|
- 2021-11-16 20:58:12: Loaded checkpoint from /userhome/PCGCv1/tensorlayer/ckpts/hyper_tl1/epoch_8_8149.npz
- 2021-11-16 20:58:12: PCCModel<
- (analysis_transform): AnalysisTransform<
- (conv_in): Conv3d(in_channels=1, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='conv_in')
- (vrn1_1): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_1_conv1_1')
- (conv1_2): Conv3d(in_channels=4, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_1_conv1_2')
- (conv2_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_1_conv2_1')
- (conv2_2): Conv3d(in_channels=4, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_1_conv2_2')
- (conv2_3): Conv3d(in_channels=4, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_1_conv2_3')
- >
- (vrn1_2): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_2_conv1_1')
- (conv1_2): Conv3d(in_channels=4, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_2_conv1_2')
- (conv2_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_2_conv2_1')
- (conv2_2): Conv3d(in_channels=4, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_2_conv2_2')
- (conv2_3): Conv3d(in_channels=4, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_2_conv2_3')
- >
- (vrn1_3): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_3_conv1_1')
- (conv1_2): Conv3d(in_channels=4, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_3_conv1_2')
- (conv2_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_3_conv2_1')
- (conv2_2): Conv3d(in_channels=4, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_3_conv2_2')
- (conv2_3): Conv3d(in_channels=4, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn1_3_conv2_3')
- >
- (down_1): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(2, 2, 2), padding=SAME, bias=False, ReLU, name='down_1')
- (vrn2_1): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_1_conv1_1')
- (conv1_2): Conv3d(in_channels=8, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_1_conv1_2')
- (conv2_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_1_conv2_1')
- (conv2_2): Conv3d(in_channels=8, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_1_conv2_2')
- (conv2_3): Conv3d(in_channels=8, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_1_conv2_3')
- >
- (vrn2_2): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_2_conv1_1')
- (conv1_2): Conv3d(in_channels=8, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_2_conv1_2')
- (conv2_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_2_conv2_1')
- (conv2_2): Conv3d(in_channels=8, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_2_conv2_2')
- (conv2_3): Conv3d(in_channels=8, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_2_conv2_3')
- >
- (vrn2_3): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_3_conv1_1')
- (conv1_2): Conv3d(in_channels=8, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_3_conv1_2')
- (conv2_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_3_conv2_1')
- (conv2_2): Conv3d(in_channels=8, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_3_conv2_2')
- (conv2_3): Conv3d(in_channels=8, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn2_3_conv2_3')
- >
- (down_2): Conv3d(in_channels=32, out_channels=64, kernel_size=(3, 3, 3), strides=(2, 2, 2), padding=SAME, bias=False, ReLU, name='down_2')
- (vrn3_1): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_1_conv1_1')
- (conv1_2): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_1_conv1_2')
- (conv2_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_1_conv2_1')
- (conv2_2): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_1_conv2_2')
- (conv2_3): Conv3d(in_channels=16, out_channels=32, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_1_conv2_3')
- >
- (vrn3_2): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_2_conv1_1')
- (conv1_2): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_2_conv1_2')
- (conv2_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_2_conv2_1')
- (conv2_2): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_2_conv2_2')
- (conv2_3): Conv3d(in_channels=16, out_channels=32, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_2_conv2_3')
- >
- (vrn3_3): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_3_conv1_1')
- (conv1_2): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_3_conv1_2')
- (conv2_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_3_conv2_1')
- (conv2_2): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_3_conv2_2')
- (conv2_3): Conv3d(in_channels=16, out_channels=32, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='vrn3_3_conv2_3')
- >
- (conv_out): Conv3d(in_channels=64, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, No Activation, name='conv_out')
- >
- (synthesis_transform): SynthesisTransform<
- (deconv_in): Conv3d(in_channels=16, out_channels=64, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='deconv_in')
- (vrn1_1): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_1_conv1_1')
- (conv1_2): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_1_conv1_2')
- (conv2_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_1_conv2_1')
- (conv2_2): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_1_conv2_2')
- (conv2_3): Conv3d(in_channels=16, out_channels=32, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_1_conv2_3')
- >
- (vrn1_2): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_2_conv1_1')
- (conv1_2): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_2_conv1_2')
- (conv2_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_2_conv2_1')
- (conv2_2): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_2_conv2_2')
- (conv2_3): Conv3d(in_channels=16, out_channels=32, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_2_conv2_3')
- >
- (vrn1_3): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_3_conv1_1')
- (conv1_2): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_3_conv1_2')
- (conv2_1): Conv3d(in_channels=64, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_3_conv2_1')
- (conv2_2): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_3_conv2_2')
- (conv2_3): Conv3d(in_channels=16, out_channels=32, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn1_3_conv2_3')
- >
- (up_1): DeConv3d(in_channels=64, out_channels=32, kernel_size=(3, 3, 3), strides=(2, 2, 2), padding=SAME, ReLU, name='up_1')
- (vrn2_1): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_1_conv1_1')
- (conv1_2): Conv3d(in_channels=8, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_1_conv1_2')
- (conv2_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_1_conv2_1')
- (conv2_2): Conv3d(in_channels=8, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_1_conv2_2')
- (conv2_3): Conv3d(in_channels=8, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_1_conv2_3')
- >
- (vrn2_2): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_2_conv1_1')
- (conv1_2): Conv3d(in_channels=8, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_2_conv1_2')
- (conv2_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_2_conv2_1')
- (conv2_2): Conv3d(in_channels=8, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_2_conv2_2')
- (conv2_3): Conv3d(in_channels=8, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_2_conv2_3')
- >
- (vrn2_3): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_3_conv1_1')
- (conv1_2): Conv3d(in_channels=8, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_3_conv1_2')
- (conv2_1): Conv3d(in_channels=32, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_3_conv2_1')
- (conv2_2): Conv3d(in_channels=8, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_3_conv2_2')
- (conv2_3): Conv3d(in_channels=8, out_channels=16, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn2_3_conv2_3')
- >
- (up_2): DeConv3d(in_channels=32, out_channels=16, kernel_size=(3, 3, 3), strides=(2, 2, 2), padding=SAME, ReLU, name='up_2')
- (vrn3_1): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_1_conv1_1')
- (conv1_2): Conv3d(in_channels=4, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_1_conv1_2')
- (conv2_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_1_conv2_1')
- (conv2_2): Conv3d(in_channels=4, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_1_conv2_2')
- (conv2_3): Conv3d(in_channels=4, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_1_conv2_3')
- >
- (vrn3_2): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_2_conv1_1')
- (conv1_2): Conv3d(in_channels=4, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_2_conv1_2')
- (conv2_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_2_conv2_1')
- (conv2_2): Conv3d(in_channels=4, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_2_conv2_2')
- (conv2_3): Conv3d(in_channels=4, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_2_conv2_3')
- >
- (vrn3_3): _VoxceptionResNet<
- (conv1_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_3_conv1_1')
- (conv1_2): Conv3d(in_channels=4, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_3_conv1_2')
- (conv2_1): Conv3d(in_channels=16, out_channels=4, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_3_conv2_1')
- (conv2_2): Conv3d(in_channels=4, out_channels=4, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_3_conv2_2')
- (conv2_3): Conv3d(in_channels=4, out_channels=8, kernel_size=(1, 1, 1), strides=(1, 1, 1), padding=SAME, ReLU, name='dvrn3_3_conv2_3')
- >
- (deconv_out): Conv3d(in_channels=16, out_channels=1, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, No Activation, name='deconv_out')
- >
- (hyper_encoder): HyperEncoder<
- (conv1): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='conv1')
- (conv2): Conv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(2, 2, 2), padding=SAME, ReLU, name='conv2')
- (conv3): Conv3d(in_channels=16, out_channels=8, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, No Activation, name='conv3')
- >
- (hyper_decoder): HyperDecoder<
- (conv1): Conv3d(in_channels=8, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='deconv1')
- (conv2): DeConv3d(in_channels=16, out_channels=16, kernel_size=(3, 3, 3), strides=(2, 2, 2), padding=SAME, ReLU, name='deconv2')
- (conv3): Conv3d(in_channels=16, out_channels=32, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, ReLU, name='deconv3')
- (conv4_1): Conv3d(in_channels=32, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, No Activation, name='deconv4_1')
- (conv4_2): Conv3d(in_channels=32, out_channels=16, kernel_size=(3, 3, 3), strides=(1, 1, 1), padding=SAME, No Activation, name='deconv4_2')
- >
- (entropy_bottleneck): EntropyBottleneck<>
- (conditional_entropy_model): SymmetricConditional<>
- >
- 2021-11-16 20:58:14: ========================================
- Training Epoch: 0
- 2021-11-16 20:58:14: alpha:10 beta:3.0
- 2021-11-16 20:58:14: LR:0.0002
- 2021-11-16 20:58:14: Training Files length:1000
- 2021-11-16 21:01:32: Saved model on epoch: 0, global_step: 49, for better IoU.
- 2021-11-16 21:01:32: Running time:(mins): 3
- 2021-11-16 21:01:32: ==========Train Epoch 0 Step: 49
- 2021-11-16 21:01:32: bpp_ae: [0.5031]
- 2021-11-16 21:01:32: bpp_hyper: [0.2172]
- 2021-11-16 21:01:32: bpp: [0.7204]
- 2021-11-16 21:01:32: IoU: [0.6443]
- 2021-11-16 21:01:32: train_zeros:0.019938689
- 2021-11-16 21:01:32: train_ones:0.044546958
- 2021-11-16 21:01:32: train_distortion:0.104363024
- 2021-11-16 21:01:32: train_loss:1.8425763
- 2021-11-16 21:04:42: Saved model on epoch: 0, global_step: 99, for better IoU.
- 2021-11-16 21:04:43: Running time:(mins): 7
- 2021-11-16 21:04:43: ==========Train Epoch 0 Step: 99
- 2021-11-16 21:04:43: bpp_ae: [0.479]
- 2021-11-16 21:04:43: bpp_hyper: [0.2101]
- 2021-11-16 21:04:43: bpp: [0.6892]
- 2021-11-16 21:04:43: IoU: [0.6669]
- 2021-11-16 21:04:43: train_zeros:0.034806315
- 2021-11-16 21:04:43: train_ones:0.04548658
- 2021-11-16 21:04:43: train_distortion:0.14990553
- 2021-11-16 21:04:43: train_loss:2.231157
- 2021-11-16 21:07:50: Saved model on epoch: 0, global_step: 149, for better IoU.
- 2021-11-16 21:07:50: Running time:(mins): 10
- 2021-11-16 21:07:50: ==========Train Epoch 0 Step: 149
- 2021-11-16 21:07:50: bpp_ae: [0.4859]
- 2021-11-16 21:07:50: bpp_hyper: [0.2133]
- 2021-11-16 21:07:50: bpp: [0.6992]
- 2021-11-16 21:07:50: IoU: [0.6678]
- 2021-11-16 21:07:50: train_zeros:0.02899331
- 2021-11-16 21:07:50: train_ones:0.04215392
- 2021-11-16 21:07:50: train_distortion:0.12913385
- 2021-11-16 21:07:50: train_loss:1.9990094
- 2021-11-16 21:10:59: Running time:(mins): 13
- 2021-11-16 21:10:59: ==========Train Epoch 0 Step: 199
- 2021-11-16 21:10:59: bpp_ae: [0.4818]
- 2021-11-16 21:10:59: bpp_hyper: [0.2004]
- 2021-11-16 21:10:59: bpp: [0.6822]
- 2021-11-16 21:10:59: IoU: [0.6656]
- 2021-11-16 21:10:59: train_zeros:0.022334738
- 2021-11-16 21:10:59: train_ones:0.036209054
- 2021-11-16 21:10:59: train_distortion:0.103213266
- 2021-11-16 21:10:59: train_loss:1.7990254
- 2021-11-16 21:14:09: Saved model on epoch: 0, global_step: 249, for better IoU.
- 2021-11-16 21:14:09: Running time:(mins): 16
- 2021-11-16 21:14:09: ==========Train Epoch 0 Step: 249
- 2021-11-16 21:14:09: bpp_ae: [0.4935]
- 2021-11-16 21:14:09: bpp_hyper: [0.2024]
- 2021-11-16 21:14:09: bpp: [0.6959]
- 2021-11-16 21:14:09: IoU: [0.6719]
- 2021-11-16 21:14:09: train_zeros:0.029023783
- 2021-11-16 21:14:09: train_ones:0.03802119
- 2021-11-16 21:14:09: train_distortion:0.12509254
- 2021-11-16 21:14:09: train_loss:2.0429277
- 2021-11-16 21:17:27: Saved model on epoch: 0, global_step: 299, for better IoU.
- 2021-11-16 21:17:27: Running time:(mins): 19
- 2021-11-16 21:17:27: ==========Train Epoch 0 Step: 299
- 2021-11-16 21:17:27: bpp_ae: [0.4917]
- 2021-11-16 21:17:27: bpp_hyper: [0.1976]
- 2021-11-16 21:17:27: bpp: [0.6893]
- 2021-11-16 21:17:27: IoU: [0.6721]
- 2021-11-16 21:17:27: train_zeros:0.028702771
- 2021-11-16 21:17:27: train_ones:0.03592732
- 2021-11-16 21:17:27: train_distortion:0.12203564
- 2021-11-16 21:17:27: train_loss:1.8982685
- 2021-11-16 21:20:35: Running time:(mins): 22
- 2021-11-16 21:20:35: ==========Train Epoch 0 Step: 349
- 2021-11-16 21:20:35: bpp_ae: [0.4936]
- 2021-11-16 21:20:35: bpp_hyper: [0.2005]
- 2021-11-16 21:20:35: bpp: [0.6941]
- 2021-11-16 21:20:35: IoU: [0.6683]
- 2021-11-16 21:20:35: train_zeros:0.02596181
- 2021-11-16 21:20:35: train_ones:0.061600532
- 2021-11-16 21:20:35: train_distortion:0.13948597
- 2021-11-16 21:20:35: train_loss:2.0764983
- 2021-11-16 21:23:46: Running time:(mins): 26
- 2021-11-16 21:23:46: ==========Train Epoch 0 Step: 399
- 2021-11-16 21:23:46: bpp_ae: [0.5019]
- 2021-11-16 21:23:46: bpp_hyper: [0.1928]
- 2021-11-16 21:23:46: bpp: [0.6947]
- 2021-11-16 21:23:46: IoU: [0.6631]
- 2021-11-16 21:23:46: train_zeros:0.024162762
- 2021-11-16 21:23:46: train_ones:0.036944658
- 2021-11-16 21:23:46: train_distortion:0.10943294
- 2021-11-16 21:23:46: train_loss:1.8224878
- 2021-11-16 21:27:02: Saved model on epoch: 0, global_step: 449, for better IoU.
- 2021-11-16 21:27:02: Running time:(mins): 29
- 2021-11-16 21:27:02: ==========Train Epoch 0 Step: 449
- 2021-11-16 21:27:02: bpp_ae: [0.4835]
- 2021-11-16 21:27:02: bpp_hyper: [0.1909]
- 2021-11-16 21:27:02: bpp: [0.6744]
- 2021-11-16 21:27:02: IoU: [0.68]
- 2021-11-16 21:27:02: train_zeros:0.041502595
- 2021-11-16 21:27:02: train_ones:0.040323254
- 2021-11-16 21:27:02: train_distortion:0.16483104
- 2021-11-16 21:27:02: train_loss:2.2410576
- 2021-11-16 21:30:13: Running time:(mins): 32
- 2021-11-16 21:30:13: ==========Train Epoch 0 Step: 499
- 2021-11-16 21:30:13: bpp_ae: [0.5044]
- 2021-11-16 21:30:13: bpp_hyper: [0.1871]
- 2021-11-16 21:30:13: bpp: [0.6915]
- 2021-11-16 21:30:13: IoU: [0.6711]
- 2021-11-16 21:30:13: train_zeros:0.026471134
- 2021-11-16 21:30:13: train_ones:0.050165344
- 2021-11-16 21:30:13: train_distortion:0.12957874
- 2021-11-16 21:30:13: train_loss:2.0671942
- 2021-11-16 21:33:36: Running time:(mins): 35
- 2021-11-16 21:33:36: ==========Train Epoch 0 Step: 549
- 2021-11-16 21:33:36: bpp_ae: [0.5052]
- 2021-11-16 21:33:36: bpp_hyper: [0.1816]
- 2021-11-16 21:33:36: bpp: [0.6868]
- 2021-11-16 21:33:36: IoU: [0.6719]
- 2021-11-16 21:33:36: train_zeros:0.03825262
- 2021-11-16 21:33:36: train_ones:0.037311357
- 2021-11-16 21:33:36: train_distortion:0.15206921
- 2021-11-16 21:33:36: train_loss:2.1640959
- 2021-11-16 21:36:48: Running time:(mins): 39
- 2021-11-16 21:36:48: ==========Train Epoch 0 Step: 599
- 2021-11-16 21:36:48: bpp_ae: [0.4912]
- 2021-11-16 21:36:48: bpp_hyper: [0.1852]
- 2021-11-16 21:36:48: bpp: [0.6764]
- 2021-11-16 21:36:48: IoU: [0.668]
- 2021-11-16 21:36:48: train_zeros:0.035174336
- 2021-11-16 21:36:48: train_ones:0.031822104
- 2021-11-16 21:36:48: train_distortion:0.1373451
- 2021-11-16 21:36:48: train_loss:2.082674
- 2021-11-16 21:39:56: Running time:(mins): 42
- 2021-11-16 21:39:56: ==========Train Epoch 0 Step: 649
- 2021-11-16 21:39:56: bpp_ae: [0.4894]
- 2021-11-16 21:39:56: bpp_hyper: [0.1768]
- 2021-11-16 21:39:56: bpp: [0.6662]
- 2021-11-16 21:39:56: IoU: [0.6703]
- 2021-11-16 21:39:56: train_zeros:0.027931476
- 2021-11-16 21:39:56: train_ones:0.04557757
- 2021-11-16 21:39:56: train_distortion:0.129372
- 2021-11-16 21:39:56: train_loss:1.9658532
- 2021-11-16 21:43:11: Running time:(mins): 45
- 2021-11-16 21:43:11: ==========Train Epoch 0 Step: 699
- 2021-11-16 21:43:11: bpp_ae: [0.5054]
- 2021-11-16 21:43:11: bpp_hyper: [0.1774]
- 2021-11-16 21:43:11: bpp: [0.6828]
- 2021-11-16 21:43:11: IoU: [0.6721]
- 2021-11-16 21:43:11: train_zeros:0.04471025
- 2021-11-16 21:43:11: train_ones:0.07403266
- 2021-11-16 21:43:11: train_distortion:0.20816341
- 2021-11-16 21:43:11: train_loss:2.7338166
- 2021-11-16 21:46:38: Running time:(mins): 48
- 2021-11-16 21:46:38: ==========Train Epoch 0 Step: 749
- 2021-11-16 21:46:38: bpp_ae: [0.496]
- 2021-11-16 21:46:38: bpp_hyper: [0.1783]
- 2021-11-16 21:46:38: bpp: [0.6743]
- 2021-11-16 21:46:38: IoU: [0.6716]
- 2021-11-16 21:46:38: train_zeros:0.025890237
- 2021-11-16 21:46:38: train_ones:0.038827505
- 2021-11-16 21:46:38: train_distortion:0.11649822
- 2021-11-16 21:46:38: train_loss:1.8149062
- 2021-11-16 21:49:48: Running time:(mins): 52
- 2021-11-16 21:49:48: ==========Train Epoch 0 Step: 799
- 2021-11-16 21:49:48: bpp_ae: [0.5089]
- 2021-11-16 21:49:48: bpp_hyper: [0.1699]
- 2021-11-16 21:49:48: bpp: [0.6787]
- 2021-11-16 21:49:48: IoU: [0.6667]
- 2021-11-16 21:49:48: train_zeros:0.039179157
- 2021-11-16 21:49:48: train_ones:0.05422855
- 2021-11-16 21:49:48: train_distortion:0.17176601
- 2021-11-16 21:49:48: train_loss:2.434885
- 2021-11-16 21:53:13: Running time:(mins): 55
- 2021-11-16 21:53:13: ==========Train Epoch 0 Step: 849
- 2021-11-16 21:53:13: bpp_ae: [0.5147]
- 2021-11-16 21:53:13: bpp_hyper: [0.1784]
- 2021-11-16 21:53:13: bpp: [0.6931]
- 2021-11-16 21:53:13: IoU: [0.6648]
- 2021-11-16 21:53:13: train_zeros:0.040181257
- 2021-11-16 21:53:13: train_ones:0.047083158
- 2021-11-16 21:53:13: train_distortion:0.16762693
- 2021-11-16 21:53:13: train_loss:2.3310711
- 2021-11-16 21:56:33: Running time:(mins): 58
- 2021-11-16 21:56:33: ==========Train Epoch 0 Step: 899
- 2021-11-16 21:56:33: bpp_ae: [0.4912]
- 2021-11-16 21:56:33: bpp_hyper: [0.1778]
- 2021-11-16 21:56:33: bpp: [0.669]
- 2021-11-16 21:56:33: IoU: [0.6792]
- 2021-11-16 21:56:33: train_zeros:0.022615548
- 2021-11-16 21:56:33: train_ones:0.030235954
- 2021-11-16 21:56:33: train_distortion:0.098082595
- 2021-11-16 21:56:33: train_loss:1.7010444
- 2021-11-16 21:59:48: Running time:(mins): 62
- 2021-11-16 21:59:48: ==========Train Epoch 0 Step: 949
- 2021-11-16 21:59:48: bpp_ae: [0.497]
- 2021-11-16 21:59:48: bpp_hyper: [0.1726]
- 2021-11-16 21:59:48: bpp: [0.6696]
- 2021-11-16 21:59:48: IoU: [0.6778]
- 2021-11-16 21:59:48: train_zeros:0.022952843
- 2021-11-16 21:59:48: train_ones:0.03806391
- 2021-11-16 21:59:48: train_distortion:0.10692245
- 2021-11-16 21:59:48: train_loss:1.785048
- 2021-11-16 22:03:06: Running time:(mins): 65
- 2021-11-16 22:03:06: ==========Train Epoch 0 Step: 999
- 2021-11-16 22:03:06: bpp_ae: [0.4962]
- 2021-11-16 22:03:06: bpp_hyper: [0.172]
- 2021-11-16 22:03:06: bpp: [0.6682]
- 2021-11-16 22:03:06: IoU: [0.6708]
- 2021-11-16 22:03:06: train_zeros:0.023893954
- 2021-11-16 22:03:06: train_ones:0.041141808
- 2021-11-16 22:03:06: train_distortion:0.11282367
- 2021-11-16 22:03:06: train_loss:1.812371
- 2021-11-16 22:03:06: Saved model on epoch: 0, for epoch finished.
