in_repo=pt_filename, | ||
)) | ||
hf_client.create_commit( | ||
repo_id=repository, | ||
repo_type='model', | ||
operations=operations, | ||
commit_message=f'Add model {model_name!r}', | ||
) | ||
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if __name__ == '__main__': | ||
logging.try_init_root(logging.INFO) | ||
sync( | ||
repository='deepghs/booru_yolo' | ||
) |