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Copying images to training, testing and validation directories
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DATASET_DIR = 'your-dataset-directory' | |
BASE_DIR = os.getcwd() + '\\trainset' | |
os.mkdir(BASE_DIR) | |
TRAIN_DIR = os.path.join(BASE_DIR, 'train') | |
TRAIN_DOGS_DIR = os.path.join(TRAIN_DIR, 'dogs') | |
TRAIN_CATS_DIR = os.path.join(TRAIN_DIR, 'cats') | |
os.mkdir(TRAIN_DIR) | |
os.mkdir(TRAIN_DOGS_DIR) | |
os.mkdir(TRAIN_CATS_DIR) | |
VALIDATION_DIR = os.path.join(BASE_DIR, 'validation') | |
VALIDATION_CATS_DIR = os.path.join(VALIDATION_DIR, 'cats') | |
VALIDATION_DOGS_DIR = os.path.join(VALIDATION_DIR, 'dogs') | |
os.mkdir(VALIDATION_DIR) | |
os.mkdir(VALIDATION_CATS_DIR) | |
os.mkdir(VALIDATION_DOGS_DIR) | |
TEST_DIR = os.path.join(BASE_DIR, 'test') | |
TEST_DOGS_DIR = os.path.join(TEST_DIR, 'dogs') | |
TEST_CATS_DIR = os.path.join(TEST_DIR, 'cats') | |
os.mkdir(TEST_DIR) | |
os.mkdir(TEST_DOGS_DIR) | |
os.mkdir(TEST_CATS_DIR) | |
def copy_cat_img(): | |
fnames = ['cat.{}.jpg'.format(i) for i in range(0, 1000)] | |
for fname in fnames: | |
src = os.path.join(DATASET_DIR, fname) | |
dst = os.path.join(TRAIN_CATS_DIR, fname) | |
shutil.copy(src, dst) | |
fnames = ['cat.{}.jpg'.format(i) for i in range(1000, 1500)] | |
for fname in fnames: | |
src = os.path.join(DATASET_DIR, fname) | |
dst = os.path.join(VALIDATION_CATS_DIR, fname) | |
shutil.copy(src, dst) | |
fnames = ['cat.{}.jpg'.format(i) for i in range(1500, 2000)] | |
for fname in fnames: | |
src = os.path.join(DATASET_DIR, fname) | |
dst = os.path.join(TEST_CATS_DIR, fname) | |
shutil.copy(src, dst) | |
def copy_dog_img(): | |
fnames = ['dog.{}.jpg'.format(i) for i in range(0, 1000)] | |
for fname in fnames: | |
src = os.path.join(DATASET_DIR, fname) | |
dst = os.path.join(TRAIN_DOGS_DIR, fname) | |
shutil.copy(src, dst) | |
fnames = ['dog.{}.jpg'.format(i) for i in range(1000, 1500)] | |
for fname in fnames: | |
src = os.path.join(DATASET_DIR, fname) | |
dst = os.path.join(VALIDATION_DOGS_DIR, fname) | |
shutil.copy(src, dst) | |
fnames = ['dog.{}.jpg'.format(i) for i in range(1500, 2000)] | |
for fname in fnames: | |
src = os.path.join(DATASET_DIR, fname) | |
dst = os.path.join(TEST_DOGS_DIR, fname) | |
shutil.copy(src, dst) | |
copy_cat_img() | |
copy_dog_img() |
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