- 2021-11-16 22:03:06: Testing Files length:12
- 2021-11-16 22:03:37: ==========Test Epoch 1 Step: 0
- 2021-11-16 22:03:37: bpp_ae: [0.4648]
- 2021-11-16 22:03:37: bpp_hyper: [0.0708]
- 2021-11-16 22:03:37: bpp: [0.5356]
- 2021-11-16 22:03:37: IoU: [0.6824]
- 2021-11-16 22:03:37: ========================================
- Training Epoch: 1
- 2021-11-16 22:03:37: alpha:10 beta:3.0
- 2021-11-16 22:03:37: LR:0.0002
- 2021-11-16 22:03:37: Training Files length:1000
- 2021-11-16 22:06:56: Running time:(mins): 69
- 2021-11-16 22:06:56: ==========Train Epoch 1 Step: 1049
- 2021-11-16 22:06:56: bpp_ae: [0.5046]
- 2021-11-16 22:06:56: bpp_hyper: [0.1711]
- 2021-11-16 22:06:56: bpp: [0.6757]
- 2021-11-16 22:06:56: IoU: [0.6742]
- 2021-11-16 22:06:56: train_zeros:0.030197948
- 2021-11-16 22:06:56: train_ones:0.04124288
- 2021-11-16 22:06:56: train_distortion:0.13183673
- 2021-11-16 22:06:56: train_loss:1.980602
- 2021-11-16 22:10:15: Running time:(mins): 72
- 2021-11-16 22:10:15: ==========Train Epoch 1 Step: 1099
- 2021-11-16 22:10:15: bpp_ae: [0.4991]
- 2021-11-16 22:10:15: bpp_hyper: [0.1658]
- 2021-11-16 22:10:15: bpp: [0.665]
- 2021-11-16 22:10:15: IoU: [0.6762]
- 2021-11-16 22:10:15: train_zeros:0.025782973
- 2021-11-16 22:10:15: train_ones:0.046643376
- 2021-11-16 22:10:15: train_distortion:0.123992294
- 2021-11-16 22:10:15: train_loss:1.914412
- 2021-11-16 22:13:25: Running time:(mins): 75
- 2021-11-16 22:13:25: ==========Train Epoch 1 Step: 1149
- 2021-11-16 22:13:25: bpp_ae: [0.5042]
- 2021-11-16 22:13:25: bpp_hyper: [0.164]
- 2021-11-16 22:13:25: bpp: [0.6683]
- 2021-11-16 22:13:25: IoU: [0.6783]
- 2021-11-16 22:13:25: train_zeros:0.034538116
- 2021-11-16 22:13:25: train_ones:0.032376774
- 2021-11-16 22:13:25: train_distortion:0.13599113
- 2021-11-16 22:13:25: train_loss:2.041006
- 2021-11-16 22:16:30: Running time:(mins): 78
- 2021-11-16 22:16:30: ==========Train Epoch 1 Step: 1199
- 2021-11-16 22:16:30: bpp_ae: [0.4923]
- 2021-11-16 22:16:30: bpp_hyper: [0.1626]
- 2021-11-16 22:16:30: bpp: [0.6549]
- 2021-11-16 22:16:30: IoU: [0.6727]
- 2021-11-16 22:16:30: train_zeros:0.028407196
- 2021-11-16 22:16:30: train_ones:0.05809606
- 2021-11-16 22:16:30: train_distortion:0.14331764
- 2021-11-16 22:16:30: train_loss:2.1089785
- 2021-11-16 22:19:44: Running time:(mins): 82
- 2021-11-16 22:19:44: ==========Train Epoch 1 Step: 1249
- 2021-11-16 22:19:44: bpp_ae: [0.4975]
- 2021-11-16 22:19:44: bpp_hyper: [0.1643]
- 2021-11-16 22:19:44: bpp: [0.6618]
- 2021-11-16 22:19:44: IoU: [0.6742]
- 2021-11-16 22:19:44: train_zeros:0.019736616
- 2021-11-16 22:19:44: train_ones:0.037820894
- 2021-11-16 22:19:44: train_distortion:0.097030744
- 2021-11-16 22:19:44: train_loss:1.6281118
- 2021-11-16 22:23:10: Running time:(mins): 85
- 2021-11-16 22:23:10: ==========Train Epoch 1 Step: 1299
- 2021-11-16 22:23:10: bpp_ae: [0.4898]
- 2021-11-16 22:23:10: bpp_hyper: [0.1561]
- 2021-11-16 22:23:10: bpp: [0.6459]
- 2021-11-16 22:23:10: IoU: [0.6697]
- 2021-11-16 22:23:10: train_zeros:0.02564995
- 2021-11-16 22:23:10: train_ones:0.05154688
- 2021-11-16 22:23:10: train_distortion:0.12849674
- 2021-11-16 22:23:10: train_loss:2.0065508
- 2021-11-16 22:26:25: Running time:(mins): 88
- 2021-11-16 22:26:25: ==========Train Epoch 1 Step: 1349
- 2021-11-16 22:26:25: bpp_ae: [0.5069]
- 2021-11-16 22:26:25: bpp_hyper: [0.1642]
- 2021-11-16 22:26:25: bpp: [0.6711]
- 2021-11-16 22:26:25: IoU: [0.6639]
- 2021-11-16 22:26:25: train_zeros:0.036894355
- 2021-11-16 22:26:25: train_ones:0.049789958
- 2021-11-16 22:26:25: train_distortion:0.16047302
- 2021-11-16 22:26:25: train_loss:2.2956378
- 2021-11-16 22:29:44: Running time:(mins): 92
- 2021-11-16 22:29:44: ==========Train Epoch 1 Step: 1399
- 2021-11-16 22:29:44: bpp_ae: [0.4878]
- 2021-11-16 22:29:44: bpp_hyper: [0.1648]
- 2021-11-16 22:29:44: bpp: [0.6526]
- 2021-11-16 22:29:44: IoU: [0.6775]
- 2021-11-16 22:29:44: train_zeros:0.040571798
- 2021-11-16 22:29:44: train_ones:0.03855788
- 2021-11-16 22:29:44: train_distortion:0.16027328
- 2021-11-16 22:29:44: train_loss:2.243418
- 2021-11-16 22:32:57: Running time:(mins): 95
- 2021-11-16 22:32:57: ==========Train Epoch 1 Step: 1449
- 2021-11-16 22:32:57: bpp_ae: [0.5083]
- 2021-11-16 22:32:57: bpp_hyper: [0.1613]
- 2021-11-16 22:32:57: bpp: [0.6696]
- 2021-11-16 22:32:57: IoU: [0.6761]
- 2021-11-16 22:32:57: train_zeros:0.031602956
- 2021-11-16 22:32:57: train_ones:0.046823505
- 2021-11-16 22:32:57: train_distortion:0.14163238
- 2021-11-16 22:32:57: train_loss:2.0380244
- 2021-11-16 22:36:10: Running time:(mins): 98
- 2021-11-16 22:36:10: ==========Train Epoch 1 Step: 1499
- 2021-11-16 22:36:10: bpp_ae: [0.4928]
- 2021-11-16 22:36:10: bpp_hyper: [0.1543]
- 2021-11-16 22:36:10: bpp: [0.6471]
- 2021-11-16 22:36:10: IoU: [0.6731]
- 2021-11-16 22:36:10: train_zeros:0.04035547
- 2021-11-16 22:36:10: train_ones:0.032098256
- 2021-11-16 22:36:10: train_distortion:0.15316465
- 2021-11-16 22:36:10: train_loss:2.143985
- 2021-11-16 22:39:48: Running time:(mins): 102
- 2021-11-16 22:39:48: ==========Train Epoch 1 Step: 1549
- 2021-11-16 22:39:48: bpp_ae: [0.4875]
- 2021-11-16 22:39:48: bpp_hyper: [0.1514]
- 2021-11-16 22:39:48: bpp: [0.6389]
- 2021-11-16 22:39:48: IoU: [0.672]
- 2021-11-16 22:39:48: train_zeros:0.022502761
- 2021-11-16 22:39:48: train_ones:0.037379578
- 2021-11-16 22:39:48: train_distortion:0.10488786
- 2021-11-16 22:39:48: train_loss:1.7499622
- 2021-11-16 22:43:08: Running time:(mins): 105
- 2021-11-16 22:43:08: ==========Train Epoch 1 Step: 1599
- 2021-11-16 22:43:08: bpp_ae: [0.4883]
- 2021-11-16 22:43:08: bpp_hyper: [0.1543]
- 2021-11-16 22:43:08: bpp: [0.6426]
- 2021-11-16 22:43:08: IoU: [0.6764]
- 2021-11-16 22:43:08: train_zeros:0.02055696
- 2021-11-16 22:43:08: train_ones:0.046984512
- 2021-11-16 22:43:08: train_distortion:0.10865539
- 2021-11-16 22:43:08: train_loss:1.7827098
- 2021-11-16 22:46:24: Running time:(mins): 108
- 2021-11-16 22:46:24: ==========Train Epoch 1 Step: 1649
- 2021-11-16 22:46:24: bpp_ae: [0.4954]
- 2021-11-16 22:46:24: bpp_hyper: [0.1572]
- 2021-11-16 22:46:24: bpp: [0.6526]
- 2021-11-16 22:46:24: IoU: [0.6754]
- 2021-11-16 22:46:24: train_zeros:0.020322178
- 2021-11-16 22:46:24: train_ones:0.045059547
- 2021-11-16 22:46:24: train_distortion:0.10602608
- 2021-11-16 22:46:24: train_loss:1.7514511
- 2021-11-16 22:49:48: Running time:(mins): 112
- 2021-11-16 22:49:48: ==========Train Epoch 1 Step: 1699
- 2021-11-16 22:49:48: bpp_ae: [0.5077]
- 2021-11-16 22:49:48: bpp_hyper: [0.1504]
- 2021-11-16 22:49:48: bpp: [0.6581]
- 2021-11-16 22:49:48: IoU: [0.6689]
- 2021-11-16 22:49:48: train_zeros:0.041420378
- 2021-11-16 22:49:48: train_ones:0.06483574
- 2021-11-16 22:49:48: train_distortion:0.18909687
- 2021-11-16 22:49:48: train_loss:2.4900458
- 2021-11-16 22:53:11: Running time:(mins): 115
- 2021-11-16 22:53:11: ==========Train Epoch 1 Step: 1749
- 2021-11-16 22:53:11: bpp_ae: [0.4804]
- 2021-11-16 22:53:11: bpp_hyper: [0.1497]
- 2021-11-16 22:53:11: bpp: [0.6301]
- 2021-11-16 22:53:11: IoU: [0.6757]
- 2021-11-16 22:53:11: train_zeros:0.017885951
- 2021-11-16 22:53:11: train_ones:0.047394745
- 2021-11-16 22:53:11: train_distortion:0.1010526
- 2021-11-16 22:53:11: train_loss:1.7168471
- 2021-11-16 22:56:18: Running time:(mins): 118
- 2021-11-16 22:56:18: ==========Train Epoch 1 Step: 1799
- 2021-11-16 22:56:18: bpp_ae: [0.4809]
- 2021-11-16 22:56:18: bpp_hyper: [0.1518]
- 2021-11-16 22:56:18: bpp: [0.6327]
- 2021-11-16 22:56:18: IoU: [0.6681]
- 2021-11-16 22:56:18: train_zeros:0.02789457
- 2021-11-16 22:56:18: train_ones:0.040652696
- 2021-11-16 22:56:18: train_distortion:0.12433641
- 2021-11-16 22:56:18: train_loss:1.9165734
- 2021-11-16 22:59:38: Running time:(mins): 121
- 2021-11-16 22:59:38: ==========Train Epoch 1 Step: 1849
- 2021-11-16 22:59:38: bpp_ae: [0.4879]
- 2021-11-16 22:59:38: bpp_hyper: [0.1483]
- 2021-11-16 22:59:38: bpp: [0.6361]
- 2021-11-16 22:59:38: IoU: [0.672]
- 2021-11-16 22:59:38: train_zeros:0.03900354
- 2021-11-16 22:59:38: train_ones:0.039193362
- 2021-11-16 22:59:38: train_distortion:0.15620399
- 2021-11-16 22:59:38: train_loss:2.1754224
- 2021-11-16 23:03:04: Running time:(mins): 125
- 2021-11-16 23:03:04: ==========Train Epoch 1 Step: 1899
- 2021-11-16 23:03:04: bpp_ae: [0.4942]
- 2021-11-16 23:03:04: bpp_hyper: [0.1483]
- 2021-11-16 23:03:04: bpp: [0.6426]
- 2021-11-16 23:03:04: IoU: [0.673]
- 2021-11-16 23:03:04: train_zeros:0.03006691
- 2021-11-16 23:03:04: train_ones:0.059504632
- 2021-11-16 23:03:04: train_distortion:0.14970537
- 2021-11-16 23:03:04: train_loss:2.0986211
- 2021-11-16 23:06:27: Running time:(mins): 128
- 2021-11-16 23:06:27: ==========Train Epoch 1 Step: 1949
- 2021-11-16 23:06:27: bpp_ae: [0.4931]
- 2021-11-16 23:06:27: bpp_hyper: [0.1496]
- 2021-11-16 23:06:27: bpp: [0.6427]
- 2021-11-16 23:06:27: IoU: [0.673]
- 2021-11-16 23:06:27: train_zeros:0.041687783
- 2021-11-16 23:06:27: train_ones:0.03185437
- 2021-11-16 23:06:27: train_distortion:0.15691772
- 2021-11-16 23:06:27: train_loss:2.216337
- 2021-11-16 23:09:52: Running time:(mins): 132
- 2021-11-16 23:09:52: ==========Train Epoch 1 Step: 1999
- 2021-11-16 23:09:52: bpp_ae: [0.4863]
- 2021-11-16 23:09:52: bpp_hyper: [0.1416]
- 2021-11-16 23:09:52: bpp: [0.6279]
- 2021-11-16 23:09:52: IoU: [0.668]
- 2021-11-16 23:09:52: train_zeros:0.025701458
- 2021-11-16 23:09:52: train_ones:0.03732946
- 2021-11-16 23:09:52: train_distortion:0.11443384
- 2021-11-16 23:09:52: train_loss:1.8111247
- 2021-11-16 23:09:52: Saved model on epoch: 1, for epoch finished.
- 2021-11-16 23:09:52: Testing Files length:12
- 2021-11-16 23:10:22: ==========Test Epoch 2 Step: 0
- 2021-11-16 23:10:22: bpp_ae: [0.407]
- 2021-11-16 23:10:22: bpp_hyper: [0.0787]
- 2021-11-16 23:10:22: bpp: [0.4857]
- 2021-11-16 23:10:22: IoU: [0.6535]
- 2021-11-16 23:10:22: ========================================
- Training Epoch: 2
- 2021-11-16 23:10:22: alpha:10 beta:3.0
- 2021-11-16 23:10:22: LR:0.0002
- 2021-11-16 23:10:22: Training Files length:1000
- 2021-11-16 23:13:54: Running time:(mins): 136
- 2021-11-16 23:13:54: ==========Train Epoch 2 Step: 2049
- 2021-11-16 23:13:54: bpp_ae: [0.5085]
- 2021-11-16 23:13:54: bpp_hyper: [0.1438]
- 2021-11-16 23:13:54: bpp: [0.6523]
- 2021-11-16 23:13:54: IoU: [0.671]
- 2021-11-16 23:13:54: train_zeros:0.027513027
- 2021-11-16 23:13:54: train_ones:0.041457545
- 2021-11-16 23:13:54: train_distortion:0.12399663
- 2021-11-16 23:13:54: train_loss:1.9076686
- 2021-11-16 23:17:22: Running time:(mins): 139
- 2021-11-16 23:17:22: ==========Train Epoch 2 Step: 2099
- 2021-11-16 23:17:22: bpp_ae: [0.4954]
- 2021-11-16 23:17:22: bpp_hyper: [0.1419]
- 2021-11-16 23:17:22: bpp: [0.6373]
- 2021-11-16 23:17:22: IoU: [0.6653]
- 2021-11-16 23:17:22: train_zeros:0.03365249
- 2021-11-16 23:17:22: train_ones:0.04810476
- 2021-11-16 23:17:22: train_distortion:0.14906223
- 2021-11-16 23:17:22: train_loss:2.1021729
- 2021-11-16 23:20:54: Running time:(mins): 143
- 2021-11-16 23:20:54: ==========Train Epoch 2 Step: 2149
- 2021-11-16 23:20:54: bpp_ae: [0.4851]
- 2021-11-16 23:20:54: bpp_hyper: [0.1411]
- 2021-11-16 23:20:54: bpp: [0.6262]
- 2021-11-16 23:20:54: IoU: [0.6741]
- 2021-11-16 23:20:54: train_zeros:0.037466247
- 2021-11-16 23:20:54: train_ones:0.03578214
- 2021-11-16 23:20:54: train_distortion:0.14818089
- 2021-11-16 23:20:54: train_loss:2.071608
- 2021-11-16 23:24:28: Saved model on epoch: 2, global_step: 2199, for better IoU.
- 2021-11-16 23:24:28: Running time:(mins): 146
- 2021-11-16 23:24:28: ==========Train Epoch 2 Step: 2199
- 2021-11-16 23:24:28: bpp_ae: [0.4999]
- 2021-11-16 23:24:28: bpp_hyper: [0.1425]
- 2021-11-16 23:24:28: bpp: [0.6424]
- 2021-11-16 23:24:28: IoU: [0.6802]
- 2021-11-16 23:24:28: train_zeros:0.02696536
- 2021-11-16 23:24:28: train_ones:0.042290207
- 2021-11-16 23:24:28: train_distortion:0.12318629
- 2021-11-16 23:24:28: train_loss:1.8968333
- 2021-11-16 23:27:55: Running time:(mins): 150
- 2021-11-16 23:27:55: ==========Train Epoch 2 Step: 2249
- 2021-11-16 23:27:55: bpp_ae: [0.4864]
- 2021-11-16 23:27:55: bpp_hyper: [0.1432]
- 2021-11-16 23:27:55: bpp: [0.6297]
- 2021-11-16 23:27:55: IoU: [0.6756]
- 2021-11-16 23:27:55: train_zeros:0.029586019
- 2021-11-16 23:27:55: train_ones:0.05092408
- 2021-11-16 23:27:55: train_distortion:0.13968214
- 2021-11-16 23:27:55: train_loss:2.0381322
- 2021-11-16 23:31:29: Running time:(mins): 153
- 2021-11-16 23:31:29: ==========Train Epoch 2 Step: 2299
- 2021-11-16 23:31:29: bpp_ae: [0.4846]
- 2021-11-16 23:31:29: bpp_hyper: [0.1435]
- 2021-11-16 23:31:29: bpp: [0.628]
- 2021-11-16 23:31:29: IoU: [0.6737]
- 2021-11-16 23:31:29: train_zeros:0.027572675
- 2021-11-16 23:31:29: train_ones:0.04373882
- 2021-11-16 23:31:29: train_distortion:0.12645684
- 2021-11-16 23:31:29: train_loss:1.9321781
- 2021-11-16 23:34:58: Running time:(mins): 157
- 2021-11-16 23:34:58: ==========Train Epoch 2 Step: 2349
- 2021-11-16 23:34:58: bpp_ae: [0.4836]
- 2021-11-16 23:34:58: bpp_hyper: [0.1435]
- 2021-11-16 23:34:58: bpp: [0.6271]
- 2021-11-16 23:34:58: IoU: [0.6694]
- 2021-11-16 23:34:58: train_zeros:0.03155931
- 2021-11-16 23:34:58: train_ones:0.048382193
- 2021-11-16 23:34:58: train_distortion:0.14306012
- 2021-11-16 23:34:58: train_loss:2.1024418
- 2021-11-16 23:38:39: Saved model on epoch: 2, global_step: 2399, for better IoU.
- 2021-11-16 23:38:39: Running time:(mins): 160
- 2021-11-16 23:38:39: ==========Train Epoch 2 Step: 2399
- 2021-11-16 23:38:39: bpp_ae: [0.4889]
- 2021-11-16 23:38:39: bpp_hyper: [0.141]
- 2021-11-16 23:38:39: bpp: [0.6299]
- 2021-11-16 23:38:39: IoU: [0.6809]
- 2021-11-16 23:38:39: train_zeros:0.023149941
- 2021-11-16 23:38:39: train_ones:0.025460508
- 2021-11-16 23:38:39: train_distortion:0.09491034
- 2021-11-16 23:38:39: train_loss:1.6168215
- 2021-11-16 23:42:06: Saved model on epoch: 2, global_step: 2449, for better IoU.
- 2021-11-16 23:42:06: Running time:(mins): 164
- 2021-11-16 23:42:06: ==========Train Epoch 2 Step: 2449
- 2021-11-16 23:42:06: bpp_ae: [0.4792]
- 2021-11-16 23:42:06: bpp_hyper: [0.1361]
- 2021-11-16 23:42:06: bpp: [0.6153]
- 2021-11-16 23:42:06: IoU: [0.6847]
- 2021-11-16 23:42:06: train_zeros:0.035389047
- 2021-11-16 23:42:06: train_ones:0.053473614
- 2021-11-16 23:42:06: train_distortion:0.15964076
- 2021-11-16 23:42:06: train_loss:2.2044415
- 2021-11-16 23:45:40: Running time:(mins): 167
- 2021-11-16 23:45:40: ==========Train Epoch 2 Step: 2499
- 2021-11-16 23:45:40: bpp_ae: [0.4988]
- 2021-11-16 23:45:40: bpp_hyper: [0.14]
- 2021-11-16 23:45:40: bpp: [0.6388]
- 2021-11-16 23:45:40: IoU: [0.6726]
- 2021-11-16 23:45:40: train_zeros:0.02160182
- 2021-11-16 23:45:40: train_ones:0.042680345
- 2021-11-16 23:45:40: train_distortion:0.10748581
- 2021-11-16 23:45:40: train_loss:1.7572792
- 2021-11-16 23:49:16: Running time:(mins): 171
- 2021-11-16 23:49:16: ==========Train Epoch 2 Step: 2549
- 2021-11-16 23:49:16: bpp_ae: [0.4913]
- 2021-11-16 23:49:16: bpp_hyper: [0.1394]
- 2021-11-16 23:49:16: bpp: [0.6308]
- 2021-11-16 23:49:16: IoU: [0.6811]
- 2021-11-16 23:49:16: train_zeros:0.028776279
- 2021-11-16 23:49:16: train_ones:0.032860883
- 2021-11-16 23:49:16: train_distortion:0.11918972
- 2021-11-16 23:49:16: train_loss:1.7922008
- 2021-11-16 23:52:54: Running time:(mins): 175
- 2021-11-16 23:52:54: ==========Train Epoch 2 Step: 2599
- 2021-11-16 23:52:54: bpp_ae: [0.4962]
- 2021-11-16 23:52:54: bpp_hyper: [0.1391]
- 2021-11-16 23:52:54: bpp: [0.6353]
- 2021-11-16 23:52:54: IoU: [0.6777]
- 2021-11-16 23:52:54: train_zeros:0.025704095
- 2021-11-16 23:52:54: train_ones:0.038951237
- 2021-11-16 23:52:54: train_distortion:0.11606352
- 2021-11-16 23:52:54: train_loss:1.8444798
- 2021-11-16 23:56:42: Running time:(mins): 179
- 2021-11-16 23:56:42: ==========Train Epoch 2 Step: 2649
- 2021-11-16 23:56:42: bpp_ae: [0.509]
- 2021-11-16 23:56:42: bpp_hyper: [0.1389]
- 2021-11-16 23:56:42: bpp: [0.6478]
- 2021-11-16 23:56:42: IoU: [0.6815]
- 2021-11-16 23:56:42: train_zeros:0.027055962
- 2021-11-16 23:56:42: train_ones:0.046658486
- 2021-11-16 23:56:42: train_distortion:0.12782636
- 2021-11-16 23:56:42: train_loss:1.9126174
- 2021-11-17 00:00:15: Running time:(mins): 182
- 2021-11-17 00:00:15: ==========Train Epoch 2 Step: 2699
- 2021-11-17 00:00:15: bpp_ae: [0.4764]
- 2021-11-17 00:00:15: bpp_hyper: [0.1355]
- 2021-11-17 00:00:15: bpp: [0.6119]
- 2021-11-17 00:00:15: IoU: [0.6734]
- 2021-11-17 00:00:15: train_zeros:0.019931765
- 2021-11-17 00:00:15: train_ones:0.04052883
- 2021-11-17 00:00:15: train_distortion:0.100324124
- 2021-11-17 00:00:15: train_loss:1.6782408
- 2021-11-17 00:03:55: Running time:(mins): 186
- 2021-11-17 00:03:55: ==========Train Epoch 2 Step: 2749
- 2021-11-17 00:03:55: bpp_ae: [0.4955]
- 2021-11-17 00:03:55: bpp_hyper: [0.1352]
- 2021-11-17 00:03:55: bpp: [0.6307]
- 2021-11-17 00:03:55: IoU: [0.6794]
- 2021-11-17 00:03:55: train_zeros:0.02163756
- 2021-11-17 00:03:55: train_ones:0.051531743
- 2021-11-17 00:03:55: train_distortion:0.116444424
- 2021-11-17 00:03:55: train_loss:1.8255585
- 2021-11-17 00:07:23: Running time:(mins): 189
- 2021-11-17 00:07:23: ==========Train Epoch 2 Step: 2799
- 2021-11-17 00:07:23: bpp_ae: [0.4827]
- 2021-11-17 00:07:23: bpp_hyper: [0.1324]
- 2021-11-17 00:07:23: bpp: [0.6151]
- 2021-11-17 00:07:23: IoU: [0.684]
- 2021-11-17 00:07:23: train_zeros:0.032662243
- 2021-11-17 00:07:23: train_ones:0.037297193
- 2021-11-17 00:07:23: train_distortion:0.13528392
- 2021-11-17 00:07:23: train_loss:1.9148799
- 2021-11-17 00:11:03: Running time:(mins): 193
- 2021-11-17 00:11:03: ==========Train Epoch 2 Step: 2849
- 2021-11-17 00:11:03: bpp_ae: [0.4829]
- 2021-11-17 00:11:03: bpp_hyper: [0.1364]
- 2021-11-17 00:11:03: bpp: [0.6193]
- 2021-11-17 00:11:03: IoU: [0.6801]
- 2021-11-17 00:11:03: train_zeros:0.025984902
- 2021-11-17 00:11:03: train_ones:0.031069914
- 2021-11-17 00:11:03: train_distortion:0.10902462
- 2021-11-17 00:11:03: train_loss:1.6905015
- 2021-11-17 00:14:36: Running time:(mins): 196
- 2021-11-17 00:14:36: ==========Train Epoch 2 Step: 2899
- 2021-11-17 00:14:36: bpp_ae: [0.4825]
- 2021-11-17 00:14:36: bpp_hyper: [0.1332]
- 2021-11-17 00:14:36: bpp: [0.6158]
- 2021-11-17 00:14:36: IoU: [0.6795]
- 2021-11-17 00:14:36: train_zeros:0.030173052
- 2021-11-17 00:14:36: train_ones:0.048116706
- 2021-11-17 00:14:36: train_distortion:0.13863587
- 2021-11-17 00:14:36: train_loss:1.9962399
- 2021-11-17 00:18:17: Running time:(mins): 200
- 2021-11-17 00:18:17: ==========Train Epoch 2 Step: 2949
- 2021-11-17 00:18:17: bpp_ae: [0.4912]
- 2021-11-17 00:18:17: bpp_hyper: [0.138]
- 2021-11-17 00:18:17: bpp: [0.6292]
- 2021-11-17 00:18:17: IoU: [0.6785]
- 2021-11-17 00:18:17: train_zeros:0.047675848
- 2021-11-17 00:18:17: train_ones:0.033848707
- 2021-11-17 00:18:17: train_distortion:0.17687625
- 2021-11-17 00:18:17: train_loss:2.3768942
- 2021-11-17 00:21:33: Running time:(mins): 203
- 2021-11-17 00:21:33: ==========Train Epoch 2 Step: 2999
- 2021-11-17 00:21:33: bpp_ae: [0.479]
- 2021-11-17 00:21:33: bpp_hyper: [0.1303]
- 2021-11-17 00:21:33: bpp: [0.6093]
- 2021-11-17 00:21:33: IoU: [0.676]
- 2021-11-17 00:21:33: train_zeros:0.03828315
- 2021-11-17 00:21:33: train_ones:0.03453368
- 2021-11-17 00:21:33: train_distortion:0.14938313
- 2021-11-17 00:21:33: train_loss:2.07753
- 2021-11-17 00:21:33: Saved model on epoch: 2, for epoch finished.
- 2021-11-17 00:21:33: Testing Files length:12
- 2021-11-17 00:22:01: ==========Test Epoch 3 Step: 0
- 2021-11-17 00:22:01: bpp_ae: [0.4116]
- 2021-11-17 00:22:01: bpp_hyper: [0.0754]
- 2021-11-17 00:22:01: bpp: [0.4869]
- 2021-11-17 00:22:01: IoU: [0.6643]
- 2021-11-17 00:22:02: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_2.npz
- 2021-11-17 00:22:02: ========================================
- Training Epoch: 3
- 2021-11-17 00:22:02: alpha:10 beta:3.0
- 2021-11-17 00:22:02: LR:0.0001
- 2021-11-17 00:22:02: Training Files length:1000
- 2021-11-17 00:25:23: Saved model on epoch: 3, global_step: 3049, for better IoU.
- 2021-11-17 00:25:23: Running time:(mins): 207
- 2021-11-17 00:25:23: ==========Train Epoch 3 Step: 3049
- 2021-11-17 00:25:23: bpp_ae: [0.4741]
- 2021-11-17 00:25:23: bpp_hyper: [0.1264]
- 2021-11-17 00:25:23: bpp: [0.6005]
- 2021-11-17 00:25:23: IoU: [0.6763]
- 2021-11-17 00:25:23: train_zeros:0.024007749
- 2021-11-17 00:25:23: train_ones:0.039643947
- 2021-11-17 00:25:23: train_distortion:0.111667186
- 2021-11-17 00:25:23: train_loss:1.6955805
- 2021-11-17 00:28:39: Saved model on epoch: 3, global_step: 3099, for better IoU.
