updates
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8164b305e5
commit
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@ -16,6 +16,7 @@ from tqdm import tqdm
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from utils.utils import xyxy2xywh, xywh2xyxy
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from utils.utils import xyxy2xywh, xywh2xyxy
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help_url = 'https://github.com/ultralytics/yolov3/wiki/Train-Custom-Data'
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img_formats = ['.bmp', '.jpg', '.jpeg', '.png', '.tif', '.dng']
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img_formats = ['.bmp', '.jpg', '.jpeg', '.png', '.tif', '.dng']
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vid_formats = ['.mov', '.avi', '.mp4']
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vid_formats = ['.mov', '.avi', '.mp4']
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@ -258,14 +259,15 @@ class LoadImagesAndLabels(Dataset): # for training/testing
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def __init__(self, path, img_size=416, batch_size=16, augment=False, hyp=None, rect=False, image_weights=False,
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def __init__(self, path, img_size=416, batch_size=16, augment=False, hyp=None, rect=False, image_weights=False,
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cache_labels=False, cache_images=False):
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cache_labels=False, cache_images=False):
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path = str(Path(path)) # os-agnostic
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path = str(Path(path)) # os-agnostic
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assert os.path.isfile(path), 'File not found %s. See %s' % (path, help_url)
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with open(path, 'r') as f:
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with open(path, 'r') as f:
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self.img_files = [x.replace('/', os.sep) for x in f.read().splitlines() # os-agnostic
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self.img_files = [x.replace('/', os.sep) for x in f.read().splitlines() # os-agnostic
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if os.path.splitext(x)[-1].lower() in img_formats]
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if os.path.splitext(x)[-1].lower() in img_formats]
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n = len(self.img_files)
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n = len(self.img_files)
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assert n > 0, 'No images found in %s. See %s' % (path, help_url)
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bi = np.floor(np.arange(n) / batch_size).astype(np.int) # batch index
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bi = np.floor(np.arange(n) / batch_size).astype(np.int) # batch index
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nb = bi[-1] + 1 # number of batches
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nb = bi[-1] + 1 # number of batches
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assert n > 0, 'No images found in %s' % path
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self.n = n
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self.n = n
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self.batch = bi # batch index of image
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self.batch = bi # batch index of image
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@ -375,7 +377,7 @@ class LoadImagesAndLabels(Dataset): # for training/testing
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pbar.desc = 'Caching labels (%g found, %g missing, %g empty, %g duplicate, for %g images)' % (
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pbar.desc = 'Caching labels (%g found, %g missing, %g empty, %g duplicate, for %g images)' % (
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nf, nm, ne, nd, n)
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nf, nm, ne, nd, n)
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assert nf > 0, 'No labels found. Recommend correcting image and label paths.'
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assert nf > 0, 'No labels found. See %s' % help_url
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# Cache images into memory for faster training (WARNING: Large datasets may exceed system RAM)
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# Cache images into memory for faster training (WARNING: Large datasets may exceed system RAM)
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if cache_images: # if training
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if cache_images: # if training
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