Update dataloaders.py (#8714)
* Update dataloaders.py * Update dataloaders.py
This commit is contained in:
1 parent
7215a0fb41
commit
a6f197ae79
1 file changed
+14
-22
+14
-22
@@ -3,6 +3,7 @@
|
||||
Dataloaders and dataset utils
|
||||
"""
|
||||
|
||||
import contextlib
|
||||
import glob
|
||||
import hashlib
|
||||
import json
|
||||
@@ -55,13 +56,10 @@ def get_hash(paths):
|
||||
def exif_size(img):
|
||||
# Returns exif-corrected PIL size
|
||||
s = img.size # (width, height)
|
||||
try:
|
||||
with contextlib.suppress(Exception):
|
||||
rotation = dict(img._getexif().items())[orientation]
|
||||
if rotation in [6, 8]: # rotation 270 or 90
|
||||
s = (s[1], s[0])
|
||||
except Exception:
|
||||
pass
|
||||
|
||||
return s
|
||||
|
||||
|
||||
@@ -859,18 +857,13 @@ class LoadImagesAndLabels(Dataset):
|
||||
|
||||
|
||||
# Ancillary functions --------------------------------------------------------------------------------------------------
|
||||
def create_folder(path='./new'):
|
||||
# Create folder
|
||||
if os.path.exists(path):
|
||||
shutil.rmtree(path) # delete output folder
|
||||
os.makedirs(path) # make new output folder
|
||||
|
||||
|
||||
def flatten_recursive(path=DATASETS_DIR / 'coco128'):
|
||||
# Flatten a recursive directory by bringing all files to top level
|
||||
new_path = Path(str(path) + '_flat')
|
||||
create_folder(new_path)
|
||||
for file in tqdm(glob.glob(str(Path(path)) + '/**/*.*', recursive=True)):
|
||||
new_path = Path(f'{str(path)}_flat')
|
||||
if os.path.exists(new_path):
|
||||
shutil.rmtree(new_path) # delete output folder
|
||||
os.makedirs(new_path) # make new output folder
|
||||
for file in tqdm(glob.glob(f'{str(Path(path))}/**/*.*', recursive=True)):
|
||||
shutil.copyfile(file, new_path / Path(file).name)
|
||||
|
||||
|
||||
@@ -929,7 +922,7 @@ def autosplit(path=DATASETS_DIR / 'coco128/images', weights=(0.9, 0.1, 0.0), ann
|
||||
for i, img in tqdm(zip(indices, files), total=n):
|
||||
if not annotated_only or Path(img2label_paths([str(img)])[0]).exists(): # check label
|
||||
with open(path.parent / txt[i], 'a') as f:
|
||||
f.write('./' + img.relative_to(path.parent).as_posix() + '\n') # add image to txt file
|
||||
f.write(f'./{img.relative_to(path.parent).as_posix()}' + '\n') # add image to txt file
|
||||
|
||||
|
||||
def verify_image_label(args):
|
||||
@@ -1011,14 +1004,13 @@ def dataset_stats(path='coco128.yaml', autodownload=False, verbose=False, profil
|
||||
|
||||
def _unzip(path):
|
||||
# Unzip data.zip
|
||||
if str(path).endswith('.zip'): # path is data.zip
|
||||
assert Path(path).is_file(), f'Error unzipping {path}, file not found'
|
||||
ZipFile(path).extractall(path=path.parent) # unzip
|
||||
dir = path.with_suffix('') # dataset directory == zip name
|
||||
assert dir.is_dir(), f'Error unzipping {path}, {dir} not found. path/to/abc.zip MUST unzip to path/to/abc/'
|
||||
return True, str(dir), _find_yaml(dir) # zipped, data_dir, yaml_path
|
||||
else: # path is data.yaml
|
||||
if not str(path).endswith('.zip'): # path is data.yaml
|
||||
return False, None, path
|
||||
assert Path(path).is_file(), f'Error unzipping {path}, file not found'
|
||||
ZipFile(path).extractall(path=path.parent) # unzip
|
||||
dir = path.with_suffix('') # dataset directory == zip name
|
||||
assert dir.is_dir(), f'Error unzipping {path}, {dir} not found. path/to/abc.zip MUST unzip to path/to/abc/'
|
||||
return True, str(dir), _find_yaml(dir) # zipped, data_dir, yaml_path
|
||||
|
||||
def _hub_ops(f, max_dim=1920):
|
||||
# HUB ops for 1 image 'f': resize and save at reduced quality in /dataset-hub for web/app viewing
|
||||
|
||||
Reference in new issue
Block a user