- 2021-11-17 00:28:39: Running time:(mins): 210
- 2021-11-17 00:28:39: ==========Train Epoch 3 Step: 3099
- 2021-11-17 00:28:39: bpp_ae: [0.4641]
- 2021-11-17 00:28:39: bpp_hyper: [0.1259]
- 2021-11-17 00:28:39: bpp: [0.5899]
- 2021-11-17 00:28:39: IoU: [0.6847]
- 2021-11-17 00:28:39: train_zeros:0.022553327
- 2021-11-17 00:28:39: train_ones:0.024261858
- 2021-11-17 00:28:39: train_distortion:0.091921836
- 2021-11-17 00:28:39: train_loss:1.5504436
- 2021-11-17 00:32:07: Running time:(mins): 214
- 2021-11-17 00:32:07: ==========Train Epoch 3 Step: 3149
- 2021-11-17 00:32:07: bpp_ae: [0.4647]
- 2021-11-17 00:32:07: bpp_hyper: [0.1263]
- 2021-11-17 00:32:07: bpp: [0.591]
- 2021-11-17 00:32:07: IoU: [0.6844]
- 2021-11-17 00:32:07: train_zeros:0.01995353
- 2021-11-17 00:32:07: train_ones:0.051848147
- 2021-11-17 00:32:07: train_distortion:0.11170874
- 2021-11-17 00:32:07: train_loss:1.7259712
- 2021-11-17 00:35:32: Running time:(mins): 217
- 2021-11-17 00:35:32: ==========Train Epoch 3 Step: 3199
- 2021-11-17 00:35:32: bpp_ae: [0.4713]
- 2021-11-17 00:35:32: bpp_hyper: [0.1319]
- 2021-11-17 00:35:32: bpp: [0.6032]
- 2021-11-17 00:35:32: IoU: [0.6835]
- 2021-11-17 00:35:32: train_zeros:0.038060036
- 2021-11-17 00:35:32: train_ones:0.050678644
- 2021-11-17 00:35:32: train_distortion:0.16485874
- 2021-11-17 00:35:32: train_loss:2.2093186
- 2021-11-17 00:38:45: Running time:(mins): 221
- 2021-11-17 00:38:45: ==========Train Epoch 3 Step: 3249
- 2021-11-17 00:38:45: bpp_ae: [0.4672]
- 2021-11-17 00:38:45: bpp_hyper: [0.1273]
- 2021-11-17 00:38:45: bpp: [0.5945]
- 2021-11-17 00:38:45: IoU: [0.6818]
- 2021-11-17 00:38:45: train_zeros:0.035641477
- 2021-11-17 00:38:45: train_ones:0.03699012
- 2021-11-17 00:38:45: train_distortion:0.14391455
- 2021-11-17 00:38:45: train_loss:2.0366204
- 2021-11-17 00:42:00: Running time:(mins): 224
- 2021-11-17 00:42:00: ==========Train Epoch 3 Step: 3299
- 2021-11-17 00:42:00: bpp_ae: [0.4616]
- 2021-11-17 00:42:00: bpp_hyper: [0.1265]
- 2021-11-17 00:42:00: bpp: [0.588]
- 2021-11-17 00:42:00: IoU: [0.6843]
- 2021-11-17 00:42:00: train_zeros:0.029051414
- 2021-11-17 00:42:00: train_ones:0.06668512
- 2021-11-17 00:42:00: train_distortion:0.15383935
- 2021-11-17 00:42:00: train_loss:2.1346455
- 2021-11-17 00:45:22: Running time:(mins): 227
- 2021-11-17 00:45:22: ==========Train Epoch 3 Step: 3349
- 2021-11-17 00:45:22: bpp_ae: [0.4646]
- 2021-11-17 00:45:22: bpp_hyper: [0.1305]
- 2021-11-17 00:45:22: bpp: [0.5951]
- 2021-11-17 00:45:22: IoU: [0.6733]
- 2021-11-17 00:45:22: train_zeros:0.027171541
- 2021-11-17 00:45:22: train_ones:0.04273523
- 2021-11-17 00:45:22: train_distortion:0.12424986
- 2021-11-17 00:45:22: train_loss:1.8117603
- 2021-11-17 00:48:38: Running time:(mins): 230
- 2021-11-17 00:48:38: ==========Train Epoch 3 Step: 3399
- 2021-11-17 00:48:38: bpp_ae: [0.4647]
- 2021-11-17 00:48:38: bpp_hyper: [0.1297]
- 2021-11-17 00:48:38: bpp: [0.5944]
- 2021-11-17 00:48:38: IoU: [0.6727]
- 2021-11-17 00:48:38: train_zeros:0.04098005
- 2021-11-17 00:48:38: train_ones:0.045858953
- 2021-11-17 00:48:38: train_distortion:0.1687991
- 2021-11-17 00:48:38: train_loss:2.2428246
- 2021-11-17 00:51:59: Saved model on epoch: 3, global_step: 3449, for better IoU.
- 2021-11-17 00:51:59: Running time:(mins): 234
- 2021-11-17 00:51:59: ==========Train Epoch 3 Step: 3449
- 2021-11-17 00:51:59: bpp_ae: [0.4671]
- 2021-11-17 00:51:59: bpp_hyper: [0.1275]
- 2021-11-17 00:51:59: bpp: [0.5946]
- 2021-11-17 00:51:59: IoU: [0.685]
- 2021-11-17 00:51:59: train_zeros:0.02813768
- 2021-11-17 00:51:59: train_ones:0.043157116
- 2021-11-17 00:51:59: train_distortion:0.12757015
- 2021-11-17 00:51:59: train_loss:1.8792791
- 2021-11-17 00:55:24: Running time:(mins): 237
- 2021-11-17 00:55:25: ==========Train Epoch 3 Step: 3499
- 2021-11-17 00:55:25: bpp_ae: [0.4686]
- 2021-11-17 00:55:25: bpp_hyper: [0.1286]
- 2021-11-17 00:55:25: bpp: [0.5972]
- 2021-11-17 00:55:25: IoU: [0.682]
- 2021-11-17 00:55:25: train_zeros:0.025401827
- 2021-11-17 00:55:25: train_ones:0.041534677
- 2021-11-17 00:55:25: train_distortion:0.117740154
- 2021-11-17 00:55:25: train_loss:1.7464186
- 2021-11-17 00:58:48: Running time:(mins): 241
- 2021-11-17 00:58:48: ==========Train Epoch 3 Step: 3549
- 2021-11-17 00:58:48: bpp_ae: [0.4726]
- 2021-11-17 00:58:48: bpp_hyper: [0.1286]
- 2021-11-17 00:58:48: bpp: [0.6012]
- 2021-11-17 00:58:48: IoU: [0.6843]
- 2021-11-17 00:58:48: train_zeros:0.023032151
- 2021-11-17 00:58:48: train_ones:0.047010925
- 2021-11-17 00:58:48: train_distortion:0.116107374
- 2021-11-17 00:58:48: train_loss:1.7953985
- 2021-11-17 01:02:05: Running time:(mins): 244
- 2021-11-17 01:02:05: ==========Train Epoch 3 Step: 3599
- 2021-11-17 01:02:05: bpp_ae: [0.4665]
- 2021-11-17 01:02:05: bpp_hyper: [0.1263]
- 2021-11-17 01:02:05: bpp: [0.5928]
- 2021-11-17 01:02:05: IoU: [0.6724]
- 2021-11-17 01:02:05: train_zeros:0.04601705
- 2021-11-17 01:02:05: train_ones:0.042400055
- 2021-11-17 01:02:05: train_distortion:0.18045121
- 2021-11-17 01:02:05: train_loss:2.3916645
- 2021-11-17 01:05:27: Running time:(mins): 247
- 2021-11-17 01:05:27: ==========Train Epoch 3 Step: 3649
- 2021-11-17 01:05:27: bpp_ae: [0.4636]
- 2021-11-17 01:05:27: bpp_hyper: [0.1269]
- 2021-11-17 01:05:27: bpp: [0.5905]
- 2021-11-17 01:05:27: IoU: [0.6835]
- 2021-11-17 01:05:27: train_zeros:0.022708055
- 2021-11-17 01:05:27: train_ones:0.046782427
- 2021-11-17 01:05:27: train_distortion:0.11490659
- 2021-11-17 01:05:27: train_loss:1.7028916
- 2021-11-17 01:08:57: Running time:(mins): 251
- 2021-11-17 01:08:57: ==========Train Epoch 3 Step: 3699
- 2021-11-17 01:08:57: bpp_ae: [0.4665]
- 2021-11-17 01:08:57: bpp_hyper: [0.1257]
- 2021-11-17 01:08:57: bpp: [0.5922]
- 2021-11-17 01:08:57: IoU: [0.6806]
- 2021-11-17 01:08:57: train_zeros:0.031242954
- 2021-11-17 01:08:57: train_ones:0.04359132
- 2021-11-17 01:08:57: train_distortion:0.13732019
- 2021-11-17 01:08:57: train_loss:1.953749
- 2021-11-17 01:12:21: Running time:(mins): 254
- 2021-11-17 01:12:21: ==========Train Epoch 3 Step: 3749
- 2021-11-17 01:12:21: bpp_ae: [0.4908]
- 2021-11-17 01:12:21: bpp_hyper: [0.1313]
- 2021-11-17 01:12:21: bpp: [0.6221]
- 2021-11-17 01:12:21: IoU: [0.684]
- 2021-11-17 01:12:21: train_zeros:0.03988385
- 2021-11-17 01:12:21: train_ones:0.03295833
- 2021-11-17 01:12:21: train_distortion:0.15260987
- 2021-11-17 01:12:21: train_loss:2.0683231
- 2021-11-17 01:15:47: Running time:(mins): 258
- 2021-11-17 01:15:47: ==========Train Epoch 3 Step: 3799
- 2021-11-17 01:15:47: bpp_ae: [0.4726]
- 2021-11-17 01:15:47: bpp_hyper: [0.1292]
- 2021-11-17 01:15:47: bpp: [0.6018]
- 2021-11-17 01:15:47: IoU: [0.6843]
- 2021-11-17 01:15:47: train_zeros:0.030788286
- 2021-11-17 01:15:47: train_ones:0.03108532
- 2021-11-17 01:15:47: train_distortion:0.123450175
- 2021-11-17 01:15:47: train_loss:1.8621062
- 2021-11-17 01:19:08: Running time:(mins): 261
- 2021-11-17 01:19:08: ==========Train Epoch 3 Step: 3849
- 2021-11-17 01:19:08: bpp_ae: [0.4699]
- 2021-11-17 01:19:08: bpp_hyper: [0.1242]
- 2021-11-17 01:19:08: bpp: [0.5941]
- 2021-11-17 01:19:08: IoU: [0.6781]
- 2021-11-17 01:19:08: train_zeros:0.022975607
- 2021-11-17 01:19:08: train_ones:0.046008807
- 2021-11-17 01:19:08: train_distortion:0.11493562
- 2021-11-17 01:19:08: train_loss:1.7550292
- 2021-11-17 01:22:30: Running time:(mins): 264
- 2021-11-17 01:22:30: ==========Train Epoch 3 Step: 3899
- 2021-11-17 01:22:30: bpp_ae: [0.471]
- 2021-11-17 01:22:30: bpp_hyper: [0.1255]
- 2021-11-17 01:22:30: bpp: [0.5965]
- 2021-11-17 01:22:30: IoU: [0.6794]
- 2021-11-17 01:22:30: train_zeros:0.031460628
- 2021-11-17 01:22:30: train_ones:0.04991747
- 2021-11-17 01:22:30: train_distortion:0.14429936
- 2021-11-17 01:22:30: train_loss:2.0397098
- 2021-11-17 01:25:52: Running time:(mins): 268
- 2021-11-17 01:25:52: ==========Train Epoch 3 Step: 3949
- 2021-11-17 01:25:52: bpp_ae: [0.4754]
- 2021-11-17 01:25:52: bpp_hyper: [0.1234]
- 2021-11-17 01:25:52: bpp: [0.5988]
- 2021-11-17 01:25:52: IoU: [0.6794]
- 2021-11-17 01:25:52: train_zeros:0.030266471
- 2021-11-17 01:25:52: train_ones:0.03837224
- 2021-11-17 01:25:52: train_distortion:0.12917165
- 2021-11-17 01:25:52: train_loss:1.8292645
- 2021-11-17 01:29:18: Running time:(mins): 271
- 2021-11-17 01:29:18: ==========Train Epoch 3 Step: 3999
- 2021-11-17 01:29:18: bpp_ae: [0.4729]
- 2021-11-17 01:29:18: bpp_hyper: [0.1257]
- 2021-11-17 01:29:18: bpp: [0.5986]
- 2021-11-17 01:29:18: IoU: [0.6722]
- 2021-11-17 01:29:18: train_zeros:0.021206884
- 2021-11-17 01:29:18: train_ones:0.0378196
- 2021-11-17 01:29:18: train_distortion:0.10144025
- 2021-11-17 01:29:18: train_loss:1.6712687
- 2021-11-17 01:29:18: Saved model on epoch: 3, for epoch finished.
- 2021-11-17 01:29:18: Testing Files length:12
- 2021-11-17 01:29:48: ==========Test Epoch 4 Step: 0
- 2021-11-17 01:29:48: bpp_ae: [0.4153]
- 2021-11-17 01:29:48: bpp_hyper: [0.0796]
- 2021-11-17 01:29:48: bpp: [0.4949]
- 2021-11-17 01:29:48: IoU: [0.6522]
- 2021-11-17 01:29:48: ========================================
- Training Epoch: 4
- 2021-11-17 01:29:48: alpha:10 beta:3.0
- 2021-11-17 01:29:48: LR:0.0001
- 2021-11-17 01:29:48: Training Files length:1000
- 2021-11-17 01:33:15: Running time:(mins): 275
- 2021-11-17 01:33:15: ==========Train Epoch 4 Step: 4049
- 2021-11-17 01:33:15: bpp_ae: [0.4666]
- 2021-11-17 01:33:15: bpp_hyper: [0.1227]
- 2021-11-17 01:33:15: bpp: [0.5893]
- 2021-11-17 01:33:15: IoU: [0.6647]
- 2021-11-17 01:33:15: train_zeros:0.03325984
- 2021-11-17 01:33:15: train_ones:0.048845015
- 2021-11-17 01:33:15: train_distortion:0.14862454
- 2021-11-17 01:33:15: train_loss:2.0713754
- 2021-11-17 01:36:32: Running time:(mins): 278
- 2021-11-17 01:36:32: ==========Train Epoch 4 Step: 4099
- 2021-11-17 01:36:32: bpp_ae: [0.4617]
- 2021-11-17 01:36:32: bpp_hyper: [0.1231]
- 2021-11-17 01:36:32: bpp: [0.5847]
- 2021-11-17 01:36:32: IoU: [0.6761]
- 2021-11-17 01:36:32: train_zeros:0.048599895
- 2021-11-17 01:36:32: train_ones:0.03936041
- 2021-11-17 01:36:32: train_distortion:0.1851601
- 2021-11-17 01:36:32: train_loss:2.404693
- 2021-11-17 01:39:45: Saved model on epoch: 4, global_step: 4149, for better IoU.
- 2021-11-17 01:39:45: Running time:(mins): 282
- 2021-11-17 01:39:45: ==========Train Epoch 4 Step: 4149
- 2021-11-17 01:39:45: bpp_ae: [0.4637]
- 2021-11-17 01:39:45: bpp_hyper: [0.1219]
- 2021-11-17 01:39:45: bpp: [0.5857]
- 2021-11-17 01:39:45: IoU: [0.6853]
- 2021-11-17 01:39:45: train_zeros:0.024655186
- 2021-11-17 01:39:45: train_ones:0.047297366
- 2021-11-17 01:39:45: train_distortion:0.12126292
- 2021-11-17 01:39:45: train_loss:1.7809604
- 2021-11-17 01:43:03: Running time:(mins): 285
- 2021-11-17 01:43:03: ==========Train Epoch 4 Step: 4199
- 2021-11-17 01:43:03: bpp_ae: [0.4633]
- 2021-11-17 01:43:03: bpp_hyper: [0.1223]
- 2021-11-17 01:43:03: bpp: [0.5856]
- 2021-11-17 01:43:03: IoU: [0.6818]
- 2021-11-17 01:43:03: train_zeros:0.032309093
- 2021-11-17 01:43:03: train_ones:0.042635158
- 2021-11-17 01:43:03: train_distortion:0.13956243
- 2021-11-17 01:43:03: train_loss:2.0174658
- 2021-11-17 01:46:22: Running time:(mins): 288
- 2021-11-17 01:46:22: ==========Train Epoch 4 Step: 4249
- 2021-11-17 01:46:22: bpp_ae: [0.4716]
- 2021-11-17 01:46:22: bpp_hyper: [0.1231]
- 2021-11-17 01:46:22: bpp: [0.5948]
- 2021-11-17 01:46:22: IoU: [0.6769]
- 2021-11-17 01:46:22: train_zeros:0.04411248
- 2021-11-17 01:46:22: train_ones:0.031830013
- 2021-11-17 01:46:22: train_distortion:0.16416746
- 2021-11-17 01:46:22: train_loss:2.2179048
- 2021-11-17 01:49:39: Saved model on epoch: 4, global_step: 4299, for better IoU.
- 2021-11-17 01:49:39: Running time:(mins): 291
- 2021-11-17 01:49:39: ==========Train Epoch 4 Step: 4299
- 2021-11-17 01:49:39: bpp_ae: [0.4674]
- 2021-11-17 01:49:39: bpp_hyper: [0.1202]
- 2021-11-17 01:49:39: bpp: [0.5876]
- 2021-11-17 01:49:39: IoU: [0.6886]
- 2021-11-17 01:49:39: train_zeros:0.027157227
- 2021-11-17 01:49:39: train_ones:0.038393043
- 2021-11-17 01:49:39: train_distortion:0.119864725
- 2021-11-17 01:49:39: train_loss:1.8299255
- 2021-11-17 01:53:05: Running time:(mins): 295
- 2021-11-17 01:53:05: ==========Train Epoch 4 Step: 4349
- 2021-11-17 01:53:05: bpp_ae: [0.4636]
- 2021-11-17 01:53:05: bpp_hyper: [0.1195]
- 2021-11-17 01:53:05: bpp: [0.5831]
- 2021-11-17 01:53:05: IoU: [0.6796]
- 2021-11-17 01:53:05: train_zeros:0.042547125
- 2021-11-17 01:53:05: train_ones:0.051085383
- 2021-11-17 01:53:05: train_distortion:0.17872676
- 2021-11-17 01:53:05: train_loss:2.3294704
- 2021-11-17 01:56:21: Running time:(mins): 298
- 2021-11-17 01:56:21: ==========Train Epoch 4 Step: 4399
- 2021-11-17 01:56:21: bpp_ae: [0.4742]
- 2021-11-17 01:56:21: bpp_hyper: [0.1233]
- 2021-11-17 01:56:21: bpp: [0.5975]
- 2021-11-17 01:56:21: IoU: [0.6807]
- 2021-11-17 01:56:21: train_zeros:0.02972656
- 2021-11-17 01:56:21: train_ones:0.042558935
- 2021-11-17 01:56:21: train_distortion:0.13173862
- 2021-11-17 01:56:21: train_loss:1.9453505
- 2021-11-17 01:59:44: Running time:(mins): 302
- 2021-11-17 01:59:44: ==========Train Epoch 4 Step: 4449
- 2021-11-17 01:59:44: bpp_ae: [0.4748]
- 2021-11-17 01:59:44: bpp_hyper: [0.1198]
- 2021-11-17 01:59:44: bpp: [0.5946]
- 2021-11-17 01:59:44: IoU: [0.6793]
- 2021-11-17 01:59:44: train_zeros:0.033041313
- 2021-11-17 01:59:44: train_ones:0.04031769
- 2021-11-17 01:59:44: train_distortion:0.13944164
- 2021-11-17 01:59:44: train_loss:1.9582381
- 2021-11-17 02:03:00: Running time:(mins): 305
- 2021-11-17 02:03:00: ==========Train Epoch 4 Step: 4499
- 2021-11-17 02:03:00: bpp_ae: [0.4722]
- 2021-11-17 02:03:00: bpp_hyper: [0.1219]
- 2021-11-17 02:03:00: bpp: [0.5941]
- 2021-11-17 02:03:00: IoU: [0.6839]
- 2021-11-17 02:03:00: train_zeros:0.034383707
- 2021-11-17 02:03:00: train_ones:0.05263561
- 2021-11-17 02:03:00: train_distortion:0.15578672
- 2021-11-17 02:03:00: train_loss:2.1741884
- 2021-11-17 02:06:17: Running time:(mins): 308
- 2021-11-17 02:06:17: ==========Train Epoch 4 Step: 4549
- 2021-11-17 02:06:17: bpp_ae: [0.4757]
- 2021-11-17 02:06:17: bpp_hyper: [0.1187]
- 2021-11-17 02:06:17: bpp: [0.5944]
- 2021-11-17 02:06:17: IoU: [0.6822]
- 2021-11-17 02:06:17: train_zeros:0.02430836
- 2021-11-17 02:06:17: train_ones:0.04014045
- 2021-11-17 02:06:17: train_distortion:0.113065526
- 2021-11-17 02:06:17: train_loss:1.7102879
- 2021-11-17 02:09:31: Running time:(mins): 311
- 2021-11-17 02:09:31: ==========Train Epoch 4 Step: 4599
- 2021-11-17 02:09:31: bpp_ae: [0.4732]
- 2021-11-17 02:09:31: bpp_hyper: [0.1198]
- 2021-11-17 02:09:31: bpp: [0.593]
- 2021-11-17 02:09:31: IoU: [0.6828]
- 2021-11-17 02:09:31: train_zeros:0.040159285
- 2021-11-17 02:09:31: train_ones:0.03492661
- 2021-11-17 02:09:31: train_distortion:0.15540446
- 2021-11-17 02:09:31: train_loss:2.0952668
- 2021-11-17 02:12:52: Running time:(mins): 315
- 2021-11-17 02:12:52: ==========Train Epoch 4 Step: 4649
- 2021-11-17 02:12:52: bpp_ae: [0.459]
- 2021-11-17 02:12:52: bpp_hyper: [0.1192]
- 2021-11-17 02:12:52: bpp: [0.5782]
- 2021-11-17 02:12:52: IoU: [0.6774]
- 2021-11-17 02:12:52: train_zeros:0.025700577
- 2021-11-17 02:12:52: train_ones:0.049906652
- 2021-11-17 02:12:52: train_distortion:0.12700838
- 2021-11-17 02:12:52: train_loss:1.852382
- 2021-11-17 02:16:16: Running time:(mins): 318
- 2021-11-17 02:16:16: ==========Train Epoch 4 Step: 4699
- 2021-11-17 02:16:16: bpp_ae: [0.4725]
- 2021-11-17 02:16:16: bpp_hyper: [0.1227]
- 2021-11-17 02:16:16: bpp: [0.5952]
- 2021-11-17 02:16:16: IoU: [0.6809]
- 2021-11-17 02:16:16: train_zeros:0.027723582
- 2021-11-17 02:16:16: train_ones:0.03391763
- 2021-11-17 02:16:16: train_distortion:0.11708838
- 2021-11-17 02:16:16: train_loss:1.7381351
- 2021-11-17 02:19:36: Running time:(mins): 321
- 2021-11-17 02:19:36: ==========Train Epoch 4 Step: 4749
- 2021-11-17 02:19:36: bpp_ae: [0.4668]
- 2021-11-17 02:19:36: bpp_hyper: [0.1191]
- 2021-11-17 02:19:36: bpp: [0.5859]
- 2021-11-17 02:19:36: IoU: [0.6835]
- 2021-11-17 02:19:36: train_zeros:0.034909386
- 2021-11-17 02:19:36: train_ones:0.049477838
- 2021-11-17 02:19:36: train_distortion:0.15420601
- 2021-11-17 02:19:36: train_loss:2.1239293
- 2021-11-17 02:23:01: Running time:(mins): 325
- 2021-11-17 02:23:01: ==========Train Epoch 4 Step: 4799
- 2021-11-17 02:23:01: bpp_ae: [0.4724]
- 2021-11-17 02:23:01: bpp_hyper: [0.1192]
- 2021-11-17 02:23:01: bpp: [0.5916]
- 2021-11-17 02:23:01: IoU: [0.6869]
- 2021-11-17 02:23:01: train_zeros:0.028841002
- 2021-11-17 02:23:01: train_ones:0.040836025
- 2021-11-17 02:23:01: train_distortion:0.12735903
- 2021-11-17 02:23:01: train_loss:1.8372993
- 2021-11-17 02:26:27: Running time:(mins): 328
- 2021-11-17 02:26:27: ==========Train Epoch 4 Step: 4849
- 2021-11-17 02:26:27: bpp_ae: [0.4741]
- 2021-11-17 02:26:27: bpp_hyper: [0.1259]
- 2021-11-17 02:26:27: bpp: [0.6]
- 2021-11-17 02:26:27: IoU: [0.6796]
- 2021-11-17 02:26:27: train_zeros:0.03272408
- 2021-11-17 02:26:27: train_ones:0.042175308
- 2021-11-17 02:26:27: train_distortion:0.14034754
- 2021-11-17 02:26:27: train_loss:1.947541
- 2021-11-17 02:29:55: Running time:(mins): 332
- 2021-11-17 02:29:55: ==========Train Epoch 4 Step: 4899
- 2021-11-17 02:29:55: bpp_ae: [0.4698]
- 2021-11-17 02:29:55: bpp_hyper: [0.1205]
- 2021-11-17 02:29:55: bpp: [0.5903]
- 2021-11-17 02:29:55: IoU: [0.6722]
- 2021-11-17 02:29:55: train_zeros:0.027203267
- 2021-11-17 02:29:55: train_ones:0.04061953
- 2021-11-17 02:29:55: train_distortion:0.12222933
- 2021-11-17 02:29:55: train_loss:1.8672184
- 2021-11-17 02:33:18: Running time:(mins): 335
- 2021-11-17 02:33:18: ==========Train Epoch 4 Step: 4949
- 2021-11-17 02:33:18: bpp_ae: [0.4626]
- 2021-11-17 02:33:18: bpp_hyper: [0.119]
- 2021-11-17 02:33:18: bpp: [0.5816]
- 2021-11-17 02:33:18: IoU: [0.6837]
- 2021-11-17 02:33:18: train_zeros:0.023142911
- 2021-11-17 02:33:18: train_ones:0.044629868
- 2021-11-17 02:33:18: train_distortion:0.1140586
- 2021-11-17 02:33:18: train_loss:1.7508112
- 2021-11-17 02:36:43: Running time:(mins): 339
- 2021-11-17 02:36:43: ==========Train Epoch 4 Step: 4999
- 2021-11-17 02:36:43: bpp_ae: [0.4727]
- 2021-11-17 02:36:43: bpp_hyper: [0.1203]
- 2021-11-17 02:36:43: bpp: [0.593]
- 2021-11-17 02:36:43: IoU: [0.6807]
- 2021-11-17 02:36:43: train_zeros:0.031480048
- 2021-11-17 02:36:43: train_ones:0.03663177
- 2021-11-17 02:36:43: train_distortion:0.13107193
- 2021-11-17 02:36:43: train_loss:1.9224553
- 2021-11-17 02:36:43: Saved model on epoch: 4, for epoch finished.
- 2021-11-17 02:36:43: Testing Files length:12
- 2021-11-17 02:37:14: ==========Test Epoch 5 Step: 0
- 2021-11-17 02:37:14: bpp_ae: [0.4025]
- 2021-11-17 02:37:14: bpp_hyper: [0.0775]
- 2021-11-17 02:37:14: bpp: [0.4801]
- 2021-11-17 02:37:14: IoU: [0.6854]
- 2021-11-17 02:37:14: ========================================
- Training Epoch: 5
- 2021-11-17 02:37:14: alpha:10 beta:3.0
- 2021-11-17 02:37:14: LR:0.0001
- 2021-11-17 02:37:14: Training Files length:1000
- 2021-11-17 02:40:36: Saved model on epoch: 5, global_step: 5049, for better IoU.
