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Merge branch 'master' of https://github.com/deepinsight/insightface
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@@ -555,8 +555,12 @@ def train_net(args):
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fc7 = net(data, label)
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else:
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fc7 = net(data)
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softmax = mx.symbol.SoftmaxOutput(data=fc7, label = label, name='softmax', normalization='valid')
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sym = softmax
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#sym = mx.symbol.SoftmaxOutput(data=fc7, label = label, name='softmax', normalization='valid')
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ceop = gluon.loss.SoftmaxCrossEntropyLoss()
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loss = ceop(fc7, label)
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#loss = loss/args.per_batch_size
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loss = mx.sym.mean(loss)
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sym = mx.sym.Group( [mx.symbol.BlockGrad(fc7), mx.symbol.MakeLoss(loss, name='softmax')] )
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def _batch_callback():
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mbatch = global_step[0]
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@@ -643,7 +647,8 @@ def train_net(args):
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loss_weight = 1.0
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if args.task=='age':
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loss_weight = 1.0/AGE
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loss = gluon.loss.SoftmaxCrossEntropyLoss(weight = loss_weight)
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#loss = gluon.loss.SoftmaxCrossEntropyLoss(weight = loss_weight)
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loss = nd.SoftmaxOutput
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#loss = gluon.loss.SoftmaxCrossEntropyLoss()
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while True:
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#trainer = update_learning_rate(opt.lr, trainer, epoch, opt.lr_factor, lr_steps)
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@@ -695,7 +700,9 @@ def train_net(args):
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ag.backward(Ls)
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#trainer.step(batch.data[0].shape[0], ignore_stale_grad=True)
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#trainer.step(args.ctx_num)
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trainer.step(batch.data[0].shape[0])
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n = batch.data[0].shape[0]
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#print(n,n)
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trainer.step(n)
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metric.update(label, outputs)
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if i>0 and i%20==0:
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name, acc = metric.get()
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@@ -705,7 +712,7 @@ def train_net(args):
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else:
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logger.info('Epoch[%d] Batch [%d]\tSpeed: %f samples/sec\t%s=%f'%(
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num_epochs, i, args.batch_size/(time.time()-btic), name[0], acc[0]))
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metric.reset()
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#metric.reset()
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btic = time.time()
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epoch_time = time.time()-tic
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