hyp['anchors'] evolution update
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@@ -68,8 +68,8 @@ def train(hyp, opt, device, tb_writer=None):
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with torch_distributed_zero_first(rank):
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attempt_download(weights) # download if not found locally
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ckpt = torch.load(weights, map_location=device) # load checkpoint
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# if hyp['anchors']:
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# ckpt['model'].yaml['anchors'] = round(hyp['anchors']) # force autoanchor
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if 'anchors' in hyp and hyp['anchors']:
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ckpt['model'].yaml['anchors'] = round(hyp['anchors']) # force autoanchor
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model = Model(opt.cfg or ckpt['model'].yaml, ch=3, nc=nc).to(device) # create
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exclude = ['anchor'] if opt.cfg else [] # exclude keys
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state_dict = ckpt['model'].float().state_dict() # to FP32
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@@ -472,7 +472,7 @@ if __name__ == '__main__':
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'obj_pw': (1, 0.5, 2.0), # obj BCELoss positive_weight
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'iou_t': (0, 0.1, 0.7), # IoU training threshold
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'anchor_t': (1, 2.0, 8.0), # anchor-multiple threshold
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# 'anchors': (1, 2.0, 10.0), # anchors per output grid (0 to ignore)
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'anchors': (1, 2.0, 10.0), # anchors per output grid (0 to ignore)
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'fl_gamma': (0, 0.0, 2.0), # focal loss gamma (efficientDet default gamma=1.5)
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'hsv_h': (1, 0.0, 0.1), # image HSV-Hue augmentation (fraction)
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'hsv_s': (1, 0.0, 0.9), # image HSV-Saturation augmentation (fraction)
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@@ -493,7 +493,7 @@ if __name__ == '__main__':
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if opt.bucket:
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os.system('gsutil cp gs://%s/evolve.txt .' % opt.bucket) # download evolve.txt if exists
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for _ in range(100): # generations to evolve
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for _ in range(1): # generations to evolve
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if os.path.exists('evolve.txt'): # if evolve.txt exists: select best hyps and mutate
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# Select parent(s)
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parent = 'single' # parent selection method: 'single' or 'weighted'
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