- 2021-11-17 02:40:36: Running time:(mins): 342
- 2021-11-17 02:40:36: ==========Train Epoch 5 Step: 5049
- 2021-11-17 02:40:36: bpp_ae: [0.4725]
- 2021-11-17 02:40:36: bpp_hyper: [0.12]
- 2021-11-17 02:40:36: bpp: [0.5925]
- 2021-11-17 02:40:36: IoU: [0.6979]
- 2021-11-17 02:40:36: train_zeros:0.03643356
- 2021-11-17 02:40:36: train_ones:0.043370634
- 2021-11-17 02:40:36: train_distortion:0.1526713
- 2021-11-17 02:40:36: train_loss:2.0992026
- 2021-11-17 02:43:50: Running time:(mins): 346
- 2021-11-17 02:43:50: ==========Train Epoch 5 Step: 5099
- 2021-11-17 02:43:50: bpp_ae: [0.4745]
- 2021-11-17 02:43:50: bpp_hyper: [0.1188]
- 2021-11-17 02:43:50: bpp: [0.5933]
- 2021-11-17 02:43:50: IoU: [0.6875]
- 2021-11-17 02:43:50: train_zeros:0.02585707
- 2021-11-17 02:43:50: train_ones:0.031811755
- 2021-11-17 02:43:50: train_distortion:0.10938297
- 2021-11-17 02:43:50: train_loss:1.7433325
- 2021-11-17 02:47:03: Running time:(mins): 349
- 2021-11-17 02:47:03: ==========Train Epoch 5 Step: 5149
- 2021-11-17 02:47:03: bpp_ae: [0.4689]
- 2021-11-17 02:47:03: bpp_hyper: [0.1244]
- 2021-11-17 02:47:03: bpp: [0.5934]
- 2021-11-17 02:47:03: IoU: [0.6861]
- 2021-11-17 02:47:03: train_zeros:0.021070492
- 2021-11-17 02:47:03: train_ones:0.03343368
- 2021-11-17 02:47:03: train_distortion:0.09664515
- 2021-11-17 02:47:03: train_loss:1.574031
- 2021-11-17 02:50:21: Running time:(mins): 352
- 2021-11-17 02:50:21: ==========Train Epoch 5 Step: 5199
- 2021-11-17 02:50:21: bpp_ae: [0.4645]
- 2021-11-17 02:50:21: bpp_hyper: [0.1214]
- 2021-11-17 02:50:21: bpp: [0.5859]
- 2021-11-17 02:50:21: IoU: [0.6842]
- 2021-11-17 02:50:21: train_zeros:0.034850728
- 2021-11-17 02:50:21: train_ones:0.037224032
- 2021-11-17 02:50:21: train_distortion:0.1417762
- 2021-11-17 02:50:21: train_loss:1.9672596
- 2021-11-17 02:53:36: Running time:(mins): 355
- 2021-11-17 02:53:36: ==========Train Epoch 5 Step: 5249
- 2021-11-17 02:53:36: bpp_ae: [0.461]
- 2021-11-17 02:53:36: bpp_hyper: [0.1172]
- 2021-11-17 02:53:36: bpp: [0.5783]
- 2021-11-17 02:53:36: IoU: [0.6852]
- 2021-11-17 02:53:36: train_zeros:0.036310133
- 2021-11-17 02:53:36: train_ones:0.039669763
- 2021-11-17 02:53:36: train_distortion:0.14860016
- 2021-11-17 02:53:36: train_loss:2.0820394
- 2021-11-17 02:56:49: Running time:(mins): 359
- 2021-11-17 02:56:49: ==========Train Epoch 5 Step: 5299
- 2021-11-17 02:56:49: bpp_ae: [0.4703]
- 2021-11-17 02:56:49: bpp_hyper: [0.1186]
- 2021-11-17 02:56:49: bpp: [0.5889]
- 2021-11-17 02:56:49: IoU: [0.6927]
- 2021-11-17 02:56:49: train_zeros:0.04100865
- 2021-11-17 02:56:49: train_ones:0.049159568
- 2021-11-17 02:56:49: train_distortion:0.17218553
- 2021-11-17 02:56:49: train_loss:2.2819476
- 2021-11-17 03:00:08: Running time:(mins): 362
- 2021-11-17 03:00:08: ==========Train Epoch 5 Step: 5349
- 2021-11-17 03:00:08: bpp_ae: [0.4636]
- 2021-11-17 03:00:08: bpp_hyper: [0.1187]
- 2021-11-17 03:00:08: bpp: [0.5822]
- 2021-11-17 03:00:08: IoU: [0.6814]
- 2021-11-17 03:00:08: train_zeros:0.036979526
- 2021-11-17 03:00:08: train_ones:0.04479731
- 2021-11-17 03:00:08: train_distortion:0.15573588
- 2021-11-17 03:00:08: train_loss:2.139998
- 2021-11-17 03:03:29: Running time:(mins): 365
- 2021-11-17 03:03:29: ==========Train Epoch 5 Step: 5399
- 2021-11-17 03:03:29: bpp_ae: [0.5369]
- 2021-11-17 03:03:29: bpp_hyper: [0.1234]
- 2021-11-17 03:03:29: bpp: [0.6603]
- 2021-11-17 03:03:29: IoU: [0.67]
- 2021-11-17 03:03:29: train_zeros:0.03028281
- 2021-11-17 03:03:29: train_ones:0.04633717
- 2021-11-17 03:03:29: train_distortion:0.1371856
- 2021-11-17 03:03:29: train_loss:1.9269078
- 2021-11-17 03:06:47: Running time:(mins): 369
- 2021-11-17 03:06:47: ==========Train Epoch 5 Step: 5449
- 2021-11-17 03:06:47: bpp_ae: [0.4678]
- 2021-11-17 03:06:47: bpp_hyper: [0.1213]
- 2021-11-17 03:06:47: bpp: [0.5891]
- 2021-11-17 03:06:47: IoU: [0.685]
- 2021-11-17 03:06:47: train_zeros:0.02899133
- 2021-11-17 03:06:47: train_ones:0.035924207
- 2021-11-17 03:06:47: train_distortion:0.122898206
- 2021-11-17 03:06:47: train_loss:1.8288795
- 2021-11-17 03:10:16: Running time:(mins): 372
- 2021-11-17 03:10:16: ==========Train Epoch 5 Step: 5499
- 2021-11-17 03:10:16: bpp_ae: [0.4668]
- 2021-11-17 03:10:16: bpp_hyper: [0.1213]
- 2021-11-17 03:10:16: bpp: [0.5881]
- 2021-11-17 03:10:16: IoU: [0.6868]
- 2021-11-17 03:10:16: train_zeros:0.0368372
- 2021-11-17 03:10:16: train_ones:0.033937123
- 2021-11-17 03:10:16: train_distortion:0.14444873
- 2021-11-17 03:10:16: train_loss:2.0217328
- 2021-11-17 03:13:39: Running time:(mins): 375
- 2021-11-17 03:13:39: ==========Train Epoch 5 Step: 5549
- 2021-11-17 03:13:39: bpp_ae: [0.4703]
- 2021-11-17 03:13:39: bpp_hyper: [0.1171]
- 2021-11-17 03:13:39: bpp: [0.5874]
- 2021-11-17 03:13:39: IoU: [0.6795]
- 2021-11-17 03:13:39: train_zeros:0.031654175
- 2021-11-17 03:13:39: train_ones:0.044814616
- 2021-11-17 03:13:39: train_distortion:0.13977714
- 2021-11-17 03:13:39: train_loss:1.9434196
- 2021-11-17 03:16:57: Running time:(mins): 379
- 2021-11-17 03:16:57: ==========Train Epoch 5 Step: 5599
- 2021-11-17 03:16:57: bpp_ae: [0.483]
- 2021-11-17 03:16:57: bpp_hyper: [0.1191]
- 2021-11-17 03:16:57: bpp: [0.6021]
- 2021-11-17 03:16:57: IoU: [0.6786]
- 2021-11-17 03:16:57: train_zeros:0.03232902
- 2021-11-17 03:16:57: train_ones:0.03354941
- 2021-11-17 03:16:57: train_distortion:0.13053647
- 2021-11-17 03:16:57: train_loss:1.8841027
- 2021-11-17 03:20:17: Running time:(mins): 382
- 2021-11-17 03:20:17: ==========Train Epoch 5 Step: 5649
- 2021-11-17 03:20:17: bpp_ae: [0.4657]
- 2021-11-17 03:20:17: bpp_hyper: [0.1166]
- 2021-11-17 03:20:17: bpp: [0.5824]
- 2021-11-17 03:20:17: IoU: [0.6804]
- 2021-11-17 03:20:17: train_zeros:0.025665142
- 2021-11-17 03:20:17: train_ones:0.040185716
- 2021-11-17 03:20:17: train_distortion:0.11718114
- 2021-11-17 03:20:17: train_loss:1.7645731
- 2021-11-17 03:23:41: Running time:(mins): 385
- 2021-11-17 03:23:41: ==========Train Epoch 5 Step: 5699
- 2021-11-17 03:23:41: bpp_ae: [0.4606]
- 2021-11-17 03:23:41: bpp_hyper: [0.1164]
- 2021-11-17 03:23:41: bpp: [0.5771]
- 2021-11-17 03:23:41: IoU: [0.6847]
- 2021-11-17 03:23:41: train_zeros:0.025827944
- 2021-11-17 03:23:41: train_ones:0.046971884
- 2021-11-17 03:23:41: train_distortion:0.12445572
- 2021-11-17 03:23:41: train_loss:1.8197606
- 2021-11-17 03:26:59: Running time:(mins): 389
- 2021-11-17 03:26:59: ==========Train Epoch 5 Step: 5749
- 2021-11-17 03:26:59: bpp_ae: [0.4523]
- 2021-11-17 03:26:59: bpp_hyper: [0.1141]
- 2021-11-17 03:26:59: bpp: [0.5664]
- 2021-11-17 03:26:59: IoU: [0.6906]
- 2021-11-17 03:26:59: train_zeros:0.022413084
- 2021-11-17 03:26:59: train_ones:0.039576545
- 2021-11-17 03:26:59: train_distortion:0.1068158
- 2021-11-17 03:26:59: train_loss:1.6572509
- 2021-11-17 03:30:17: Running time:(mins): 392
- 2021-11-17 03:30:17: ==========Train Epoch 5 Step: 5799
- 2021-11-17 03:30:17: bpp_ae: [0.4559]
- 2021-11-17 03:30:17: bpp_hyper: [0.1172]
- 2021-11-17 03:30:17: bpp: [0.5731]
- 2021-11-17 03:30:17: IoU: [0.6821]
- 2021-11-17 03:30:17: train_zeros:0.01837513
- 2021-11-17 03:30:17: train_ones:0.03383533
- 2021-11-17 03:30:17: train_distortion:0.08896072
- 2021-11-17 03:30:17: train_loss:1.5892715
- 2021-11-17 03:33:38: Running time:(mins): 395
- 2021-11-17 03:33:38: ==========Train Epoch 5 Step: 5849
- 2021-11-17 03:33:38: bpp_ae: [0.462]
- 2021-11-17 03:33:38: bpp_hyper: [0.1193]
- 2021-11-17 03:33:38: bpp: [0.5813]
- 2021-11-17 03:33:38: IoU: [0.6874]
- 2021-11-17 03:33:38: train_zeros:0.026017353
- 2021-11-17 03:33:38: train_ones:0.05651426
- 2021-11-17 03:33:38: train_distortion:0.13456632
- 2021-11-17 03:33:38: train_loss:1.9440479
- 2021-11-17 03:36:56: Running time:(mins): 399
- 2021-11-17 03:36:56: ==========Train Epoch 5 Step: 5899
- 2021-11-17 03:36:56: bpp_ae: [0.4622]
- 2021-11-17 03:36:56: bpp_hyper: [0.1161]
- 2021-11-17 03:36:56: bpp: [0.5783]
- 2021-11-17 03:36:56: IoU: [0.6823]
- 2021-11-17 03:36:56: train_zeros:0.029642362
- 2021-11-17 03:36:56: train_ones:0.03524646
- 2021-11-17 03:36:56: train_distortion:0.12417355
- 2021-11-17 03:36:56: train_loss:1.8095114
- 2021-11-17 03:40:13: Running time:(mins): 402
- 2021-11-17 03:40:13: ==========Train Epoch 5 Step: 5949
- 2021-11-17 03:40:13: bpp_ae: [0.4635]
- 2021-11-17 03:40:13: bpp_hyper: [0.1184]
- 2021-11-17 03:40:13: bpp: [0.5818]
- 2021-11-17 03:40:13: IoU: [0.6889]
- 2021-11-17 03:40:13: train_zeros:0.026127532
- 2021-11-17 03:40:13: train_ones:0.05027693
- 2021-11-17 03:40:13: train_distortion:0.12865953
- 2021-11-17 03:40:13: train_loss:1.86495
- 2021-11-17 03:43:34: Running time:(mins): 405
- 2021-11-17 03:43:34: ==========Train Epoch 5 Step: 5999
- 2021-11-17 03:43:34: bpp_ae: [0.4555]
- 2021-11-17 03:43:34: bpp_hyper: [0.1152]
- 2021-11-17 03:43:34: bpp: [0.5708]
- 2021-11-17 03:43:34: IoU: [0.6808]
- 2021-11-17 03:43:34: train_zeros:0.023585789
- 2021-11-17 03:43:34: train_ones:0.040011078
- 2021-11-17 03:43:34: train_distortion:0.110768445
- 2021-11-17 03:43:34: train_loss:1.6513319
- 2021-11-17 03:43:34: Saved model on epoch: 5, for epoch finished.
- 2021-11-17 03:43:35: Testing Files length:12
- 2021-11-17 03:44:05: ==========Test Epoch 6 Step: 0
- 2021-11-17 03:44:05: bpp_ae: [0.3901]
- 2021-11-17 03:44:05: bpp_hyper: [0.0767]
- 2021-11-17 03:44:05: bpp: [0.4668]
- 2021-11-17 03:44:05: IoU: [0.6776]
- 2021-11-17 03:44:05: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_5.npz
- 2021-11-17 03:44:05: ========================================
- Training Epoch: 6
- 2021-11-17 03:44:05: alpha:10 beta:3.0
- 2021-11-17 03:44:05: LR:5e-05
- 2021-11-17 03:44:05: Training Files length:1000
- 2021-11-17 03:47:24: Saved model on epoch: 6, global_step: 6049, for better IoU.
- 2021-11-17 03:47:24: Running time:(mins): 409
- 2021-11-17 03:47:24: ==========Train Epoch 6 Step: 6049
- 2021-11-17 03:47:24: bpp_ae: [0.4486]
- 2021-11-17 03:47:24: bpp_hyper: [0.1149]
- 2021-11-17 03:47:24: bpp: [0.5635]
- 2021-11-17 03:47:24: IoU: [0.6855]
- 2021-11-17 03:47:24: train_zeros:0.02705208
- 2021-11-17 03:47:24: train_ones:0.031711508
- 2021-11-17 03:47:24: train_distortion:0.11286774
- 2021-11-17 03:47:24: train_loss:1.6956612
- 2021-11-17 03:50:46: Saved model on epoch: 6, global_step: 6099, for better IoU.
- 2021-11-17 03:50:47: Running time:(mins): 413
- 2021-11-17 03:50:47: ==========Train Epoch 6 Step: 6099
- 2021-11-17 03:50:47: bpp_ae: [0.4498]
- 2021-11-17 03:50:47: bpp_hyper: [0.1198]
- 2021-11-17 03:50:47: bpp: [0.5696]
- 2021-11-17 03:50:47: IoU: [0.6878]
- 2021-11-17 03:50:47: train_zeros:0.032129835
- 2021-11-17 03:50:47: train_ones:0.044062
- 2021-11-17 03:50:47: train_distortion:0.1404515
- 2021-11-17 03:50:47: train_loss:1.9816158
- 2021-11-17 03:54:08: Running time:(mins): 416
- 2021-11-17 03:54:08: ==========Train Epoch 6 Step: 6149
- 2021-11-17 03:54:08: bpp_ae: [0.4534]
- 2021-11-17 03:54:08: bpp_hyper: [0.1202]
- 2021-11-17 03:54:08: bpp: [0.5736]
- 2021-11-17 03:54:08: IoU: [0.6856]
- 2021-11-17 03:54:08: train_zeros:0.03168736
- 2021-11-17 03:54:08: train_ones:0.037615072
- 2021-11-17 03:54:08: train_distortion:0.13267715
- 2021-11-17 03:54:08: train_loss:1.9411756
- 2021-11-17 03:57:29: Saved model on epoch: 6, global_step: 6199, for better IoU.
- 2021-11-17 03:57:29: Running time:(mins): 419
- 2021-11-17 03:57:29: ==========Train Epoch 6 Step: 6199
- 2021-11-17 03:57:29: bpp_ae: [0.4483]
- 2021-11-17 03:57:29: bpp_hyper: [0.117]
- 2021-11-17 03:57:29: bpp: [0.5652]
- 2021-11-17 03:57:29: IoU: [0.6898]
- 2021-11-17 03:57:29: train_zeros:0.03973363
- 2021-11-17 03:57:29: train_ones:0.035958074
- 2021-11-17 03:57:29: train_distortion:0.15515897
- 2021-11-17 03:57:29: train_loss:2.0989304
- 2021-11-17 04:00:46: Running time:(mins): 423
- 2021-11-17 04:00:46: ==========Train Epoch 6 Step: 6249
- 2021-11-17 04:00:46: bpp_ae: [0.448]
- 2021-11-17 04:00:46: bpp_hyper: [0.1176]
- 2021-11-17 04:00:46: bpp: [0.5656]
- 2021-11-17 04:00:46: IoU: [0.6873]
- 2021-11-17 04:00:46: train_zeros:0.026826164
- 2021-11-17 04:00:46: train_ones:0.02997642
- 2021-11-17 04:00:46: train_distortion:0.11045491
- 2021-11-17 04:00:46: train_loss:1.6778163
- 2021-11-17 04:04:06: Running time:(mins): 426
- 2021-11-17 04:04:06: ==========Train Epoch 6 Step: 6299
- 2021-11-17 04:04:06: bpp_ae: [0.4463]
- 2021-11-17 04:04:06: bpp_hyper: [0.1147]
- 2021-11-17 04:04:06: bpp: [0.5611]
- 2021-11-17 04:04:06: IoU: [0.6856]
- 2021-11-17 04:04:06: train_zeros:0.025990417
- 2021-11-17 04:04:06: train_ones:0.043919723
- 2021-11-17 04:04:06: train_distortion:0.12189098
- 2021-11-17 04:04:06: train_loss:1.7708894
- 2021-11-17 04:07:26: Running time:(mins): 429
- 2021-11-17 04:07:26: ==========Train Epoch 6 Step: 6349
- 2021-11-17 04:07:26: bpp_ae: [0.4524]
- 2021-11-17 04:07:26: bpp_hyper: [0.1156]
- 2021-11-17 04:07:26: bpp: [0.568]
- 2021-11-17 04:07:26: IoU: [0.6858]
- 2021-11-17 04:07:26: train_zeros:0.02692633
- 2021-11-17 04:07:26: train_ones:0.033543132
- 2021-11-17 04:07:26: train_distortion:0.11432212
- 2021-11-17 04:07:26: train_loss:1.7403803
- 2021-11-17 04:10:49: Running time:(mins): 433
- 2021-11-17 04:10:49: ==========Train Epoch 6 Step: 6399
- 2021-11-17 04:10:49: bpp_ae: [0.446]
- 2021-11-17 04:10:49: bpp_hyper: [0.1158]
- 2021-11-17 04:10:49: bpp: [0.5618]
- 2021-11-17 04:10:49: IoU: [0.6813]
- 2021-11-17 04:10:49: train_zeros:0.038231954
- 2021-11-17 04:10:49: train_ones:0.047366384
- 2021-11-17 04:10:49: train_distortion:0.16206224
- 2021-11-17 04:10:49: train_loss:2.1154442
- 2021-11-17 04:14:10: Running time:(mins): 436
- 2021-11-17 04:14:10: ==========Train Epoch 6 Step: 6449
- 2021-11-17 04:14:10: bpp_ae: [0.4557]
- 2021-11-17 04:14:10: bpp_hyper: [0.1205]
- 2021-11-17 04:14:10: bpp: [0.5762]
- 2021-11-17 04:14:10: IoU: [0.6876]
- 2021-11-17 04:14:10: train_zeros:0.04274736
- 2021-11-17 04:14:10: train_ones:0.033261497
- 2021-11-17 04:14:10: train_distortion:0.16150357
- 2021-11-17 04:14:10: train_loss:2.156157
- 2021-11-17 04:17:27: Saved model on epoch: 6, global_step: 6499, for better IoU.
- 2021-11-17 04:17:27: Running time:(mins): 439
- 2021-11-17 04:17:27: ==========Train Epoch 6 Step: 6499
- 2021-11-17 04:17:27: bpp_ae: [0.445]
- 2021-11-17 04:17:27: bpp_hyper: [0.1154]
- 2021-11-17 04:17:27: bpp: [0.5604]
- 2021-11-17 04:17:27: IoU: [0.6903]
- 2021-11-17 04:17:27: train_zeros:0.025392046
- 2021-11-17 04:17:27: train_ones:0.03918565
- 2021-11-17 04:17:27: train_distortion:0.11536179
- 2021-11-17 04:17:27: train_loss:1.6984969
- 2021-11-17 04:20:41: Running time:(mins): 442
- 2021-11-17 04:20:41: ==========Train Epoch 6 Step: 6549
- 2021-11-17 04:20:41: bpp_ae: [0.4473]
- 2021-11-17 04:20:41: bpp_hyper: [0.1156]
- 2021-11-17 04:20:41: bpp: [0.5629]
- 2021-11-17 04:20:41: IoU: [0.6853]
- 2021-11-17 04:20:41: train_zeros:0.024036182
- 2021-11-17 04:20:41: train_ones:0.036240485
- 2021-11-17 04:20:41: train_distortion:0.108349025
- 2021-11-17 04:20:41: train_loss:1.6533202
- 2021-11-17 04:24:07: Running time:(mins): 446
- 2021-11-17 04:24:07: ==========Train Epoch 6 Step: 6599
- 2021-11-17 04:24:07: bpp_ae: [0.4498]
- 2021-11-17 04:24:07: bpp_hyper: [0.1183]
- 2021-11-17 04:24:07: bpp: [0.5682]
- 2021-11-17 04:24:07: IoU: [0.6825]
- 2021-11-17 04:24:07: train_zeros:0.038419943
- 2021-11-17 04:24:07: train_ones:0.03972841
- 2021-11-17 04:24:07: train_distortion:0.15498823
- 2021-11-17 04:24:07: train_loss:2.1504478
- 2021-11-17 04:27:27: Running time:(mins): 449
- 2021-11-17 04:27:27: ==========Train Epoch 6 Step: 6649
- 2021-11-17 04:27:27: bpp_ae: [0.4453]
- 2021-11-17 04:27:27: bpp_hyper: [0.1156]
- 2021-11-17 04:27:27: bpp: [0.5609]
- 2021-11-17 04:27:27: IoU: [0.6853]
- 2021-11-17 04:27:27: train_zeros:0.03212804
- 2021-11-17 04:27:27: train_ones:0.045041405
- 2021-11-17 04:27:27: train_distortion:0.14142552
- 2021-11-17 04:27:27: train_loss:1.9765543
- 2021-11-17 04:30:52: Running time:(mins): 453
- 2021-11-17 04:30:52: ==========Train Epoch 6 Step: 6699
- 2021-11-17 04:30:52: bpp_ae: [0.449]
- 2021-11-17 04:30:52: bpp_hyper: [0.1133]
- 2021-11-17 04:30:52: bpp: [0.5622]
- 2021-11-17 04:30:52: IoU: [0.6893]
- 2021-11-17 04:30:52: train_zeros:0.02604929
- 2021-11-17 04:30:52: train_ones:0.03722792
- 2021-11-17 04:30:52: train_distortion:0.115375794
- 2021-11-17 04:30:52: train_loss:1.7385948
- 2021-11-17 04:34:12: Running time:(mins): 456
- 2021-11-17 04:34:12: ==========Train Epoch 6 Step: 6749
- 2021-11-17 04:34:12: bpp_ae: [0.451]
- 2021-11-17 04:34:12: bpp_hyper: [0.1138]
- 2021-11-17 04:34:12: bpp: [0.5648]
- 2021-11-17 04:34:12: IoU: [0.6847]
- 2021-11-17 04:34:12: train_zeros:0.019167103
- 2021-11-17 04:34:12: train_ones:0.039320704
- 2021-11-17 04:34:12: train_distortion:0.09682201
- 2021-11-17 04:34:12: train_loss:1.607724
- 2021-11-17 04:37:36: Running time:(mins): 459
- 2021-11-17 04:37:36: ==========Train Epoch 6 Step: 6799
- 2021-11-17 04:37:36: bpp_ae: [0.4448]
- 2021-11-17 04:37:36: bpp_hyper: [0.1131]
- 2021-11-17 04:37:36: bpp: [0.5579]
- 2021-11-17 04:37:36: IoU: [0.6854]
- 2021-11-17 04:37:36: train_zeros:0.023667414
- 2021-11-17 04:37:36: train_ones:0.035903417
- 2021-11-17 04:37:36: train_distortion:0.10690566
- 2021-11-17 04:37:36: train_loss:1.64803
- 2021-11-17 04:40:59: Running time:(mins): 463
- 2021-11-17 04:40:59: ==========Train Epoch 6 Step: 6849
- 2021-11-17 04:40:59: bpp_ae: [0.4554]
- 2021-11-17 04:40:59: bpp_hyper: [0.1183]
- 2021-11-17 04:40:59: bpp: [0.5738]
- 2021-11-17 04:40:59: IoU: [0.6881]
- 2021-11-17 04:40:59: train_zeros:0.025327254
- 2021-11-17 04:40:59: train_ones:0.040383544
- 2021-11-17 04:40:59: train_distortion:0.11636531
- 2021-11-17 04:40:59: train_loss:1.704747
- 2021-11-17 04:44:25: Running time:(mins): 466
- 2021-11-17 04:44:25: ==========Train Epoch 6 Step: 6899
- 2021-11-17 04:44:25: bpp_ae: [0.4519]
- 2021-11-17 04:44:25: bpp_hyper: [0.1126]
- 2021-11-17 04:44:25: bpp: [0.5645]
- 2021-11-17 04:44:25: IoU: [0.6839]
- 2021-11-17 04:44:25: train_zeros:0.026825901
- 2021-11-17 04:44:25: train_ones:0.033921547
- 2021-11-17 04:44:25: train_distortion:0.11439925
- 2021-11-17 04:44:25: train_loss:1.724003
- 2021-11-17 04:47:51: Running time:(mins): 470
- 2021-11-17 04:47:51: ==========Train Epoch 6 Step: 6949
- 2021-11-17 04:47:51: bpp_ae: [0.4584]
- 2021-11-17 04:47:51: bpp_hyper: [0.1174]
- 2021-11-17 04:47:51: bpp: [0.5758]
- 2021-11-17 04:47:51: IoU: [0.6882]
- 2021-11-17 04:47:51: train_zeros:0.032479797
- 2021-11-17 04:47:51: train_ones:0.045364823
- 2021-11-17 04:47:51: train_distortion:0.14280422
- 2021-11-17 04:47:51: train_loss:1.9619111
- 2021-11-17 04:51:11: Running time:(mins): 473
- 2021-11-17 04:51:11: ==========Train Epoch 6 Step: 6999
- 2021-11-17 04:51:11: bpp_ae: [0.4547]
- 2021-11-17 04:51:11: bpp_hyper: [0.1178]
- 2021-11-17 04:51:11: bpp: [0.5725]
- 2021-11-17 04:51:11: IoU: [0.6879]
- 2021-11-17 04:51:11: train_zeros:0.025358547
- 2021-11-17 04:51:11: train_ones:0.03754065
- 2021-11-17 04:51:11: train_distortion:0.113616295
- 2021-11-17 04:51:11: train_loss:1.7161614
- 2021-11-17 04:51:11: Saved model on epoch: 6, for epoch finished.
- 2021-11-17 04:51:11: Testing Files length:12
- 2021-11-17 04:51:40: ==========Test Epoch 7 Step: 0
- 2021-11-17 04:51:40: bpp_ae: [0.4021]
- 2021-11-17 04:51:40: bpp_hyper: [0.0776]
- 2021-11-17 04:51:40: bpp: [0.4797]
- 2021-11-17 04:51:40: IoU: [0.6721]
- 2021-11-17 04:51:40: ========================================
- Training Epoch: 7
- 2021-11-17 04:51:40: alpha:10 beta:3.0
- 2021-11-17 04:51:40: LR:5e-05
- 2021-11-17 04:51:40: Training Files length:1000
- 2021-11-17 04:54:59: Saved model on epoch: 7, global_step: 7049, for better IoU.
