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Fix of fix
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@ -124,12 +124,12 @@ def center_crop(image: Image, w: int, h: int):
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def multicrop_pic(image: Image, mindim, maxdim, minarea, maxarea, objective, threshold):
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iw, ih = image.size
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err = lambda w, h: 1-(lambda x: x if x < 1 else 1/x)(iw/ih/(w/h))
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w, h = max(((w, h) for w in range(mindim, maxdim+1, 64) for h in range(mindim, maxdim+1, 64)
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wh = max(((w, h) for w in range(mindim, maxdim+1, 64) for h in range(mindim, maxdim+1, 64)
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if minarea <= w * h <= maxarea and err(w, h) <= threshold),
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key= lambda wh: (wh[0]*wh[1], -err(*wh))[::1 if objective=='Maximize area' else -1],
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default=None
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)
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return center_crop(image, w, h)
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return wh and center_crop(image, *wh)
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def preprocess_work(process_src, process_dst, process_width, process_height, preprocess_txt_action, process_flip, process_split, process_caption, process_caption_deepbooru=False, split_threshold=0.5, overlap_ratio=0.2, process_focal_crop=False, process_focal_crop_face_weight=0.9, process_focal_crop_entropy_weight=0.3, process_focal_crop_edges_weight=0.5, process_focal_crop_debug=False, process_multicrop=None, process_multicrop_mindim=None, process_multicrop_maxdim=None, process_multicrop_minarea=None, process_multicrop_maxarea=None, process_multicrop_objective=None, process_multicrop_threshold=None):
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