updates
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train.py
31
train.py
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@ -11,19 +11,18 @@ from utils.datasets import *
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from utils.utils import *
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# Hyperparameters
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hyp = {'k': 7.789, # loss multiple
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'xy': 0.1966, # xy loss fraction
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'wh': 0.01144, # wh loss fraction
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'cls': 0.01746, # cls loss fraction
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'conf': 0.7745, # conf loss fraction
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'iou_t': 0.05732, # iou target-anchor training threshold
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'lr0': 0.001467, # initial learning rate
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'lrf': -3.904, # final learning rate = lr0 * (10 ** lrf)
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'momentum': 0.9008, # SGD momentum
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'weight_decay': 0.0007289, # optimizer weight decay
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hyp = {'k': 8.4875, # loss multiple
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'xy': 0.079756, # xy loss fraction
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'wh': 0.010461, # wh loss fraction
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'cls': 0.02105, # cls loss fraction
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'conf': 0.88873, # conf loss fraction
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'iou_t': 0.10, # iou target-anchor training threshold
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'lr0': 0.001, # initial learning rate
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'lrf': -4, # final learning rate = lr0 * (10 ** lrf)
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'momentum': 0.9, # SGD momentum
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'weight_decay': 0.0005, # optimizer weight decay
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}
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def train(
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cfg,
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data_cfg,
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@ -93,11 +92,11 @@ def train(
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# scheduler = optim.lr_scheduler.MultiStepLR(optimizer, milestones=[218, 245], gamma=0.1, last_epoch=start_epoch - 1)
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# Plot lr schedule
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# y = []
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# for _ in range(epochs):
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# scheduler.step()
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# y.append(optimizer.param_groups[0]['lr'])
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# plt.plot(y)
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y = []
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for _ in range(epochs):
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scheduler.step()
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y.append(optimizer.param_groups[0]['lr'])
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plt.plot(y)
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# Dataset
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dataset = LoadImagesAndLabels(train_path, img_size=img_size, augment=True)
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