- 2021-11-17 04:54:59: Running time:(mins): 477
- 2021-11-17 04:54:59: ==========Train Epoch 7 Step: 7049
- 2021-11-17 04:54:59: bpp_ae: [0.4521]
- 2021-11-17 04:54:59: bpp_hyper: [0.1174]
- 2021-11-17 04:54:59: bpp: [0.5694]
- 2021-11-17 04:54:59: IoU: [0.6915]
- 2021-11-17 04:54:59: train_zeros:0.029515767
- 2021-11-17 04:54:59: train_ones:0.033789624
- 2021-11-17 04:54:59: train_distortion:0.122336924
- 2021-11-17 04:54:59: train_loss:1.8005317
- 2021-11-17 04:58:12: Running time:(mins): 480
- 2021-11-17 04:58:12: ==========Train Epoch 7 Step: 7099
- 2021-11-17 04:58:12: bpp_ae: [0.4527]
- 2021-11-17 04:58:12: bpp_hyper: [0.1154]
- 2021-11-17 04:58:12: bpp: [0.5681]
- 2021-11-17 04:58:12: IoU: [0.6864]
- 2021-11-17 04:58:12: train_zeros:0.038934667
- 2021-11-17 04:58:12: train_ones:0.041572165
- 2021-11-17 04:58:12: train_distortion:0.15837617
- 2021-11-17 04:58:12: train_loss:2.128242
- 2021-11-17 05:01:31: Running time:(mins): 483
- 2021-11-17 05:01:31: ==========Train Epoch 7 Step: 7149
- 2021-11-17 05:01:31: bpp_ae: [0.4529]
- 2021-11-17 05:01:31: bpp_hyper: [0.1151]
- 2021-11-17 05:01:31: bpp: [0.568]
- 2021-11-17 05:01:31: IoU: [0.6897]
- 2021-11-17 05:01:31: train_zeros:0.038701914
- 2021-11-17 05:01:31: train_ones:0.039605305
- 2021-11-17 05:01:31: train_distortion:0.15571105
- 2021-11-17 05:01:31: train_loss:2.1342013
- 2021-11-17 05:04:46: Running time:(mins): 487
- 2021-11-17 05:04:46: ==========Train Epoch 7 Step: 7199
- 2021-11-17 05:04:46: bpp_ae: [0.4568]
- 2021-11-17 05:04:46: bpp_hyper: [0.1135]
- 2021-11-17 05:04:46: bpp: [0.5703]
- 2021-11-17 05:04:46: IoU: [0.6853]
- 2021-11-17 05:04:46: train_zeros:0.04145961
- 2021-11-17 05:04:46: train_ones:0.039565828
- 2021-11-17 05:04:46: train_distortion:0.16394466
- 2021-11-17 05:04:46: train_loss:2.1769185
- 2021-11-17 05:08:14: Running time:(mins): 490
- 2021-11-17 05:08:14: ==========Train Epoch 7 Step: 7249
- 2021-11-17 05:08:14: bpp_ae: [0.4491]
- 2021-11-17 05:08:14: bpp_hyper: [0.115]
- 2021-11-17 05:08:14: bpp: [0.5641]
- 2021-11-17 05:08:14: IoU: [0.6835]
- 2021-11-17 05:08:14: train_zeros:0.044811364
- 2021-11-17 05:08:14: train_ones:0.047348276
- 2021-11-17 05:08:14: train_distortion:0.18178236
- 2021-11-17 05:08:14: train_loss:2.3431678
- 2021-11-17 05:11:32: Saved model on epoch: 7, global_step: 7299, for better IoU.
- 2021-11-17 05:11:32: Running time:(mins): 493
- 2021-11-17 05:11:32: ==========Train Epoch 7 Step: 7299
- 2021-11-17 05:11:32: bpp_ae: [0.4601]
- 2021-11-17 05:11:32: bpp_hyper: [0.1142]
- 2021-11-17 05:11:32: bpp: [0.5742]
- 2021-11-17 05:11:32: IoU: [0.6926]
- 2021-11-17 05:11:32: train_zeros:0.019392831
- 2021-11-17 05:11:32: train_ones:0.036906254
- 2021-11-17 05:11:32: train_distortion:0.09508474
- 2021-11-17 05:11:32: train_loss:1.5497801
- 2021-11-17 05:14:54: Running time:(mins): 497
- 2021-11-17 05:14:54: ==========Train Epoch 7 Step: 7349
- 2021-11-17 05:14:54: bpp_ae: [0.4477]
- 2021-11-17 05:14:54: bpp_hyper: [0.1138]
- 2021-11-17 05:14:54: bpp: [0.5616]
- 2021-11-17 05:14:54: IoU: [0.6888]
- 2021-11-17 05:14:54: train_zeros:0.02260041
- 2021-11-17 05:14:54: train_ones:0.033958577
- 2021-11-17 05:14:54: train_distortion:0.10175981
- 2021-11-17 05:14:54: train_loss:1.5880376
- 2021-11-17 05:18:21: Saved model on epoch: 7, global_step: 7399, for better IoU.
- 2021-11-17 05:18:21: Running time:(mins): 500
- 2021-11-17 05:18:21: ==========Train Epoch 7 Step: 7399
- 2021-11-17 05:18:21: bpp_ae: [0.4621]
- 2021-11-17 05:18:21: bpp_hyper: [0.118]
- 2021-11-17 05:18:21: bpp: [0.5801]
- 2021-11-17 05:18:21: IoU: [0.6954]
- 2021-11-17 05:18:21: train_zeros:0.04383075
- 2021-11-17 05:18:21: train_ones:0.044948295
- 2021-11-17 05:18:21: train_distortion:0.17644054
- 2021-11-17 05:18:21: train_loss:2.2877095
- 2021-11-17 05:21:33: Running time:(mins): 503
- 2021-11-17 05:21:33: ==========Train Epoch 7 Step: 7449
- 2021-11-17 05:21:33: bpp_ae: [0.4513]
- 2021-11-17 05:21:33: bpp_hyper: [0.1125]
- 2021-11-17 05:21:33: bpp: [0.5638]
- 2021-11-17 05:21:33: IoU: [0.6846]
- 2021-11-17 05:21:33: train_zeros:0.028482964
- 2021-11-17 05:21:33: train_ones:0.03932021
- 2021-11-17 05:21:33: train_distortion:0.12476911
- 2021-11-17 05:21:33: train_loss:1.8278084
- 2021-11-17 05:24:49: Running time:(mins): 507
- 2021-11-17 05:24:49: ==========Train Epoch 7 Step: 7499
- 2021-11-17 05:24:49: bpp_ae: [0.4559]
- 2021-11-17 05:24:49: bpp_hyper: [0.1122]
- 2021-11-17 05:24:49: bpp: [0.5681]
- 2021-11-17 05:24:49: IoU: [0.6909]
- 2021-11-17 05:24:49: train_zeros:0.02955955
- 2021-11-17 05:24:49: train_ones:0.032396406
- 2021-11-17 05:24:49: train_distortion:0.12107506
- 2021-11-17 05:24:49: train_loss:1.8040763
- 2021-11-17 05:28:09: Running time:(mins): 510
- 2021-11-17 05:28:09: ==========Train Epoch 7 Step: 7549
- 2021-11-17 05:28:09: bpp_ae: [0.4524]
- 2021-11-17 05:28:09: bpp_hyper: [0.1148]
- 2021-11-17 05:28:09: bpp: [0.5672]
- 2021-11-17 05:28:09: IoU: [0.6909]
- 2021-11-17 05:28:09: train_zeros:0.024553385
- 2021-11-17 05:28:09: train_ones:0.030190704
- 2021-11-17 05:28:09: train_distortion:0.10385086
- 2021-11-17 05:28:09: train_loss:1.6107972
- 2021-11-17 05:31:26: Running time:(mins): 513
- 2021-11-17 05:31:26: ==========Train Epoch 7 Step: 7599
- 2021-11-17 05:31:26: bpp_ae: [0.4464]
- 2021-11-17 05:31:26: bpp_hyper: [0.1117]
- 2021-11-17 05:31:26: bpp: [0.5581]
- 2021-11-17 05:31:26: IoU: [0.6892]
- 2021-11-17 05:31:26: train_zeros:0.051989935
- 2021-11-17 05:31:26: train_ones:0.06391555
- 2021-11-17 05:31:26: train_distortion:0.21988535
- 2021-11-17 05:31:26: train_loss:2.7322206
- 2021-11-17 05:34:41: Running time:(mins): 516
- 2021-11-17 05:34:41: ==========Train Epoch 7 Step: 7649
- 2021-11-17 05:34:41: bpp_ae: [0.4563]
- 2021-11-17 05:34:41: bpp_hyper: [0.1145]
- 2021-11-17 05:34:41: bpp: [0.5708]
- 2021-11-17 05:34:41: IoU: [0.6795]
- 2021-11-17 05:34:41: train_zeros:0.020757897
- 2021-11-17 05:34:41: train_ones:0.04988774
- 2021-11-17 05:34:41: train_distortion:0.11216143
- 2021-11-17 05:34:41: train_loss:1.6646128
- 2021-11-17 05:38:05: Running time:(mins): 520
- 2021-11-17 05:38:05: ==========Train Epoch 7 Step: 7699
- 2021-11-17 05:38:05: bpp_ae: [0.4519]
- 2021-11-17 05:38:05: bpp_hyper: [0.1127]
- 2021-11-17 05:38:05: bpp: [0.5646]
- 2021-11-17 05:38:05: IoU: [0.6887]
- 2021-11-17 05:38:05: train_zeros:0.036403682
- 2021-11-17 05:38:05: train_ones:0.034940436
- 2021-11-17 05:38:05: train_distortion:0.14415148
- 2021-11-17 05:38:05: train_loss:1.9662384
- 2021-11-17 05:41:26: Running time:(mins): 523
- 2021-11-17 05:41:26: ==========Train Epoch 7 Step: 7749
- 2021-11-17 05:41:26: bpp_ae: [0.4588]
- 2021-11-17 05:41:26: bpp_hyper: [0.115]
- 2021-11-17 05:41:26: bpp: [0.5739]
- 2021-11-17 05:41:26: IoU: [0.6903]
- 2021-11-17 05:41:26: train_zeros:0.02666589
- 2021-11-17 05:41:26: train_ones:0.04371175
- 2021-11-17 05:41:26: train_distortion:0.123709425
- 2021-11-17 05:41:26: train_loss:1.8744121
- 2021-11-17 05:44:47: Running time:(mins): 527
- 2021-11-17 05:44:47: ==========Train Epoch 7 Step: 7799
- 2021-11-17 05:44:47: bpp_ae: [0.4581]
- 2021-11-17 05:44:47: bpp_hyper: [0.1204]
- 2021-11-17 05:44:47: bpp: [0.5784]
- 2021-11-17 05:44:47: IoU: [0.6857]
- 2021-11-17 05:44:47: train_zeros:0.04451749
- 2021-11-17 05:44:47: train_ones:0.040823292
- 2021-11-17 05:44:47: train_distortion:0.17437577
- 2021-11-17 05:44:47: train_loss:2.2701495
- 2021-11-17 05:48:06: Running time:(mins): 530
- 2021-11-17 05:48:06: ==========Train Epoch 7 Step: 7849
- 2021-11-17 05:48:06: bpp_ae: [0.5093]
- 2021-11-17 05:48:06: bpp_hyper: [0.1146]
- 2021-11-17 05:48:06: bpp: [0.6239]
- 2021-11-17 05:48:06: IoU: [0.6891]
- 2021-11-17 05:48:06: train_zeros:0.03229998
- 2021-11-17 05:48:06: train_ones:0.038099952
- 2021-11-17 05:48:06: train_distortion:0.1349999
- 2021-11-17 05:48:06: train_loss:1.9533403
- 2021-11-17 05:51:24: Running time:(mins): 533
- 2021-11-17 05:51:24: ==========Train Epoch 7 Step: 7899
- 2021-11-17 05:51:24: bpp_ae: [0.4532]
- 2021-11-17 05:51:24: bpp_hyper: [0.1104]
- 2021-11-17 05:51:24: bpp: [0.5636]
- 2021-11-17 05:51:24: IoU: [0.687]
- 2021-11-17 05:51:24: train_zeros:0.02342001
- 2021-11-17 05:51:24: train_ones:0.042115893
- 2021-11-17 05:51:24: train_distortion:0.11237593
- 2021-11-17 05:51:24: train_loss:1.7057229
- 2021-11-17 05:54:42: Running time:(mins): 536
- 2021-11-17 05:54:42: ==========Train Epoch 7 Step: 7949
- 2021-11-17 05:54:42: bpp_ae: [0.4497]
- 2021-11-17 05:54:42: bpp_hyper: [0.1104]
- 2021-11-17 05:54:42: bpp: [0.5601]
- 2021-11-17 05:54:42: IoU: [0.6864]
- 2021-11-17 05:54:42: train_zeros:0.03174083
- 2021-11-17 05:54:42: train_ones:0.041912578
- 2021-11-17 05:54:42: train_distortion:0.13713506
- 2021-11-17 05:54:42: train_loss:1.951399
- 2021-11-17 05:57:53: Running time:(mins): 540
- 2021-11-17 05:57:53: ==========Train Epoch 7 Step: 7999
- 2021-11-17 05:57:53: bpp_ae: [0.454]
- 2021-11-17 05:57:53: bpp_hyper: [0.1164]
- 2021-11-17 05:57:53: bpp: [0.5704]
- 2021-11-17 05:57:53: IoU: [0.6951]
- 2021-11-17 05:57:53: train_zeros:0.02544458
- 2021-11-17 05:57:53: train_ones:0.046120077
- 2021-11-17 05:57:53: train_distortion:0.122453816
- 2021-11-17 05:57:53: train_loss:1.8355379
- 2021-11-17 05:57:53: Saved model on epoch: 7, for epoch finished.
- 2021-11-17 05:57:53: Testing Files length:12
- 2021-11-17 05:58:26: ==========Test Epoch 8 Step: 0
- 2021-11-17 05:58:26: bpp_ae: [0.3974]
- 2021-11-17 05:58:26: bpp_hyper: [0.0781]
- 2021-11-17 05:58:26: bpp: [0.4755]
- 2021-11-17 05:58:26: IoU: [0.6952]
- 2021-11-17 05:58:26: ========================================
- Training Epoch: 8
- 2021-11-17 05:58:26: alpha:10 beta:3.0
- 2021-11-17 05:58:26: LR:5e-05
- 2021-11-17 05:58:26: Training Files length:1000
- 2021-11-17 06:01:39: Running time:(mins): 543
- 2021-11-17 06:01:39: ==========Train Epoch 8 Step: 8049
- 2021-11-17 06:01:39: bpp_ae: [0.4558]
- 2021-11-17 06:01:39: bpp_hyper: [0.1189]
- 2021-11-17 06:01:39: bpp: [0.5747]
- 2021-11-17 06:01:39: IoU: [0.6841]
- 2021-11-17 06:01:39: train_zeros:0.018994989
- 2021-11-17 06:01:39: train_ones:0.038378347
- 2021-11-17 06:01:39: train_distortion:0.09536332
- 2021-11-17 06:01:39: train_loss:1.5429223
- 2021-11-17 06:04:50: Running time:(mins): 547
- 2021-11-17 06:04:50: ==========Train Epoch 8 Step: 8099
- 2021-11-17 06:04:50: bpp_ae: [0.4538]
- 2021-11-17 06:04:50: bpp_hyper: [0.1137]
- 2021-11-17 06:04:50: bpp: [0.5675]
- 2021-11-17 06:04:50: IoU: [0.6887]
- 2021-11-17 06:04:50: train_zeros:0.02679427
- 2021-11-17 06:04:50: train_ones:0.036879256
- 2021-11-17 06:04:50: train_distortion:0.117262065
- 2021-11-17 06:04:50: train_loss:1.7072104
- 2021-11-17 06:08:02: Running time:(mins): 550
- 2021-11-17 06:08:02: ==========Train Epoch 8 Step: 8149
- 2021-11-17 06:08:02: bpp_ae: [0.4527]
- 2021-11-17 06:08:02: bpp_hyper: [0.1138]
- 2021-11-17 06:08:02: bpp: [0.5665]
- 2021-11-17 06:08:02: IoU: [0.6954]
- 2021-11-17 06:08:02: train_zeros:0.019126268
- 2021-11-17 06:08:02: train_ones:0.040361665
- 2021-11-17 06:08:02: train_distortion:0.09774047
- 2021-11-17 06:08:02: train_loss:1.5691397
- 2021-11-17 06:11:19: Running time:(mins): 553
- 2021-11-17 06:11:19: ==========Train Epoch 8 Step: 8199
- 2021-11-17 06:11:19: bpp_ae: [0.4532]
- 2021-11-17 06:11:19: bpp_hyper: [0.1156]
- 2021-11-17 06:11:19: bpp: [0.5688]
- 2021-11-17 06:11:19: IoU: [0.6859]
- 2021-11-17 06:11:19: train_zeros:0.026113242
- 2021-11-17 06:11:19: train_ones:0.041743666
- 2021-11-17 06:11:19: train_distortion:0.12008339
- 2021-11-17 06:11:19: train_loss:1.7579575
- 2021-11-17 06:14:33: Running time:(mins): 556
- 2021-11-17 06:14:33: ==========Train Epoch 8 Step: 8249
- 2021-11-17 06:14:33: bpp_ae: [0.4475]
- 2021-11-17 06:14:33: bpp_hyper: [0.1155]
- 2021-11-17 06:14:33: bpp: [0.563]
- 2021-11-17 06:14:33: IoU: [0.6911]
- 2021-11-17 06:14:33: train_zeros:0.032247696
- 2021-11-17 06:14:33: train_ones:0.03960176
- 2021-11-17 06:14:33: train_distortion:0.13634485
- 2021-11-17 06:14:33: train_loss:1.9478633
- 2021-11-17 06:17:39: Running time:(mins): 559
- 2021-11-17 06:17:39: ==========Train Epoch 8 Step: 8299
- 2021-11-17 06:17:39: bpp_ae: [0.449]
- 2021-11-17 06:17:39: bpp_hyper: [0.1172]
- 2021-11-17 06:17:39: bpp: [0.5662]
- 2021-11-17 06:17:39: IoU: [0.6892]
- 2021-11-17 06:17:39: train_zeros:0.020502845
- 2021-11-17 06:17:39: train_ones:0.04339309
- 2021-11-17 06:17:39: train_distortion:0.10490163
- 2021-11-17 06:17:39: train_loss:1.6499851
- 2021-11-17 06:20:54: Running time:(mins): 563
- 2021-11-17 06:20:54: ==========Train Epoch 8 Step: 8349
- 2021-11-17 06:20:54: bpp_ae: [0.4504]
- 2021-11-17 06:20:54: bpp_hyper: [0.1152]
- 2021-11-17 06:20:54: bpp: [0.5656]
- 2021-11-17 06:20:54: IoU: [0.6868]
- 2021-11-17 06:20:54: train_zeros:0.030276997
- 2021-11-17 06:20:54: train_ones:0.053841133
- 2021-11-17 06:20:54: train_distortion:0.14467213
- 2021-11-17 06:20:54: train_loss:2.013725
- 2021-11-17 06:24:10: Running time:(mins): 566
- 2021-11-17 06:24:10: ==========Train Epoch 8 Step: 8399
- 2021-11-17 06:24:10: bpp_ae: [0.4496]
- 2021-11-17 06:24:10: bpp_hyper: [0.1119]
- 2021-11-17 06:24:10: bpp: [0.5616]
- 2021-11-17 06:24:10: IoU: [0.6855]
- 2021-11-17 06:24:10: train_zeros:0.028843343
- 2021-11-17 06:24:10: train_ones:0.039364327
- 2021-11-17 06:24:10: train_distortion:0.12589435
- 2021-11-17 06:24:10: train_loss:1.8216779
- 2021-11-17 06:27:20: Running time:(mins): 569
- 2021-11-17 06:27:20: ==========Train Epoch 8 Step: 8449
- 2021-11-17 06:27:20: bpp_ae: [0.4447]
- 2021-11-17 06:27:20: bpp_hyper: [0.1097]
- 2021-11-17 06:27:20: bpp: [0.5544]
- 2021-11-17 06:27:20: IoU: [0.6876]
- 2021-11-17 06:27:20: train_zeros:0.027098736
- 2021-11-17 06:27:20: train_ones:0.037301127
- 2021-11-17 06:27:20: train_distortion:0.11859733
- 2021-11-17 06:27:20: train_loss:1.7432089
- 2021-11-17 06:30:40: Saved model on epoch: 8, global_step: 8499, for better IoU.
- 2021-11-17 06:30:40: Running time:(mins): 572
- 2021-11-17 06:30:40: ==========Train Epoch 8 Step: 8499
- 2021-11-17 06:30:40: bpp_ae: [0.4477]
- 2021-11-17 06:30:40: bpp_hyper: [0.114]
- 2021-11-17 06:30:40: bpp: [0.5618]
- 2021-11-17 06:30:40: IoU: [0.7034]
- 2021-11-17 06:30:40: train_zeros:0.027654033
- 2021-11-17 06:30:40: train_ones:0.047673296
- 2021-11-17 06:30:40: train_distortion:0.1306354
- 2021-11-17 06:30:40: train_loss:1.875745
- 2021-11-17 06:33:52: Running time:(mins): 576
- 2021-11-17 06:33:52: ==========Train Epoch 8 Step: 8549
- 2021-11-17 06:33:52: bpp_ae: [0.4491]
- 2021-11-17 06:33:52: bpp_hyper: [0.1143]
- 2021-11-17 06:33:52: bpp: [0.5633]
- 2021-11-17 06:33:52: IoU: [0.689]
- 2021-11-17 06:33:52: train_zeros:0.034129612
- 2021-11-17 06:33:52: train_ones:0.04221231
- 2021-11-17 06:33:52: train_distortion:0.14460115
- 2021-11-17 06:33:52: train_loss:2.02268
- 2021-11-17 06:37:06: Running time:(mins): 579
- 2021-11-17 06:37:06: ==========Train Epoch 8 Step: 8599
- 2021-11-17 06:37:06: bpp_ae: [0.4443]
- 2021-11-17 06:37:06: bpp_hyper: [0.1117]
- 2021-11-17 06:37:06: bpp: [0.556]
- 2021-11-17 06:37:06: IoU: [0.6871]
- 2021-11-17 06:37:06: train_zeros:0.022618882
- 2021-11-17 06:37:06: train_ones:0.03669664
- 2021-11-17 06:37:06: train_distortion:0.10455328
- 2021-11-17 06:37:06: train_loss:1.6315156
- 2021-11-17 06:40:22: Running time:(mins): 582
- 2021-11-17 06:40:22: ==========Train Epoch 8 Step: 8649
- 2021-11-17 06:40:22: bpp_ae: [0.4424]
- 2021-11-17 06:40:22: bpp_hyper: [0.1143]
- 2021-11-17 06:40:22: bpp: [0.5567]
- 2021-11-17 06:40:22: IoU: [0.6771]
- 2021-11-17 06:40:22: train_zeros:0.031422984
- 2021-11-17 06:40:22: train_ones:0.03480276
- 2021-11-17 06:40:22: train_distortion:0.12907171
- 2021-11-17 06:40:22: train_loss:1.8630362
- 2021-11-17 06:43:36: Running time:(mins): 585
- 2021-11-17 06:43:36: ==========Train Epoch 8 Step: 8699
- 2021-11-17 06:43:36: bpp_ae: [0.446]
- 2021-11-17 06:43:36: bpp_hyper: [0.1163]
- 2021-11-17 06:43:36: bpp: [0.5623]
- 2021-11-17 06:43:36: IoU: [0.6847]
- 2021-11-17 06:43:36: train_zeros:0.03522427
- 2021-11-17 06:43:36: train_ones:0.045431048
- 2021-11-17 06:43:36: train_distortion:0.15110385
- 2021-11-17 06:43:36: train_loss:2.0607548
- 2021-11-17 06:46:48: Running time:(mins): 589
- 2021-11-17 06:46:48: ==========Train Epoch 8 Step: 8749
- 2021-11-17 06:46:48: bpp_ae: [0.4458]
- 2021-11-17 06:46:48: bpp_hyper: [0.1171]
- 2021-11-17 06:46:48: bpp: [0.5629]
- 2021-11-17 06:46:48: IoU: [0.6888]
- 2021-11-17 06:46:48: train_zeros:0.041710954
- 2021-11-17 06:46:48: train_ones:0.030241996
- 2021-11-17 06:46:48: train_distortion:0.15537485
- 2021-11-17 06:46:48: train_loss:2.0754044
- 2021-11-17 06:50:08: Running time:(mins): 592
- 2021-11-17 06:50:08: ==========Train Epoch 8 Step: 8799
- 2021-11-17 06:50:08: bpp_ae: [0.4446]
- 2021-11-17 06:50:08: bpp_hyper: [0.1148]
- 2021-11-17 06:50:08: bpp: [0.5594]
- 2021-11-17 06:50:08: IoU: [0.6845]
- 2021-11-17 06:50:08: train_zeros:0.032310612
- 2021-11-17 06:50:08: train_ones:0.04214124
- 2021-11-17 06:50:08: train_distortion:0.13907307
- 2021-11-17 06:50:08: train_loss:1.914521
- 2021-11-17 06:53:25: Running time:(mins): 595
- 2021-11-17 06:53:25: ==========Train Epoch 8 Step: 8849
- 2021-11-17 06:53:25: bpp_ae: [0.4423]
- 2021-11-17 06:53:25: bpp_hyper: [0.1159]
- 2021-11-17 06:53:25: bpp: [0.5582]
- 2021-11-17 06:53:25: IoU: [0.6919]
- 2021-11-17 06:53:25: train_zeros:0.02576014
- 2021-11-17 06:53:25: train_ones:0.048117258
- 2021-11-17 06:53:25: train_distortion:0.12539768
- 2021-11-17 06:53:25: train_loss:1.8352427
- 2021-11-17 06:56:45: Running time:(mins): 599
- 2021-11-17 06:56:45: ==========Train Epoch 8 Step: 8899
- 2021-11-17 06:56:45: bpp_ae: [0.4494]
- 2021-11-17 06:56:45: bpp_hyper: [0.115]
- 2021-11-17 06:56:45: bpp: [0.5643]
- 2021-11-17 06:56:45: IoU: [0.6899]
- 2021-11-17 06:56:45: train_zeros:0.0454705
- 2021-11-17 06:56:45: train_ones:0.04061204
- 2021-11-17 06:56:45: train_distortion:0.17702353
- 2021-11-17 06:56:45: train_loss:2.2827888
- 2021-11-17 07:00:05: Running time:(mins): 602
- 2021-11-17 07:00:05: ==========Train Epoch 8 Step: 8949
- 2021-11-17 07:00:05: bpp_ae: [0.4477]
- 2021-11-17 07:00:05: bpp_hyper: [0.1148]
- 2021-11-17 07:00:05: bpp: [0.5625]
- 2021-11-17 07:00:05: IoU: [0.689]
- 2021-11-17 07:00:05: train_zeros:0.030073173
- 2021-11-17 07:00:05: train_ones:0.04036896
- 2021-11-17 07:00:05: train_distortion:0.13058847
- 2021-11-17 07:00:05: train_loss:1.8478881
- 2021-11-17 07:03:26: Running time:(mins): 605
- 2021-11-17 07:03:26: ==========Train Epoch 8 Step: 8999
- 2021-11-17 07:03:26: bpp_ae: [0.4491]
- 2021-11-17 07:03:26: bpp_hyper: [0.1136]
- 2021-11-17 07:03:26: bpp: [0.5627]
- 2021-11-17 07:03:26: IoU: [0.6942]
- 2021-11-17 07:03:26: train_zeros:0.029694347
- 2021-11-17 07:03:26: train_ones:0.031961102
- 2021-11-17 07:03:26: train_distortion:0.121044144
- 2021-11-17 07:03:26: train_loss:1.7680612
- 2021-11-17 07:03:26: Saved model on epoch: 8, for epoch finished.
- 2021-11-17 07:03:26: Testing Files length:12
- 2021-11-17 07:03:54: ==========Test Epoch 9 Step: 0
- 2021-11-17 07:03:54: bpp_ae: [0.3906]
- 2021-11-17 07:03:54: bpp_hyper: [0.0792]
- 2021-11-17 07:03:54: bpp: [0.4699]
- 2021-11-17 07:03:54: IoU: [0.6903]
- 2021-11-17 07:03:55: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_8.npz
- 2021-11-17 07:03:55: ========================================
- Training Epoch: 9
- 2021-11-17 07:03:55: alpha:10 beta:3.0
- 2021-11-17 07:03:55: LR:2.5e-05
- 2021-11-17 07:03:55: Training Files length:1000
- 2021-11-17 07:07:14: Saved model on epoch: 9, global_step: 9049, for better IoU.
- 2021-11-17 07:07:14: Running time:(mins): 609
- 2021-11-17 07:07:14: ==========Train Epoch 9 Step: 9049
- 2021-11-17 07:07:14: bpp_ae: [0.4405]
- 2021-11-17 07:07:14: bpp_hyper: [0.1126]
- 2021-11-17 07:07:14: bpp: [0.5531]
- 2021-11-17 07:07:14: IoU: [0.6923]
- 2021-11-17 07:07:14: train_zeros:0.03036512
- 2021-11-17 07:07:14: train_ones:0.045901474
- 2021-11-17 07:07:14: train_distortion:0.13699684
- 2021-11-17 07:07:14: train_loss:1.9072219
- 2021-11-17 07:10:36: Running time:(mins): 612
- 2021-11-17 07:10:36: ==========Train Epoch 9 Step: 9099
- 2021-11-17 07:10:36: bpp_ae: [0.4377]
- 2021-11-17 07:10:36: bpp_hyper: [0.1145]
- 2021-11-17 07:10:36: bpp: [0.5522]
- 2021-11-17 07:10:36: IoU: [0.6854]
- 2021-11-17 07:10:36: train_zeros:0.02658103
- 2021-11-17 07:10:36: train_ones:0.036562536
- 2021-11-17 07:10:36: train_distortion:0.11630562
- 2021-11-17 07:10:36: train_loss:1.745486
- 2021-11-17 07:13:48: Running time:(mins): 616
- 2021-11-17 07:13:48: ==========Train Epoch 9 Step: 9149
- 2021-11-17 07:13:48: bpp_ae: [0.4397]
- 2021-11-17 07:13:48: bpp_hyper: [0.1157]
- 2021-11-17 07:13:48: bpp: [0.5554]
- 2021-11-17 07:13:48: IoU: [0.6913]
- 2021-11-17 07:13:48: train_zeros:0.023542944
- 2021-11-17 07:13:48: train_ones:0.040483553
- 2021-11-17 07:13:48: train_distortion:0.111112386
- 2021-11-17 07:13:48: train_loss:1.6747913
- 2021-11-17 07:17:08: Running time:(mins): 619
- 2021-11-17 07:17:08: ==========Train Epoch 9 Step: 9199
- 2021-11-17 07:17:08: bpp_ae: [0.4453]
- 2021-11-17 07:17:08: bpp_hyper: [0.1146]
- 2021-11-17 07:17:08: bpp: [0.5599]
- 2021-11-17 07:17:08: IoU: [0.6881]
- 2021-11-17 07:17:08: train_zeros:0.02740038
- 2021-11-17 07:17:08: train_ones:0.05162587
- 2021-11-17 07:17:08: train_distortion:0.133827
- 2021-11-17 07:17:08: train_loss:1.9225876
- 2021-11-17 07:20:26: Running time:(mins): 622
- 2021-11-17 07:20:26: ==========Train Epoch 9 Step: 9249
- 2021-11-17 07:20:26: bpp_ae: [0.4406]
- 2021-11-17 07:20:26: bpp_hyper: [0.1129]
- 2021-11-17 07:20:26: bpp: [0.5535]
- 2021-11-17 07:20:26: IoU: [0.686]
- 2021-11-17 07:20:26: train_zeros:0.018217256
- 2021-11-17 07:20:26: train_ones:0.032042973
- 2021-11-17 07:20:26: train_distortion:0.08669474
- 2021-11-17 07:20:26: train_loss:1.4568537
- 2021-11-17 07:23:40: Saved model on epoch: 9, global_step: 9299, for better IoU.
- 2021-11-17 07:23:40: Running time:(mins): 625
- 2021-11-17 07:23:40: ==========Train Epoch 9 Step: 9299
- 2021-11-17 07:23:40: bpp_ae: [0.4411]
- 2021-11-17 07:23:40: bpp_hyper: [0.1129]
- 2021-11-17 07:23:40: bpp: [0.554]
- 2021-11-17 07:23:40: IoU: [0.6952]
- 2021-11-17 07:23:40: train_zeros:0.027989328
- 2021-11-17 07:23:40: train_ones:0.04514695
- 2021-11-17 07:23:40: train_distortion:0.12911493
- 2021-11-17 07:23:40: train_loss:1.8517714
- 2021-11-17 07:26:55: Running time:(mins): 629
- 2021-11-17 07:26:55: ==========Train Epoch 9 Step: 9349
- 2021-11-17 07:26:55: bpp_ae: [0.4414]
- 2021-11-17 07:26:55: bpp_hyper: [0.1109]
- 2021-11-17 07:26:55: bpp: [0.5523]
- 2021-11-17 07:26:55: IoU: [0.691]
- 2021-11-17 07:26:55: train_zeros:0.03628343
- 2021-11-17 07:26:55: train_ones:0.041167848
- 2021-11-17 07:26:55: train_distortion:0.15001813
- 2021-11-17 07:26:55: train_loss:2.0450947
- 2021-11-17 07:30:07: Running time:(mins): 632
- 2021-11-17 07:30:07: ==========Train Epoch 9 Step: 9399
- 2021-11-17 07:30:07: bpp_ae: [0.4424]
- 2021-11-17 07:30:07: bpp_hyper: [0.1112]
- 2021-11-17 07:30:07: bpp: [0.5537]
- 2021-11-17 07:30:07: IoU: [0.6919]
- 2021-11-17 07:30:07: train_zeros:0.037661824
- 2021-11-17 07:30:07: train_ones:0.05259209
- 2021-11-17 07:30:07: train_distortion:0.16557756
- 2021-11-17 07:30:07: train_loss:2.2053103
- 2021-11-17 07:33:23: Running time:(mins): 635
- 2021-11-17 07:33:23: ==========Train Epoch 9 Step: 9449
- 2021-11-17 07:33:23: bpp_ae: [0.439]
- 2021-11-17 07:33:23: bpp_hyper: [0.1101]
- 2021-11-17 07:33:23: bpp: [0.5491]
- 2021-11-17 07:33:23: IoU: [0.6879]
- 2021-11-17 07:33:23: train_zeros:0.034608796
- 2021-11-17 07:33:23: train_ones:0.043767326
- 2021-11-17 07:33:23: train_distortion:0.1475937
- 2021-11-17 07:33:23: train_loss:1.9837804
- 2021-11-17 07:36:38: Running time:(mins): 638
- 2021-11-17 07:36:38: ==========Train Epoch 9 Step: 9499
- 2021-11-17 07:36:38: bpp_ae: [0.4396]
- 2021-11-17 07:36:38: bpp_hyper: [0.1121]
- 2021-11-17 07:36:38: bpp: [0.5517]
- 2021-11-17 07:36:38: IoU: [0.6861]
- 2021-11-17 07:36:38: train_zeros:0.03846141
- 2021-11-17 07:36:38: train_ones:0.042994093
- 2021-11-17 07:36:38: train_distortion:0.15837832
- 2021-11-17 07:36:38: train_loss:2.1504486
- 2021-11-17 07:39:55: Running time:(mins): 642
- 2021-11-17 07:39:55: ==========Train Epoch 9 Step: 9549
- 2021-11-17 07:39:55: bpp_ae: [0.4492]
- 2021-11-17 07:39:55: bpp_hyper: [0.1124]
- 2021-11-17 07:39:55: bpp: [0.5616]
- 2021-11-17 07:39:55: IoU: [0.6934]
- 2021-11-17 07:39:55: train_zeros:0.027668308
- 2021-11-17 07:39:55: train_ones:0.040080562
- 2021-11-17 07:39:55: train_distortion:0.123085484
- 2021-11-17 07:39:55: train_loss:1.8176696
- 2021-11-17 07:43:08: Saved model on epoch: 9, global_step: 9599, for better IoU.
- 2021-11-17 07:43:09: Running time:(mins): 645
- 2021-11-17 07:43:09: ==========Train Epoch 9 Step: 9599
- 2021-11-17 07:43:09: bpp_ae: [0.4528]
- 2021-11-17 07:43:09: bpp_hyper: [0.1139]
- 2021-11-17 07:43:09: bpp: [0.5667]
- 2021-11-17 07:43:09: IoU: [0.6959]
- 2021-11-17 07:43:09: train_zeros:0.035144765
- 2021-11-17 07:43:09: train_ones:0.043574512
- 2021-11-17 07:43:09: train_distortion:0.14900881
- 2021-11-17 07:43:09: train_loss:2.035935
- 2021-11-17 07:46:21: Running time:(mins): 648
- 2021-11-17 07:46:21: ==========Train Epoch 9 Step: 9649
- 2021-11-17 07:46:21: bpp_ae: [0.4447]
- 2021-11-17 07:46:21: bpp_hyper: [0.1118]
- 2021-11-17 07:46:21: bpp: [0.5565]
- 2021-11-17 07:46:21: IoU: [0.6892]
- 2021-11-17 07:46:21: train_zeros:0.022819981
- 2021-11-17 07:46:21: train_ones:0.0439631
- 2021-11-17 07:46:21: train_distortion:0.11242305
- 2021-11-17 07:46:21: train_loss:1.7096945
- 2021-11-17 07:49:32: Saved model on epoch: 9, global_step: 9699, for better IoU.
- 2021-11-17 07:49:32: Running time:(mins): 651
- 2021-11-17 07:49:32: ==========Train Epoch 9 Step: 9699
- 2021-11-17 07:49:32: bpp_ae: [0.4369]
- 2021-11-17 07:49:32: bpp_hyper: [0.1122]
- 2021-11-17 07:49:32: bpp: [0.5491]
- 2021-11-17 07:49:32: IoU: [0.6995]
- 2021-11-17 07:49:32: train_zeros:0.031229062
- 2021-11-17 07:49:32: train_ones:0.037471186
- 2021-11-17 07:49:32: train_distortion:0.13115837
- 2021-11-17 07:49:32: train_loss:1.8672267
- 2021-11-17 07:52:51: Running time:(mins): 655
- 2021-11-17 07:52:51: ==========Train Epoch 9 Step: 9749
- 2021-11-17 07:52:51: bpp_ae: [0.4426]
- 2021-11-17 07:52:51: bpp_hyper: [0.1102]
- 2021-11-17 07:52:51: bpp: [0.5528]
- 2021-11-17 07:52:51: IoU: [0.6954]
- 2021-11-17 07:52:51: train_zeros:0.031326316
- 2021-11-17 07:52:51: train_ones:0.038034786
- 2021-11-17 07:52:51: train_distortion:0.13201374
- 2021-11-17 07:52:51: train_loss:1.8822664
- 2021-11-17 07:56:04: Running time:(mins): 658
- 2021-11-17 07:56:04: ==========Train Epoch 9 Step: 9799
- 2021-11-17 07:56:04: bpp_ae: [0.4369]
- 2021-11-17 07:56:04: bpp_hyper: [0.1132]
- 2021-11-17 07:56:04: bpp: [0.5501]
- 2021-11-17 07:56:04: IoU: [0.6893]
- 2021-11-17 07:56:04: train_zeros:0.024081156
- 2021-11-17 07:56:04: train_ones:0.03908867
- 2021-11-17 07:56:04: train_distortion:0.11133213
- 2021-11-17 07:56:04: train_loss:1.6675119
- 2021-11-17 07:59:20: Running time:(mins): 661
- 2021-11-17 07:59:20: ==========Train Epoch 9 Step: 9849
- 2021-11-17 07:59:20: bpp_ae: [0.4371]
- 2021-11-17 07:59:20: bpp_hyper: [0.1125]
- 2021-11-17 07:59:20: bpp: [0.5497]
- 2021-11-17 07:59:20: IoU: [0.6893]
- 2021-11-17 07:59:20: train_zeros:0.02550192
- 2021-11-17 07:59:20: train_ones:0.042913787
- 2021-11-17 07:59:20: train_distortion:0.119419545
- 2021-11-17 07:59:20: train_loss:1.7416036
- 2021-11-17 08:02:38: Running time:(mins): 664
- 2021-11-17 08:02:38: ==========Train Epoch 9 Step: 9899
- 2021-11-17 08:02:38: bpp_ae: [0.4448]
- 2021-11-17 08:02:38: bpp_hyper: [0.1116]
- 2021-11-17 08:02:38: bpp: [0.5564]
- 2021-11-17 08:02:38: IoU: [0.6916]
- 2021-11-17 08:02:38: train_zeros:0.023394225
- 2021-11-17 08:02:38: train_ones:0.03556194
- 2021-11-17 08:02:38: train_distortion:0.105744615
- 2021-11-17 08:02:38: train_loss:1.6338605
- 2021-11-17 08:05:53: Running time:(mins): 668
- 2021-11-17 08:05:53: ==========Train Epoch 9 Step: 9949
- 2021-11-17 08:05:53: bpp_ae: [0.4451]
- 2021-11-17 08:05:53: bpp_hyper: [0.1145]
- 2021-11-17 08:05:53: bpp: [0.5596]
- 2021-11-17 08:05:53: IoU: [0.6895]
- 2021-11-17 08:05:53: train_zeros:0.031320475
- 2021-11-17 08:05:53: train_ones:0.041383334
- 2021-11-17 08:05:53: train_distortion:0.13534476
- 2021-11-17 08:05:53: train_loss:1.9027146
- 2021-11-17 08:09:06: Running time:(mins): 671
- 2021-11-17 08:09:06: ==========Train Epoch 9 Step: 9999
- 2021-11-17 08:09:06: bpp_ae: [0.4442]
- 2021-11-17 08:09:06: bpp_hyper: [0.1128]
- 2021-11-17 08:09:06: bpp: [0.5569]
- 2021-11-17 08:09:06: IoU: [0.6888]
- 2021-11-17 08:09:06: train_zeros:0.03355168
- 2021-11-17 08:09:06: train_ones:0.04319028
- 2021-11-17 08:09:06: train_distortion:0.14384533
- 2021-11-17 08:09:06: train_loss:1.9733989
- 2021-11-17 08:09:06: Saved model on epoch: 9, for epoch finished.
- 2021-11-17 08:09:06: Testing Files length:12
- 2021-11-17 08:09:33: ==========Test Epoch 10 Step: 0
- 2021-11-17 08:09:33: bpp_ae: [0.4033]
- 2021-11-17 08:09:33: bpp_hyper: [0.0822]
- 2021-11-17 08:09:33: bpp: [0.4855]
- 2021-11-17 08:09:33: IoU: [0.679]
- 2021-11-17 08:09:33: ========================================
- Training Epoch: 10
- 2021-11-17 08:09:33: alpha:10 beta:3.0
- 2021-11-17 08:09:33: LR:2.5e-05
- 2021-11-17 08:09:33: Training Files length:1000
- 2021-11-17 08:12:51: Running time:(mins): 675
- 2021-11-17 08:12:51: ==========Train Epoch 10 Step: 10049
- 2021-11-17 08:12:51: bpp_ae: [0.443]
- 2021-11-17 08:12:51: bpp_hyper: [0.1131]
- 2021-11-17 08:12:51: bpp: [0.5561]
- 2021-11-17 08:12:51: IoU: [0.6898]
- 2021-11-17 08:12:51: train_zeros:0.023874803
- 2021-11-17 08:12:51: train_ones:0.037787978
- 2021-11-17 08:12:51: train_distortion:0.10941239
- 2021-11-17 08:12:51: train_loss:1.6302378
- 2021-11-17 08:16:05: Running time:(mins): 678
- 2021-11-17 08:16:05: ==========Train Epoch 10 Step: 10099
- 2021-11-17 08:16:05: bpp_ae: [0.4461]
- 2021-11-17 08:16:05: bpp_hyper: [0.1141]
- 2021-11-17 08:16:05: bpp: [0.5602]
- 2021-11-17 08:16:05: IoU: [0.6896]
- 2021-11-17 08:16:05: train_zeros:0.031137267
- 2021-11-17 08:16:05: train_ones:0.044086903
- 2021-11-17 08:16:05: train_distortion:0.1374987
- 2021-11-17 08:16:05: train_loss:1.9161203
- 2021-11-17 08:19:28: Running time:(mins): 681
- 2021-11-17 08:19:28: ==========Train Epoch 10 Step: 10149
- 2021-11-17 08:19:28: bpp_ae: [0.4422]
- 2021-11-17 08:19:28: bpp_hyper: [0.1106]
- 2021-11-17 08:19:28: bpp: [0.5528]
- 2021-11-17 08:19:28: IoU: [0.6932]
- 2021-11-17 08:19:28: train_zeros:0.027751753
- 2021-11-17 08:19:28: train_ones:0.035664856
- 2021-11-17 08:19:28: train_distortion:0.11892012
- 2021-11-17 08:19:28: train_loss:1.7416466
- 2021-11-17 08:22:51: Running time:(mins): 685
- 2021-11-17 08:22:51: ==========Train Epoch 10 Step: 10199
- 2021-11-17 08:22:51: bpp_ae: [0.4371]
- 2021-11-17 08:22:51: bpp_hyper: [0.1109]
- 2021-11-17 08:22:51: bpp: [0.5481]
- 2021-11-17 08:22:51: IoU: [0.6829]
- 2021-11-17 08:22:51: train_zeros:0.021683918
- 2021-11-17 08:22:51: train_ones:0.04746532
- 2021-11-17 08:22:51: train_distortion:0.112517074
- 2021-11-17 08:22:51: train_loss:1.6686332
- 2021-11-17 08:26:06: Running time:(mins): 688
- 2021-11-17 08:26:06: ==========Train Epoch 10 Step: 10249
- 2021-11-17 08:26:06: bpp_ae: [0.443]
- 2021-11-17 08:26:06: bpp_hyper: [0.1126]
- 2021-11-17 08:26:06: bpp: [0.5556]
- 2021-11-17 08:26:06: IoU: [0.6925]
- 2021-11-17 08:26:06: train_zeros:0.035710845
- 2021-11-17 08:26:06: train_ones:0.037985533
- 2021-11-17 08:26:06: train_distortion:0.14511807
- 2021-11-17 08:26:06: train_loss:1.9864211
- 2021-11-17 08:29:21: Running time:(mins): 691
- 2021-11-17 08:29:21: ==========Train Epoch 10 Step: 10299
- 2021-11-17 08:29:21: bpp_ae: [0.4399]
- 2021-11-17 08:29:21: bpp_hyper: [0.1114]
- 2021-11-17 08:29:21: bpp: [0.5513]
- 2021-11-17 08:29:21: IoU: [0.6853]
- 2021-11-17 08:29:21: train_zeros:0.037023887
- 2021-11-17 08:29:21: train_ones:0.038352415
- 2021-11-17 08:29:21: train_distortion:0.14942408
- 2021-11-17 08:29:21: train_loss:2.0265017
- 2021-11-17 08:32:50: Running time:(mins): 695
- 2021-11-17 08:32:50: ==========Train Epoch 10 Step: 10349
- 2021-11-17 08:32:50: bpp_ae: [0.4424]
- 2021-11-17 08:32:50: bpp_hyper: [0.1122]
- 2021-11-17 08:32:50: bpp: [0.5546]
- 2021-11-17 08:32:50: IoU: [0.6847]
- 2021-11-17 08:32:50: train_zeros:0.026548313
- 2021-11-17 08:32:50: train_ones:0.032790173
- 2021-11-17 08:32:50: train_distortion:0.11243512
- 2021-11-17 08:32:50: train_loss:1.6326383
- 2021-11-17 08:36:10: Running time:(mins): 698
- 2021-11-17 08:36:10: ==========Train Epoch 10 Step: 10399
- 2021-11-17 08:36:10: bpp_ae: [0.4378]
- 2021-11-17 08:36:10: bpp_hyper: [0.1129]
- 2021-11-17 08:36:10: bpp: [0.5507]
- 2021-11-17 08:36:10: IoU: [0.6888]
- 2021-11-17 08:36:10: train_zeros:0.03315877
- 2021-11-17 08:36:10: train_ones:0.040472914
- 2021-11-17 08:36:10: train_distortion:0.13994923
- 2021-11-17 08:36:10: train_loss:1.9454302
- 2021-11-17 08:39:34: Running time:(mins): 701
- 2021-11-17 08:39:34: ==========Train Epoch 10 Step: 10449
- 2021-11-17 08:39:34: bpp_ae: [0.4462]
- 2021-11-17 08:39:34: bpp_hyper: [0.1143]
- 2021-11-17 08:39:34: bpp: [0.5605]
- 2021-11-17 08:39:34: IoU: [0.69]
- 2021-11-17 08:39:34: train_zeros:0.020515846
- 2021-11-17 08:39:34: train_ones:0.053911883
- 2021-11-17 08:39:34: train_distortion:0.11545943
- 2021-11-17 08:39:34: train_loss:1.7800881
- 2021-11-17 08:42:43: Running time:(mins): 705
- 2021-11-17 08:42:43: ==========Train Epoch 10 Step: 10499
- 2021-11-17 08:42:43: bpp_ae: [0.4428]
- 2021-11-17 08:42:43: bpp_hyper: [0.1092]
- 2021-11-17 08:42:43: bpp: [0.5519]
- 2021-11-17 08:42:43: IoU: [0.692]
- 2021-11-17 08:42:43: train_zeros:0.028795786
- 2021-11-17 08:42:43: train_ones:0.041812606
- 2021-11-17 08:42:43: train_distortion:0.12819996
- 2021-11-17 08:42:43: train_loss:1.8194973
- 2021-11-17 08:45:56: Running time:(mins): 708
- 2021-11-17 08:45:56: ==========Train Epoch 10 Step: 10549
- 2021-11-17 08:45:56: bpp_ae: [0.4403]
- 2021-11-17 08:45:56: bpp_hyper: [0.1099]
- 2021-11-17 08:45:56: bpp: [0.5503]
- 2021-11-17 08:45:56: IoU: [0.6898]
- 2021-11-17 08:45:56: train_zeros:0.02763288
- 2021-11-17 08:45:56: train_ones:0.040932186
- 2021-11-17 08:45:56: train_distortion:0.123830825
- 2021-11-17 08:45:56: train_loss:1.8594785
- 2021-11-17 08:49:10: Running time:(mins): 711
- 2021-11-17 08:49:10: ==========Train Epoch 10 Step: 10599
- 2021-11-17 08:49:10: bpp_ae: [0.4459]
- 2021-11-17 08:49:10: bpp_hyper: [0.1138]
- 2021-11-17 08:49:10: bpp: [0.5597]
- 2021-11-17 08:49:10: IoU: [0.6925]
- 2021-11-17 08:49:10: train_zeros:0.029678354
- 2021-11-17 08:49:10: train_ones:0.04237545
- 2021-11-17 08:49:10: train_distortion:0.13141051
- 2021-11-17 08:49:10: train_loss:1.873561
- 2021-11-17 08:52:29: Running time:(mins): 714
- 2021-11-17 08:52:29: ==========Train Epoch 10 Step: 10649
- 2021-11-17 08:52:29: bpp_ae: [0.4395]
- 2021-11-17 08:52:29: bpp_hyper: [0.1131]
- 2021-11-17 08:52:29: bpp: [0.5526]
- 2021-11-17 08:52:29: IoU: [0.6928]
- 2021-11-17 08:52:29: train_zeros:0.04861003
- 2021-11-17 08:52:29: train_ones:0.05238821
- 2021-11-17 08:52:29: train_distortion:0.1982183
- 2021-11-17 08:52:29: train_loss:2.4940643
- 2021-11-17 08:55:40: Running time:(mins): 717
- 2021-11-17 08:55:40: ==========Train Epoch 10 Step: 10699
- 2021-11-17 08:55:40: bpp_ae: [0.4372]
- 2021-11-17 08:55:40: bpp_hyper: [0.1131]
- 2021-11-17 08:55:40: bpp: [0.5503]
- 2021-11-17 08:55:40: IoU: [0.693]
- 2021-11-17 08:55:40: train_zeros:0.03817674
- 2021-11-17 08:55:40: train_ones:0.04098214
- 2021-11-17 08:55:40: train_distortion:0.15551236
- 2021-11-17 08:55:40: train_loss:2.075707
- 2021-11-17 08:59:02: Running time:(mins): 721
- 2021-11-17 08:59:02: ==========Train Epoch 10 Step: 10749
- 2021-11-17 08:59:02: bpp_ae: [0.4401]
- 2021-11-17 08:59:02: bpp_hyper: [0.1151]
- 2021-11-17 08:59:02: bpp: [0.5552]
- 2021-11-17 08:59:02: IoU: [0.696]
- 2021-11-17 08:59:02: train_zeros:0.032620158
- 2021-11-17 08:59:02: train_ones:0.033019193
- 2021-11-17 08:59:02: train_distortion:0.13087967
- 2021-11-17 08:59:02: train_loss:1.8835127
- 2021-11-17 09:02:19: Running time:(mins): 724
- 2021-11-17 09:02:19: ==========Train Epoch 10 Step: 10799
- 2021-11-17 09:02:19: bpp_ae: [0.442]
- 2021-11-17 09:02:19: bpp_hyper: [0.1129]
- 2021-11-17 09:02:19: bpp: [0.5549]
- 2021-11-17 09:02:19: IoU: [0.697]
- 2021-11-17 09:02:19: train_zeros:0.03771432
- 2021-11-17 09:02:19: train_ones:0.036587488
- 2021-11-17 09:02:19: train_distortion:0.14973046
- 2021-11-17 09:02:19: train_loss:2.0332203
- 2021-11-17 09:05:40: Running time:(mins): 727
- 2021-11-17 09:05:40: ==========Train Epoch 10 Step: 10849
- 2021-11-17 09:05:40: bpp_ae: [0.445]
- 2021-11-17 09:05:40: bpp_hyper: [0.1148]
- 2021-11-17 09:05:40: bpp: [0.5599]
- 2021-11-17 09:05:40: IoU: [0.6909]
- 2021-11-17 09:05:40: train_zeros:0.024411406
- 2021-11-17 09:05:40: train_ones:0.040952407
- 2021-11-17 09:05:40: train_distortion:0.11418662
- 2021-11-17 09:05:40: train_loss:1.7179399
- 2021-11-17 09:09:00: Running time:(mins): 731
- 2021-11-17 09:09:00: ==========Train Epoch 10 Step: 10899
- 2021-11-17 09:09:00: bpp_ae: [0.4422]
- 2021-11-17 09:09:00: bpp_hyper: [0.1142]
- 2021-11-17 09:09:00: bpp: [0.5564]
- 2021-11-17 09:09:00: IoU: [0.6922]
- 2021-11-17 09:09:00: train_zeros:0.026780343
- 2021-11-17 09:09:00: train_ones:0.04142309
- 2021-11-17 09:09:00: train_distortion:0.121764116
- 2021-11-17 09:09:00: train_loss:1.7668462
- 2021-11-17 09:12:17: Running time:(mins): 734
- 2021-11-17 09:12:17: ==========Train Epoch 10 Step: 10949
- 2021-11-17 09:12:17: bpp_ae: [0.436]
- 2021-11-17 09:12:17: bpp_hyper: [0.1141]
- 2021-11-17 09:12:17: bpp: [0.5501]
- 2021-11-17 09:12:17: IoU: [0.6803]
- 2021-11-17 09:12:17: train_zeros:0.029209858
- 2021-11-17 09:12:17: train_ones:0.037444502
- 2021-11-17 09:12:17: train_distortion:0.12507407
- 2021-11-17 09:12:17: train_loss:1.7934082
- 2021-11-17 09:15:33: Running time:(mins): 737
- 2021-11-17 09:15:33: ==========Train Epoch 10 Step: 10999
- 2021-11-17 09:15:33: bpp_ae: [0.4434]
- 2021-11-17 09:15:33: bpp_hyper: [0.1161]
- 2021-11-17 09:15:33: bpp: [0.5595]
- 2021-11-17 09:15:33: IoU: [0.6916]
- 2021-11-17 09:15:33: train_zeros:0.028080268
- 2021-11-17 09:15:33: train_ones:0.05035941
- 2021-11-17 09:15:33: train_distortion:0.1346002
- 2021-11-17 09:15:33: train_loss:1.9313056
- 2021-11-17 09:15:33: Saved model on epoch: 10, for epoch finished.
- 2021-11-17 09:15:33: Testing Files length:12
- 2021-11-17 09:16:01: ==========Test Epoch 11 Step: 0
- 2021-11-17 09:16:01: bpp_ae: [0.4021]
- 2021-11-17 09:16:01: bpp_hyper: [0.0811]
- 2021-11-17 09:16:01: bpp: [0.4832]
- 2021-11-17 09:16:01: IoU: [0.6837]
- 2021-11-17 09:16:01: ========================================
- Training Epoch: 11
- 2021-11-17 09:16:01: alpha:10 beta:3.0
- 2021-11-17 09:16:01: LR:2.5e-05
- 2021-11-17 09:16:01: Training Files length:1000
- 2021-11-17 09:19:15: Running time:(mins): 741
- 2021-11-17 09:19:16: ==========Train Epoch 11 Step: 11049
- 2021-11-17 09:19:16: bpp_ae: [0.4419]
- 2021-11-17 09:19:16: bpp_hyper: [0.1111]
- 2021-11-17 09:19:16: bpp: [0.553]
- 2021-11-17 09:19:16: IoU: [0.6856]
- 2021-11-17 09:19:16: train_zeros:0.031008434
- 2021-11-17 09:19:16: train_ones:0.05741584
- 2021-11-17 09:19:16: train_distortion:0.15044114
- 2021-11-17 09:19:16: train_loss:2.1221073
- 2021-11-17 09:22:25: Running time:(mins): 744
- 2021-11-17 09:22:25: ==========Train Epoch 11 Step: 11099
- 2021-11-17 09:22:25: bpp_ae: [0.4436]
- 2021-11-17 09:22:25: bpp_hyper: [0.1116]
- 2021-11-17 09:22:25: bpp: [0.5552]
- 2021-11-17 09:22:25: IoU: [0.6845]
- 2021-11-17 09:22:25: train_zeros:0.024811959
- 2021-11-17 09:22:25: train_ones:0.04705351
- 2021-11-17 09:22:25: train_distortion:0.12148938
- 2021-11-17 09:22:25: train_loss:1.7815609
- 2021-11-17 09:25:38: Running time:(mins): 747
- 2021-11-17 09:25:38: ==========Train Epoch 11 Step: 11149
- 2021-11-17 09:25:38: bpp_ae: [0.4391]
- 2021-11-17 09:25:38: bpp_hyper: [0.1122]
- 2021-11-17 09:25:38: bpp: [0.5513]
- 2021-11-17 09:25:38: IoU: [0.6873]
- 2021-11-17 09:25:38: train_zeros:0.03157094
- 2021-11-17 09:25:38: train_ones:0.040272098
- 2021-11-17 09:25:38: train_distortion:0.13498493
- 2021-11-17 09:25:38: train_loss:1.8584293
- 2021-11-17 09:28:55: Running time:(mins): 751
- 2021-11-17 09:28:55: ==========Train Epoch 11 Step: 11199
- 2021-11-17 09:28:55: bpp_ae: [0.4461]
- 2021-11-17 09:28:55: bpp_hyper: [0.1162]
- 2021-11-17 09:28:55: bpp: [0.5623]
- 2021-11-17 09:28:55: IoU: [0.6936]
- 2021-11-17 09:28:55: train_zeros:0.026127655
- 2021-11-17 09:28:55: train_ones:0.033503532
- 2021-11-17 09:28:55: train_distortion:0.1118865
- 2021-11-17 09:28:55: train_loss:1.6894532
- 2021-11-17 09:32:15: Running time:(mins): 754
- 2021-11-17 09:32:15: ==========Train Epoch 11 Step: 11249
- 2021-11-17 09:32:15: bpp_ae: [0.4386]
- 2021-11-17 09:32:15: bpp_hyper: [0.1155]
- 2021-11-17 09:32:15: bpp: [0.554]
- 2021-11-17 09:32:15: IoU: [0.6897]
- 2021-11-17 09:32:15: train_zeros:0.018960392
- 2021-11-17 09:32:15: train_ones:0.0427266
- 2021-11-17 09:32:15: train_distortion:0.09960777
- 2021-11-17 09:32:15: train_loss:1.5379372
- 2021-11-17 09:35:36: Running time:(mins): 757
- 2021-11-17 09:35:36: ==========Train Epoch 11 Step: 11299
- 2021-11-17 09:35:36: bpp_ae: [0.4416]
- 2021-11-17 09:35:36: bpp_hyper: [0.1143]
- 2021-11-17 09:35:36: bpp: [0.5559]
- 2021-11-17 09:35:36: IoU: [0.6931]
- 2021-11-17 09:35:36: train_zeros:0.031896077
- 2021-11-17 09:35:36: train_ones:0.045337416
- 2021-11-17 09:35:36: train_distortion:0.14102565
- 2021-11-17 09:35:36: train_loss:1.9630566
- 2021-11-17 09:38:53: Running time:(mins): 761
- 2021-11-17 09:38:53: ==========Train Epoch 11 Step: 11349
- 2021-11-17 09:38:53: bpp_ae: [0.4432]
- 2021-11-17 09:38:53: bpp_hyper: [0.114]
- 2021-11-17 09:38:53: bpp: [0.5571]
- 2021-11-17 09:38:53: IoU: [0.6892]
- 2021-11-17 09:38:53: train_zeros:0.022210626
- 2021-11-17 09:38:53: train_ones:0.037056096
- 2021-11-17 09:38:53: train_distortion:0.10368797
- 2021-11-17 09:38:53: train_loss:1.5864133
- 2021-11-17 09:42:06: Running time:(mins): 764
- 2021-11-17 09:42:06: ==========Train Epoch 11 Step: 11399
- 2021-11-17 09:42:06: bpp_ae: [0.4354]
- 2021-11-17 09:42:06: bpp_hyper: [0.1102]
- 2021-11-17 09:42:06: bpp: [0.5456]
- 2021-11-17 09:42:06: IoU: [0.6899]
- 2021-11-17 09:42:06: train_zeros:0.030238107
- 2021-11-17 09:42:06: train_ones:0.03528301
- 2021-11-17 09:42:06: train_distortion:0.12599733
- 2021-11-17 09:42:06: train_loss:1.8243415
- 2021-11-17 09:45:24: Running time:(mins): 767
- 2021-11-17 09:45:24: ==========Train Epoch 11 Step: 11449
- 2021-11-17 09:45:24: bpp_ae: [0.437]
- 2021-11-17 09:45:24: bpp_hyper: [0.1134]
- 2021-11-17 09:45:24: bpp: [0.5503]
- 2021-11-17 09:45:24: IoU: [0.6958]
- 2021-11-17 09:45:24: train_zeros:0.02726584
- 2021-11-17 09:45:24: train_ones:0.04229586
- 2021-11-17 09:45:24: train_distortion:0.124093376
- 2021-11-17 09:45:24: train_loss:1.7386813
- 2021-11-17 09:48:47: Running time:(mins): 771
- 2021-11-17 09:48:47: ==========Train Epoch 11 Step: 11499
- 2021-11-17 09:48:47: bpp_ae: [0.4408]
- 2021-11-17 09:48:47: bpp_hyper: [0.1118]
- 2021-11-17 09:48:47: bpp: [0.5526]
- 2021-11-17 09:48:47: IoU: [0.6911]
- 2021-11-17 09:48:47: train_zeros:0.029121581
- 2021-11-17 09:48:47: train_ones:0.037033435
- 2021-11-17 09:48:47: train_distortion:0.12439819
- 2021-11-17 09:48:47: train_loss:1.8442981
- 2021-11-17 09:52:04: Running time:(mins): 774
- 2021-11-17 09:52:04: ==========Train Epoch 11 Step: 11549
- 2021-11-17 09:52:04: bpp_ae: [0.4422]
- 2021-11-17 09:52:04: bpp_hyper: [0.1102]
- 2021-11-17 09:52:04: bpp: [0.5524]
- 2021-11-17 09:52:04: IoU: [0.686]
- 2021-11-17 09:52:04: train_zeros:0.030445151
- 2021-11-17 09:52:04: train_ones:0.048595604
- 2021-11-17 09:52:04: train_distortion:0.13993105
- 2021-11-17 09:52:04: train_loss:1.952601
- 2021-11-17 09:55:24: Running time:(mins): 777
- 2021-11-17 09:55:24: ==========Train Epoch 11 Step: 11599
- 2021-11-17 09:55:24: bpp_ae: [0.4393]
- 2021-11-17 09:55:24: bpp_hyper: [0.1132]
- 2021-11-17 09:55:24: bpp: [0.5524]
- 2021-11-17 09:55:24: IoU: [0.679]
- 2021-11-17 09:55:24: train_zeros:0.021277482
- 2021-11-17 09:55:24: train_ones:0.043758422
- 2021-11-17 09:55:24: train_distortion:0.10759087
- 2021-11-17 09:55:24: train_loss:1.6335182
- 2021-11-17 09:58:45: Running time:(mins): 781
- 2021-11-17 09:58:45: ==========Train Epoch 11 Step: 11649
- 2021-11-17 09:58:45: bpp_ae: [0.4416]
- 2021-11-17 09:58:45: bpp_hyper: [0.1115]
- 2021-11-17 09:58:45: bpp: [0.5531]
- 2021-11-17 09:58:45: IoU: [0.6932]
- 2021-11-17 09:58:45: train_zeros:0.03763036
- 2021-11-17 09:58:45: train_ones:0.041826904
- 2021-11-17 09:58:45: train_distortion:0.15471798
- 2021-11-17 09:58:45: train_loss:2.106617
- 2021-11-17 10:02:11: Running time:(mins): 784
- 2021-11-17 10:02:11: ==========Train Epoch 11 Step: 11699
- 2021-11-17 10:02:11: bpp_ae: [0.4354]
- 2021-11-17 10:02:11: bpp_hyper: [0.1101]
- 2021-11-17 10:02:11: bpp: [0.5454]
- 2021-11-17 10:02:11: IoU: [0.6942]
- 2021-11-17 10:02:11: train_zeros:0.045623317
- 2021-11-17 10:02:11: train_ones:0.04711019
- 2021-11-17 10:02:11: train_distortion:0.18398014
- 2021-11-17 10:02:11: train_loss:2.3455377
- 2021-11-17 10:05:31: Running time:(mins): 787
- 2021-11-17 10:05:31: ==========Train Epoch 11 Step: 11749
- 2021-11-17 10:05:31: bpp_ae: [0.4683]
- 2021-11-17 10:05:31: bpp_hyper: [0.1088]
- 2021-11-17 10:05:31: bpp: [0.5772]
- 2021-11-17 10:05:31: IoU: [0.6905]
- 2021-11-17 10:05:31: train_zeros:0.026270887
- 2021-11-17 10:05:31: train_ones:0.034023333
- 2021-11-17 10:05:31: train_distortion:0.11283599
- 2021-11-17 10:05:31: train_loss:1.7062609
- 2021-11-17 10:08:53: Saved model on epoch: 11, global_step: 11799, for better IoU.
- 2021-11-17 10:08:53: Running time:(mins): 791
- 2021-11-17 10:08:53: ==========Train Epoch 11 Step: 11799
- 2021-11-17 10:08:53: bpp_ae: [0.4446]
- 2021-11-17 10:08:53: bpp_hyper: [0.1123]
- 2021-11-17 10:08:53: bpp: [0.5568]
- 2021-11-17 10:08:53: IoU: [0.7002]
- 2021-11-17 10:08:53: train_zeros:0.023001995
- 2021-11-17 10:08:53: train_ones:0.038423862
- 2021-11-17 10:08:53: train_distortion:0.10742985
- 2021-11-17 10:08:53: train_loss:1.6275144
- 2021-11-17 10:12:12: Running time:(mins): 794
- 2021-11-17 10:12:12: ==========Train Epoch 11 Step: 11849
- 2021-11-17 10:12:12: bpp_ae: [0.4375]
- 2021-11-17 10:12:12: bpp_hyper: [0.1083]
- 2021-11-17 10:12:12: bpp: [0.5458]
- 2021-11-17 10:12:12: IoU: [0.6897]
- 2021-11-17 10:12:12: train_zeros:0.041728802
- 2021-11-17 10:12:12: train_ones:0.04034075
- 2021-11-17 10:12:12: train_distortion:0.16552716
- 2021-11-17 10:12:12: train_loss:2.1473978
- 2021-11-17 10:15:32: Running time:(mins): 797
- 2021-11-17 10:15:32: ==========Train Epoch 11 Step: 11899
- 2021-11-17 10:15:32: bpp_ae: [0.4422]
- 2021-11-17 10:15:32: bpp_hyper: [0.1157]
- 2021-11-17 10:15:32: bpp: [0.558]
- 2021-11-17 10:15:32: IoU: [0.6874]
- 2021-11-17 10:15:32: train_zeros:0.04487514
- 2021-11-17 10:15:32: train_ones:0.03723039
- 2021-11-17 10:15:32: train_distortion:0.1718558
- 2021-11-17 10:15:32: train_loss:2.2387505
- 2021-11-17 10:18:46: Running time:(mins): 801
- 2021-11-17 10:18:46: ==========Train Epoch 11 Step: 11949
- 2021-11-17 10:18:46: bpp_ae: [0.4404]
- 2021-11-17 10:18:46: bpp_hyper: [0.117]
- 2021-11-17 10:18:46: bpp: [0.5574]
- 2021-11-17 10:18:46: IoU: [0.6943]
- 2021-11-17 10:18:46: train_zeros:0.02555134
- 2021-11-17 10:18:46: train_ones:0.037864823
- 2021-11-17 10:18:46: train_distortion:0.114518836
- 2021-11-17 10:18:46: train_loss:1.6651189
- 2021-11-17 10:22:05: Running time:(mins): 804
- 2021-11-17 10:22:05: ==========Train Epoch 11 Step: 11999
- 2021-11-17 10:22:05: bpp_ae: [0.4401]
- 2021-11-17 10:22:05: bpp_hyper: [0.1118]
- 2021-11-17 10:22:05: bpp: [0.5519]
- 2021-11-17 10:22:05: IoU: [0.6933]
- 2021-11-17 10:22:05: train_zeros:0.02371412
- 2021-11-17 10:22:05: train_ones:0.034200173
- 2021-11-17 10:22:05: train_distortion:0.10534254
- 2021-11-17 10:22:05: train_loss:1.6280276
- 2021-11-17 10:22:05: Saved model on epoch: 11, for epoch finished.
- 2021-11-17 10:22:05: Testing Files length:12
- 2021-11-17 10:22:32: ==========Test Epoch 12 Step: 0
- 2021-11-17 10:22:32: bpp_ae: [0.391]
- 2021-11-17 10:22:32: bpp_hyper: [0.0806]
- 2021-11-17 10:22:32: bpp: [0.4716]
- 2021-11-17 10:22:32: IoU: [0.7057]
- 2021-11-17 10:22:33: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_11.npz
- 2021-11-17 10:22:33: ========================================
- Training Epoch: 12
- 2021-11-17 10:22:33: alpha:10 beta:3.0
- 2021-11-17 10:22:33: LR:1.2e-05
- 2021-11-17 10:22:33: Training Files length:1000
- 2021-11-17 10:25:50: Saved model on epoch: 12, global_step: 12049, for better IoU.
- 2021-11-17 10:25:51: Running time:(mins): 808
- 2021-11-17 10:25:51: ==========Train Epoch 12 Step: 12049
- 2021-11-17 10:25:51: bpp_ae: [0.4346]
- 2021-11-17 10:25:51: bpp_hyper: [0.1119]
- 2021-11-17 10:25:51: bpp: [0.5465]
- 2021-11-17 10:25:51: IoU: [0.6895]
- 2021-11-17 10:25:51: train_zeros:0.026671689
- 2021-11-17 10:25:51: train_ones:0.033092085
- 2021-11-17 10:25:51: train_distortion:0.113107145
- 2021-11-17 10:25:51: train_loss:1.6611456
- 2021-11-17 10:29:22: Saved model on epoch: 12, global_step: 12099, for better IoU.
- 2021-11-17 10:29:22: Running time:(mins): 811
- 2021-11-17 10:29:22: ==========Train Epoch 12 Step: 12099
- 2021-11-17 10:29:22: bpp_ae: [0.444]
- 2021-11-17 10:29:22: bpp_hyper: [0.1124]
- 2021-11-17 10:29:22: bpp: [0.5564]
- 2021-11-17 10:29:22: IoU: [0.6951]
- 2021-11-17 10:29:22: train_zeros:0.015813226
- 2021-11-17 10:29:22: train_ones:0.040783804
- 2021-11-17 10:29:22: train_distortion:0.08822349
- 2021-11-17 10:29:22: train_loss:1.4548007
- 2021-11-17 10:32:38: Running time:(mins): 814
- 2021-11-17 10:32:38: ==========Train Epoch 12 Step: 12149
- 2021-11-17 10:32:38: bpp_ae: [0.4351]
- 2021-11-17 10:32:38: bpp_hyper: [0.1113]
- 2021-11-17 10:32:38: bpp: [0.5465]
- 2021-11-17 10:32:38: IoU: [0.6904]
- 2021-11-17 10:32:38: train_zeros:0.026273016
- 2021-11-17 10:32:38: train_ones:0.03895615
- 2021-11-17 10:32:38: train_distortion:0.1177752
- 2021-11-17 10:32:38: train_loss:1.746934
- 2021-11-17 10:35:50: Running time:(mins): 818
- 2021-11-17 10:35:50: ==========Train Epoch 12 Step: 12199
- 2021-11-17 10:35:50: bpp_ae: [0.4423]
- 2021-11-17 10:35:50: bpp_hyper: [0.1137]
- 2021-11-17 10:35:50: bpp: [0.556]
- 2021-11-17 10:35:50: IoU: [0.69]
- 2021-11-17 10:35:50: train_zeros:0.022157228
- 2021-11-17 10:35:50: train_ones:0.034911625
- 2021-11-17 10:35:50: train_distortion:0.101383306
- 2021-11-17 10:35:50: train_loss:1.5852221
- 2021-11-17 10:39:11: Running time:(mins): 821
- 2021-11-17 10:39:11: ==========Train Epoch 12 Step: 12249
- 2021-11-17 10:39:11: bpp_ae: [0.4422]
- 2021-11-17 10:39:11: bpp_hyper: [0.1126]
- 2021-11-17 10:39:11: bpp: [0.5549]
- 2021-11-17 10:39:11: IoU: [0.6906]
- 2021-11-17 10:39:11: train_zeros:0.03648763
- 2021-11-17 10:39:11: train_ones:0.036335174
- 2021-11-17 10:39:11: train_distortion:0.14579807
- 2021-11-17 10:39:11: train_loss:2.0036588
- 2021-11-17 10:42:31: Saved model on epoch: 12, global_step: 12299, for better IoU.
- 2021-11-17 10:42:31: Running time:(mins): 824
- 2021-11-17 10:42:31: ==========Train Epoch 12 Step: 12299
- 2021-11-17 10:42:31: bpp_ae: [0.4849]
- 2021-11-17 10:42:31: bpp_hyper: [0.1106]
- 2021-11-17 10:42:31: bpp: [0.5955]
- 2021-11-17 10:42:31: IoU: [0.7001]
- 2021-11-17 10:42:31: train_zeros:0.025597658
- 2021-11-17 10:42:31: train_ones:0.033377726
- 2021-11-17 10:42:31: train_distortion:0.11017069
- 2021-11-17 10:42:31: train_loss:1.6395365
- 2021-11-17 10:45:50: Running time:(mins): 828
- 2021-11-17 10:45:50: ==========Train Epoch 12 Step: 12349
- 2021-11-17 10:45:50: bpp_ae: [0.4409]
- 2021-11-17 10:45:50: bpp_hyper: [0.112]
- 2021-11-17 10:45:50: bpp: [0.5529]
- 2021-11-17 10:45:50: IoU: [0.6926]
- 2021-11-17 10:45:50: train_zeros:0.020374995
- 2021-11-17 10:45:50: train_ones:0.0398404
- 2021-11-17 10:45:50: train_distortion:0.10096538
- 2021-11-17 10:45:50: train_loss:1.6069167
- 2021-11-17 10:49:05: Running time:(mins): 831
- 2021-11-17 10:49:05: ==========Train Epoch 12 Step: 12399
- 2021-11-17 10:49:05: bpp_ae: [0.4321]
- 2021-11-17 10:49:05: bpp_hyper: [0.1113]
- 2021-11-17 10:49:05: bpp: [0.5434]
- 2021-11-17 10:49:05: IoU: [0.6905]
- 2021-11-17 10:49:05: train_zeros:0.028490016
- 2021-11-17 10:49:05: train_ones:0.043564796
- 2021-11-17 10:49:05: train_distortion:0.12903485
- 2021-11-17 10:49:05: train_loss:1.8308315
- 2021-11-17 10:52:15: Running time:(mins): 834
- 2021-11-17 10:52:15: ==========Train Epoch 12 Step: 12449
- 2021-11-17 10:52:15: bpp_ae: [0.441]
- 2021-11-17 10:52:15: bpp_hyper: [0.1103]
- 2021-11-17 10:52:15: bpp: [0.5513]
- 2021-11-17 10:52:15: IoU: [0.6882]
- 2021-11-17 10:52:15: train_zeros:0.038839743
- 2021-11-17 10:52:15: train_ones:0.04383927
- 2021-11-17 10:52:15: train_distortion:0.16035849
- 2021-11-17 10:52:15: train_loss:2.173605
- 2021-11-17 10:55:27: Running time:(mins): 837
- 2021-11-17 10:55:27: ==========Train Epoch 12 Step: 12499
- 2021-11-17 10:55:27: bpp_ae: [0.4397]
- 2021-11-17 10:55:27: bpp_hyper: [0.1153]
- 2021-11-17 10:55:27: bpp: [0.555]
- 2021-11-17 10:55:27: IoU: [0.6942]
- 2021-11-17 10:55:27: train_zeros:0.034626175
- 2021-11-17 10:55:27: train_ones:0.03837044
- 2021-11-17 10:55:27: train_distortion:0.14224897
- 2021-11-17 10:55:27: train_loss:1.9883142
- 2021-11-17 10:58:40: Running time:(mins): 840
- 2021-11-17 10:58:40: ==========Train Epoch 12 Step: 12549
- 2021-11-17 10:58:40: bpp_ae: [0.4358]
- 2021-11-17 10:58:40: bpp_hyper: [0.1083]
- 2021-11-17 10:58:40: bpp: [0.544]
- 2021-11-17 10:58:40: IoU: [0.6801]
- 2021-11-17 10:58:40: train_zeros:0.038742095
- 2021-11-17 10:58:40: train_ones:0.045521505
- 2021-11-17 10:58:40: train_distortion:0.16174778
- 2021-11-17 10:58:40: train_loss:2.1805253
- 2021-11-17 11:01:56: Running time:(mins): 844
- 2021-11-17 11:01:56: ==========Train Epoch 12 Step: 12599
- 2021-11-17 11:01:56: bpp_ae: [0.4437]
- 2021-11-17 11:01:56: bpp_hyper: [0.1145]
- 2021-11-17 11:01:56: bpp: [0.5582]
- 2021-11-17 11:01:56: IoU: [0.6941]
- 2021-11-17 11:01:56: train_zeros:0.025360351
- 2021-11-17 11:01:56: train_ones:0.03798558
- 2021-11-17 11:01:56: train_distortion:0.11406663
- 2021-11-17 11:01:56: train_loss:1.701071
- 2021-11-17 11:05:08: Running time:(mins): 847
- 2021-11-17 11:05:08: ==========Train Epoch 12 Step: 12649
- 2021-11-17 11:05:08: bpp_ae: [0.4376]
- 2021-11-17 11:05:08: bpp_hyper: [0.1089]
- 2021-11-17 11:05:08: bpp: [0.5465]
- 2021-11-17 11:05:08: IoU: [0.693]
- 2021-11-17 11:05:08: train_zeros:0.026055956
- 2021-11-17 11:05:08: train_ones:0.042512752
- 2021-11-17 11:05:08: train_distortion:0.12068062
- 2021-11-17 11:05:08: train_loss:1.7268509
- 2021-11-17 11:08:33: Running time:(mins): 850
- 2021-11-17 11:08:33: ==========Train Epoch 12 Step: 12699
- 2021-11-17 11:08:33: bpp_ae: [0.4392]
- 2021-11-17 11:08:33: bpp_hyper: [0.1129]
- 2021-11-17 11:08:33: bpp: [0.5521]
- 2021-11-17 11:08:33: IoU: [0.6923]
- 2021-11-17 11:08:33: train_zeros:0.026781224
- 2021-11-17 11:08:33: train_ones:0.03688999
- 2021-11-17 11:08:33: train_distortion:0.117233664
- 2021-11-17 11:08:33: train_loss:1.7221668
- 2021-11-17 11:11:56: Running time:(mins): 854
- 2021-11-17 11:11:56: ==========Train Epoch 12 Step: 12749
- 2021-11-17 11:11:56: bpp_ae: [0.4418]
- 2021-11-17 11:11:56: bpp_hyper: [0.1146]
- 2021-11-17 11:11:56: bpp: [0.5564]
- 2021-11-17 11:11:56: IoU: [0.6979]
- 2021-11-17 11:11:56: train_zeros:0.022128291
- 2021-11-17 11:11:56: train_ones:0.034088373
- 2021-11-17 11:11:56: train_distortion:0.10047325
- 2021-11-17 11:11:56: train_loss:1.599959
- 2021-11-17 11:15:08: Running time:(mins): 857
- 2021-11-17 11:15:08: ==========Train Epoch 12 Step: 12799
- 2021-11-17 11:15:08: bpp_ae: [0.4366]
- 2021-11-17 11:15:08: bpp_hyper: [0.1102]
- 2021-11-17 11:15:08: bpp: [0.5468]
- 2021-11-17 11:15:08: IoU: [0.6944]
- 2021-11-17 11:15:08: train_zeros:0.041357003
- 2021-11-17 11:15:08: train_ones:0.038259644
- 2021-11-17 11:15:08: train_distortion:0.16233066
- 2021-11-17 11:15:08: train_loss:2.1225948
- 2021-11-17 11:18:34: Running time:(mins): 860
- 2021-11-17 11:18:34: ==========Train Epoch 12 Step: 12849
- 2021-11-17 11:18:34: bpp_ae: [0.4349]
- 2021-11-17 11:18:34: bpp_hyper: [0.112]
- 2021-11-17 11:18:34: bpp: [0.5469]
- 2021-11-17 11:18:34: IoU: [0.6969]
- 2021-11-17 11:18:34: train_zeros:0.052445654
- 2021-11-17 11:18:34: train_ones:0.04361149
- 2021-11-17 11:18:34: train_distortion:0.20094845
- 2021-11-17 11:18:34: train_loss:2.5096874
- 2021-11-17 11:21:54: Running time:(mins): 864
- 2021-11-17 11:21:54: ==========Train Epoch 12 Step: 12899
- 2021-11-17 11:21:54: bpp_ae: [0.4416]
- 2021-11-17 11:21:54: bpp_hyper: [0.1151]
- 2021-11-17 11:21:54: bpp: [0.5567]
- 2021-11-17 11:21:54: IoU: [0.6894]
- 2021-11-17 11:21:54: train_zeros:0.036248446
- 2021-11-17 11:21:54: train_ones:0.038594045
- 2021-11-17 11:21:54: train_distortion:0.14733937
- 2021-11-17 11:21:54: train_loss:2.0114055
- 2021-11-17 11:25:07: Running time:(mins): 867
- 2021-11-17 11:25:07: ==========Train Epoch 12 Step: 12949
- 2021-11-17 11:25:07: bpp_ae: [0.4359]
- 2021-11-17 11:25:07: bpp_hyper: [0.1126]
- 2021-11-17 11:25:07: bpp: [0.5485]
- 2021-11-17 11:25:07: IoU: [0.6868]
- 2021-11-17 11:25:07: train_zeros:0.03336779
- 2021-11-17 11:25:07: train_ones:0.03129768
- 2021-11-17 11:25:07: train_distortion:0.13140105
- 2021-11-17 11:25:07: train_loss:1.859068
- 2021-11-17 11:28:36: Running time:(mins): 870
- 2021-11-17 11:28:36: ==========Train Epoch 12 Step: 12999
- 2021-11-17 11:28:36: bpp_ae: [0.4441]
- 2021-11-17 11:28:36: bpp_hyper: [0.113]
- 2021-11-17 11:28:36: bpp: [0.5571]
- 2021-11-17 11:28:36: IoU: [0.6936]
- 2021-11-17 11:28:36: train_zeros:0.026569888
- 2021-11-17 11:28:36: train_ones:0.029988864
- 2021-11-17 11:28:36: train_distortion:0.10969853
- 2021-11-17 11:28:36: train_loss:1.6303824
- 2021-11-17 11:28:36: Saved model on epoch: 12, for epoch finished.
- 2021-11-17 11:28:36: Testing Files length:12
- 2021-11-17 11:29:05: ==========Test Epoch 13 Step: 0
- 2021-11-17 11:29:05: bpp_ae: [0.4055]
- 2021-11-17 11:29:05: bpp_hyper: [0.0818]
- 2021-11-17 11:29:05: bpp: [0.4873]
- 2021-11-17 11:29:05: IoU: [0.6828]
- 2021-11-17 11:29:05: ========================================
- Training Epoch: 13
- 2021-11-17 11:29:05: alpha:10 beta:3.0
- 2021-11-17 11:29:05: LR:1.2e-05
- 2021-11-17 11:29:05: Training Files length:1000
- 2021-11-17 11:32:29: Running time:(mins): 874
- 2021-11-17 11:32:29: ==========Train Epoch 13 Step: 13049
- 2021-11-17 11:32:29: bpp_ae: [0.4342]
- 2021-11-17 11:32:29: bpp_hyper: [0.1123]
- 2021-11-17 11:32:29: bpp: [0.5465]
- 2021-11-17 11:32:29: IoU: [0.6898]
- 2021-11-17 11:32:29: train_zeros:0.034113172
- 2021-11-17 11:32:29: train_ones:0.049222153
- 2021-11-17 11:32:29: train_distortion:0.15156168
- 2021-11-17 11:32:29: train_loss:2.0623114
- 2021-11-17 11:35:44: Saved model on epoch: 13, global_step: 13099, for better IoU.
- 2021-11-17 11:35:44: Running time:(mins): 878
- 2021-11-17 11:35:44: ==========Train Epoch 13 Step: 13099
- 2021-11-17 11:35:44: bpp_ae: [0.44]
- 2021-11-17 11:35:44: bpp_hyper: [0.1123]
- 2021-11-17 11:35:44: bpp: [0.5523]
- 2021-11-17 11:35:44: IoU: [0.7005]
- 2021-11-17 11:35:44: train_zeros:0.028730193
- 2021-11-17 11:35:44: train_ones:0.03903166
- 2021-11-17 11:35:44: train_distortion:0.12522224
- 2021-11-17 11:35:44: train_loss:1.8266369
- 2021-11-17 11:38:58: Saved model on epoch: 13, global_step: 13149, for better IoU.
- 2021-11-17 11:38:58: Running time:(mins): 881
- 2021-11-17 11:38:58: ==========Train Epoch 13 Step: 13149
- 2021-11-17 11:38:58: bpp_ae: [0.4366]
- 2021-11-17 11:38:58: bpp_hyper: [0.1131]
- 2021-11-17 11:38:58: bpp: [0.5497]
- 2021-11-17 11:38:58: IoU: [0.7013]
- 2021-11-17 11:38:58: train_zeros:0.022547014
- 2021-11-17 11:38:58: train_ones:0.03737347
- 2021-11-17 11:38:58: train_distortion:0.10501451
- 2021-11-17 11:38:58: train_loss:1.6053306
- 2021-11-17 11:42:11: Running time:(mins): 884
- 2021-11-17 11:42:11: ==========Train Epoch 13 Step: 13199
- 2021-11-17 11:42:11: bpp_ae: [0.4365]
- 2021-11-17 11:42:11: bpp_hyper: [0.1115]
- 2021-11-17 11:42:11: bpp: [0.548]
- 2021-11-17 11:42:11: IoU: [0.6861]
- 2021-11-17 11:42:11: train_zeros:0.040609155
- 2021-11-17 11:42:11: train_ones:0.039883826
- 2021-11-17 11:42:11: train_distortion:0.16171129
- 2021-11-17 11:42:11: train_loss:2.1431615
- 2021-11-17 11:45:23: Running time:(mins): 887
- 2021-11-17 11:45:23: ==========Train Epoch 13 Step: 13249
- 2021-11-17 11:45:23: bpp_ae: [0.4377]
- 2021-11-17 11:45:23: bpp_hyper: [0.1112]
- 2021-11-17 11:45:23: bpp: [0.549]
- 2021-11-17 11:45:23: IoU: [0.699]
- 2021-11-17 11:45:23: train_zeros:0.02922284
- 2021-11-17 11:45:23: train_ones:0.03875378
- 2021-11-17 11:45:23: train_distortion:0.1264223
- 2021-11-17 11:45:23: train_loss:1.8010333
- 2021-11-17 11:48:39: Running time:(mins): 890
- 2021-11-17 11:48:39: ==========Train Epoch 13 Step: 13299
- 2021-11-17 11:48:39: bpp_ae: [0.4362]
- 2021-11-17 11:48:39: bpp_hyper: [0.1112]
- 2021-11-17 11:48:39: bpp: [0.5474]
- 2021-11-17 11:48:39: IoU: [0.69]
- 2021-11-17 11:48:39: train_zeros:0.028749503
- 2021-11-17 11:48:39: train_ones:0.04094322
- 2021-11-17 11:48:39: train_distortion:0.12719172
- 2021-11-17 11:48:39: train_loss:1.8173913
- 2021-11-17 11:51:52: Running time:(mins): 894
- 2021-11-17 11:51:52: ==========Train Epoch 13 Step: 13349
- 2021-11-17 11:51:52: bpp_ae: [0.4442]
- 2021-11-17 11:51:52: bpp_hyper: [0.1177]
- 2021-11-17 11:51:52: bpp: [0.5619]
- 2021-11-17 11:51:52: IoU: [0.7]
- 2021-11-17 11:51:52: train_zeros:0.024706164
- 2021-11-17 11:51:52: train_ones:0.039514285
- 2021-11-17 11:51:52: train_distortion:0.11363278
- 2021-11-17 11:51:52: train_loss:1.7198524
- 2021-11-17 11:55:06: Running time:(mins): 897
- 2021-11-17 11:55:06: ==========Train Epoch 13 Step: 13399
- 2021-11-17 11:55:06: bpp_ae: [0.4303]
- 2021-11-17 11:55:06: bpp_hyper: [0.1096]
- 2021-11-17 11:55:06: bpp: [0.5399]
- 2021-11-17 11:55:06: IoU: [0.6904]
- 2021-11-17 11:55:06: train_zeros:0.024764325
- 2021-11-17 11:55:06: train_ones:0.042499058
- 2021-11-17 11:55:06: train_distortion:0.11679203
- 2021-11-17 11:55:06: train_loss:1.7376952
- 2021-11-17 11:58:19: Running time:(mins): 900
- 2021-11-17 11:58:19: ==========Train Epoch 13 Step: 13449
- 2021-11-17 11:58:19: bpp_ae: [0.4375]
- 2021-11-17 11:58:19: bpp_hyper: [0.1111]
- 2021-11-17 11:58:19: bpp: [0.5486]
- 2021-11-17 11:58:19: IoU: [0.6932]
- 2021-11-17 11:58:19: train_zeros:0.037505347
- 2021-11-17 11:58:19: train_ones:0.038530655
- 2021-11-17 11:58:19: train_distortion:0.1510467
- 2021-11-17 11:58:19: train_loss:2.063553
- 2021-11-17 12:01:35: Running time:(mins): 903
- 2021-11-17 12:01:35: ==========Train Epoch 13 Step: 13499
- 2021-11-17 12:01:35: bpp_ae: [0.4383]
- 2021-11-17 12:01:35: bpp_hyper: [0.1125]
- 2021-11-17 12:01:35: bpp: [0.5508]
- 2021-11-17 12:01:35: IoU: [0.6949]
- 2021-11-17 12:01:35: train_zeros:0.031830914
- 2021-11-17 12:01:35: train_ones:0.031669453
- 2021-11-17 12:01:35: train_distortion:0.12716219
- 2021-11-17 12:01:35: train_loss:1.8295254
- 2021-11-17 12:04:51: Running time:(mins): 907
- 2021-11-17 12:04:51: ==========Train Epoch 13 Step: 13549
- 2021-11-17 12:04:51: bpp_ae: [0.4371]
- 2021-11-17 12:04:51: bpp_hyper: [0.1125]
- 2021-11-17 12:04:51: bpp: [0.5496]
- 2021-11-17 12:04:51: IoU: [0.694]
- 2021-11-17 12:04:51: train_zeros:0.027366854
- 2021-11-17 12:04:51: train_ones:0.03666699
- 2021-11-17 12:04:51: train_distortion:0.11876755
- 2021-11-17 12:04:51: train_loss:1.7441949
- 2021-11-17 12:08:05: Running time:(mins): 910
- 2021-11-17 12:08:05: ==========Train Epoch 13 Step: 13599
- 2021-11-17 12:08:05: bpp_ae: [0.442]
- 2021-11-17 12:08:05: bpp_hyper: [0.1131]
- 2021-11-17 12:08:05: bpp: [0.5552]
- 2021-11-17 12:08:05: IoU: [0.695]
- 2021-11-17 12:08:05: train_zeros:0.03879245
- 2021-11-17 12:08:05: train_ones:0.054665517
- 2021-11-17 12:08:05: train_distortion:0.17104287
- 2021-11-17 12:08:05: train_loss:2.2634544
- 2021-11-17 12:11:29: Running time:(mins): 913
- 2021-11-17 12:11:29: ==========Train Epoch 13 Step: 13649
- 2021-11-17 12:11:29: bpp_ae: [0.435]
- 2021-11-17 12:11:29: bpp_hyper: [0.1135]
- 2021-11-17 12:11:29: bpp: [0.5485]
- 2021-11-17 12:11:29: IoU: [0.6936]
- 2021-11-17 12:11:29: train_zeros:0.035368524
- 2021-11-17 12:11:29: train_ones:0.04259504
- 2021-11-17 12:11:29: train_distortion:0.14870061
- 2021-11-17 12:11:29: train_loss:2.0324945
- 2021-11-17 12:14:50: Running time:(mins): 917
- 2021-11-17 12:14:50: ==========Train Epoch 13 Step: 13699
- 2021-11-17 12:14:50: bpp_ae: [0.4375]
- 2021-11-17 12:14:50: bpp_hyper: [0.1126]
- 2021-11-17 12:14:50: bpp: [0.55]
- 2021-11-17 12:14:50: IoU: [0.6988]
- 2021-11-17 12:14:50: train_zeros:0.030654302
- 2021-11-17 12:14:50: train_ones:0.03275582
- 2021-11-17 12:14:50: train_distortion:0.124718726
- 2021-11-17 12:14:50: train_loss:1.7674181
- 2021-11-17 12:18:20: Running time:(mins): 920
- 2021-11-17 12:18:20: ==========Train Epoch 13 Step: 13749
- 2021-11-17 12:18:20: bpp_ae: [0.4362]
- 2021-11-17 12:18:20: bpp_hyper: [0.1139]
- 2021-11-17 12:18:20: bpp: [0.5502]
- 2021-11-17 12:18:20: IoU: [0.6995]
- 2021-11-17 12:18:20: train_zeros:0.022531599
- 2021-11-17 12:18:20: train_ones:0.035014145
- 2021-11-17 12:18:20: train_distortion:0.10260894
- 2021-11-17 12:18:20: train_loss:1.606497
- 2021-11-17 12:21:34: Running time:(mins): 923
- 2021-11-17 12:21:34: ==========Train Epoch 13 Step: 13799
- 2021-11-17 12:21:34: bpp_ae: [0.4399]
- 2021-11-17 12:21:34: bpp_hyper: [0.1134]
- 2021-11-17 12:21:34: bpp: [0.5532]
- 2021-11-17 12:21:34: IoU: [0.6872]
- 2021-11-17 12:21:34: train_zeros:0.03781748
- 2021-11-17 12:21:34: train_ones:0.041506063
- 2021-11-17 12:21:34: train_distortion:0.1549585
- 2021-11-17 12:21:34: train_loss:2.0880704
- 2021-11-17 12:25:01: Running time:(mins): 927
- 2021-11-17 12:25:01: ==========Train Epoch 13 Step: 13849
- 2021-11-17 12:25:01: bpp_ae: [0.4423]
- 2021-11-17 12:25:01: bpp_hyper: [0.1121]
- 2021-11-17 12:25:01: bpp: [0.5544]
- 2021-11-17 12:25:01: IoU: [0.6935]
- 2021-11-17 12:25:01: train_zeros:0.035149705
- 2021-11-17 12:25:01: train_ones:0.03575494
- 2021-11-17 12:25:01: train_distortion:0.14120406
- 2021-11-17 12:25:01: train_loss:1.9522114
- 2021-11-17 12:28:26: Running time:(mins): 930
- 2021-11-17 12:28:26: ==========Train Epoch 13 Step: 13899
- 2021-11-17 12:28:26: bpp_ae: [0.4411]
- 2021-11-17 12:28:26: bpp_hyper: [0.1128]
- 2021-11-17 12:28:26: bpp: [0.5539]
- 2021-11-17 12:28:26: IoU: [0.6966]
- 2021-11-17 12:28:26: train_zeros:0.028195783
- 2021-11-17 12:28:26: train_ones:0.032520592
- 2021-11-17 12:28:26: train_distortion:0.11710794
- 2021-11-17 12:28:26: train_loss:1.7195306
- 2021-11-17 12:31:40: Running time:(mins): 933
- 2021-11-17 12:31:40: ==========Train Epoch 13 Step: 13949
- 2021-11-17 12:31:40: bpp_ae: [0.4374]
- 2021-11-17 12:31:40: bpp_hyper: [0.1095]
- 2021-11-17 12:31:40: bpp: [0.5469]
- 2021-11-17 12:31:40: IoU: [0.6888]
- 2021-11-17 12:31:40: train_zeros:0.024607236
- 2021-11-17 12:31:40: train_ones:0.047682166
- 2021-11-17 12:31:40: train_distortion:0.121503875
- 2021-11-17 12:31:40: train_loss:1.8200988
- 2021-11-17 12:34:56: Running time:(mins): 937
- 2021-11-17 12:34:56: ==========Train Epoch 13 Step: 13999
- 2021-11-17 12:34:56: bpp_ae: [0.4359]
- 2021-11-17 12:34:56: bpp_hyper: [0.11]
- 2021-11-17 12:34:56: bpp: [0.5459]
- 2021-11-17 12:34:56: IoU: [0.696]
- 2021-11-17 12:34:56: train_zeros:0.01977302
- 2021-11-17 12:34:56: train_ones:0.032833464
- 2021-11-17 12:34:56: train_distortion:0.09215252
- 2021-11-17 12:34:56: train_loss:1.4840581
- 2021-11-17 12:34:56: Saved model on epoch: 13, for epoch finished.
- 2021-11-17 12:34:56: Testing Files length:12
- 2021-11-17 12:35:22: ==========Test Epoch 14 Step: 0
- 2021-11-17 12:35:22: bpp_ae: [0.3984]
- 2021-11-17 12:35:22: bpp_hyper: [0.0808]
- 2021-11-17 12:35:22: bpp: [0.4792]
- 2021-11-17 12:35:22: IoU: [0.6972]
- 2021-11-17 12:35:22: ========================================
- Training Epoch: 14
- 2021-11-17 12:35:22: alpha:10 beta:3.0
- 2021-11-17 12:35:22: LR:1.2e-05
- 2021-11-17 12:35:22: Training Files length:1000
- 2021-11-17 12:38:36: Running time:(mins): 940
- 2021-11-17 12:38:36: ==========Train Epoch 14 Step: 14049
- 2021-11-17 12:38:36: bpp_ae: [0.4383]
- 2021-11-17 12:38:36: bpp_hyper: [0.1122]
- 2021-11-17 12:38:36: bpp: [0.5505]
- 2021-11-17 12:38:36: IoU: [0.6993]
- 2021-11-17 12:38:36: train_zeros:0.026955632
- 2021-11-17 12:38:36: train_ones:0.038357522
- 2021-11-17 12:38:36: train_distortion:0.119224414
- 2021-11-17 12:38:36: train_loss:1.7486104
- 2021-11-17 12:41:52: Running time:(mins): 944
- 2021-11-17 12:41:52: ==========Train Epoch 14 Step: 14099
- 2021-11-17 12:41:52: bpp_ae: [0.4326]
- 2021-11-17 12:41:52: bpp_hyper: [0.1124]
- 2021-11-17 12:41:52: bpp: [0.545]
- 2021-11-17 12:41:52: IoU: [0.6973]
- 2021-11-17 12:41:52: train_zeros:0.02301028
- 2021-11-17 12:41:52: train_ones:0.039922595
- 2021-11-17 12:41:52: train_distortion:0.10895343
- 2021-11-17 12:41:52: train_loss:1.670749
- 2021-11-17 12:45:02: Running time:(mins): 947
- 2021-11-17 12:45:02: ==========Train Epoch 14 Step: 14149
- 2021-11-17 12:45:02: bpp_ae: [0.4359]
- 2021-11-17 12:45:02: bpp_hyper: [0.112]
- 2021-11-17 12:45:02: bpp: [0.5479]
- 2021-11-17 12:45:02: IoU: [0.6862]
- 2021-11-17 12:45:02: train_zeros:0.03558198
- 2021-11-17 12:45:02: train_ones:0.046934962
- 2021-11-17 12:45:02: train_distortion:0.1536809
- 2021-11-17 12:45:02: train_loss:2.0565324
- 2021-11-17 12:48:22: Running time:(mins): 950
- 2021-11-17 12:48:22: ==========Train Epoch 14 Step: 14199
- 2021-11-17 12:48:22: bpp_ae: [0.4369]
- 2021-11-17 12:48:22: bpp_hyper: [0.1108]
- 2021-11-17 12:48:22: bpp: [0.5476]
- 2021-11-17 12:48:22: IoU: [0.6953]
- 2021-11-17 12:48:22: train_zeros:0.032172907
- 2021-11-17 12:48:22: train_ones:0.040490262
- 2021-11-17 12:48:22: train_distortion:0.137009
- 2021-11-17 12:48:22: train_loss:1.9343559
- 2021-11-17 12:51:46: Running time:(mins): 954
- 2021-11-17 12:51:46: ==========Train Epoch 14 Step: 14249
- 2021-11-17 12:51:46: bpp_ae: [0.439]
- 2021-11-17 12:51:46: bpp_hyper: [0.1123]
- 2021-11-17 12:51:46: bpp: [0.5514]
- 2021-11-17 12:51:46: IoU: [0.7002]
- 2021-11-17 12:51:46: train_zeros:0.023368498
- 2021-11-17 12:51:46: train_ones:0.038426865
- 2021-11-17 12:51:46: train_distortion:0.108532354
- 2021-11-17 12:51:46: train_loss:1.6336216
- 2021-11-17 12:55:00: Running time:(mins): 957
- 2021-11-17 12:55:00: ==========Train Epoch 14 Step: 14299
- 2021-11-17 12:55:00: bpp_ae: [0.4359]
- 2021-11-17 12:55:00: bpp_hyper: [0.1095]
- 2021-11-17 12:55:00: bpp: [0.5454]
- 2021-11-17 12:55:00: IoU: [0.6926]
- 2021-11-17 12:55:00: train_zeros:0.045073263
- 2021-11-17 12:55:00: train_ones:0.04455549
- 2021-11-17 12:55:00: train_distortion:0.17977527
- 2021-11-17 12:55:00: train_loss:2.3260393
- 2021-11-17 12:58:24: Running time:(mins): 960
- 2021-11-17 12:58:24: ==========Train Epoch 14 Step: 14349
- 2021-11-17 12:58:24: bpp_ae: [0.4412]
- 2021-11-17 12:58:24: bpp_hyper: [0.1142]
- 2021-11-17 12:58:24: bpp: [0.5554]
- 2021-11-17 12:58:24: IoU: [0.698]
- 2021-11-17 12:58:24: train_zeros:0.021975316
- 2021-11-17 12:58:24: train_ones:0.035244226
- 2021-11-17 12:58:24: train_distortion:0.101170175
- 2021-11-17 12:58:24: train_loss:1.6036617
- 2021-11-17 13:01:36: Running time:(mins): 963
- 2021-11-17 13:01:36: ==========Train Epoch 14 Step: 14399
- 2021-11-17 13:01:36: bpp_ae: [0.4349]
- 2021-11-17 13:01:36: bpp_hyper: [0.1117]
- 2021-11-17 13:01:36: bpp: [0.5465]
- 2021-11-17 13:01:36: IoU: [0.6927]
- 2021-11-17 13:01:36: train_zeros:0.02799629
- 2021-11-17 13:01:36: train_ones:0.031985864
- 2021-11-17 13:01:36: train_distortion:0.11597474
- 2021-11-17 13:01:36: train_loss:1.7164398
- 2021-11-17 13:04:46: Running time:(mins): 967
- 2021-11-17 13:04:46: ==========Train Epoch 14 Step: 14449
- 2021-11-17 13:04:46: bpp_ae: [0.44]
- 2021-11-17 13:04:46: bpp_hyper: [0.114]
- 2021-11-17 13:04:46: bpp: [0.554]
- 2021-11-17 13:04:46: IoU: [0.6994]
- 2021-11-17 13:04:46: train_zeros:0.042103373
- 2021-11-17 13:04:46: train_ones:0.036877133
- 2021-11-17 13:04:46: train_distortion:0.16318724
- 2021-11-17 13:04:46: train_loss:2.1508765
- 2021-11-17 13:08:05: Running time:(mins): 970
- 2021-11-17 13:08:05: ==========Train Epoch 14 Step: 14499
- 2021-11-17 13:08:05: bpp_ae: [0.438]
- 2021-11-17 13:08:05: bpp_hyper: [0.1087]
- 2021-11-17 13:08:05: bpp: [0.5467]
- 2021-11-17 13:08:05: IoU: [0.6826]
- 2021-11-17 13:08:05: train_zeros:0.026053052
- 2021-11-17 13:08:05: train_ones:0.035373032
- 2021-11-17 13:08:05: train_distortion:0.113532186
- 2021-11-17 13:08:05: train_loss:1.7296449
- 2021-11-17 13:11:19: Running time:(mins): 973
- 2021-11-17 13:11:19: ==========Train Epoch 14 Step: 14549
- 2021-11-17 13:11:19: bpp_ae: [0.4392]
- 2021-11-17 13:11:19: bpp_hyper: [0.1106]
- 2021-11-17 13:11:19: bpp: [0.5497]
- 2021-11-17 13:11:19: IoU: [0.6888]
- 2021-11-17 13:11:19: train_zeros:0.026726907
- 2021-11-17 13:11:19: train_ones:0.032654747
- 2021-11-17 13:11:19: train_distortion:0.11283547
- 2021-11-17 13:11:19: train_loss:1.6702377
- 2021-11-17 13:14:43: Running time:(mins): 977
- 2021-11-17 13:14:43: ==========Train Epoch 14 Step: 14599
- 2021-11-17 13:14:43: bpp_ae: [0.4391]
- 2021-11-17 13:14:43: bpp_hyper: [0.1126]
- 2021-11-17 13:14:43: bpp: [0.5517]
- 2021-11-17 13:14:43: IoU: [0.7011]
- 2021-11-17 13:14:43: train_zeros:0.029618407
- 2021-11-17 13:14:43: train_ones:0.033952676
- 2021-11-17 13:14:43: train_distortion:0.1228079
- 2021-11-17 13:14:43: train_loss:1.7752937
- 2021-11-17 13:17:57: Running time:(mins): 980
- 2021-11-17 13:17:57: ==========Train Epoch 14 Step: 14649
- 2021-11-17 13:17:57: bpp_ae: [0.4415]
- 2021-11-17 13:17:57: bpp_hyper: [0.1145]
- 2021-11-17 13:17:57: bpp: [0.556]
- 2021-11-17 13:17:57: IoU: [0.6972]
- 2021-11-17 13:17:57: train_zeros:0.037738435
- 2021-11-17 13:17:57: train_ones:0.035550997
- 2021-11-17 13:17:57: train_distortion:0.14876631
- 2021-11-17 13:17:57: train_loss:2.0258212
- 2021-11-17 13:21:16: Running time:(mins): 983
- 2021-11-17 13:21:16: ==========Train Epoch 14 Step: 14699
- 2021-11-17 13:21:16: bpp_ae: [0.4358]
- 2021-11-17 13:21:16: bpp_hyper: [0.1103]
- 2021-11-17 13:21:16: bpp: [0.5461]
- 2021-11-17 13:21:16: IoU: [0.6922]
- 2021-11-17 13:21:16: train_zeros:0.020741751
- 2021-11-17 13:21:16: train_ones:0.03746797
- 2021-11-17 13:21:16: train_distortion:0.099693224
- 2021-11-17 13:21:16: train_loss:1.5660571
- 2021-11-17 13:24:33: Running time:(mins): 986
- 2021-11-17 13:24:33: ==========Train Epoch 14 Step: 14749
- 2021-11-17 13:24:33: bpp_ae: [0.4387]
- 2021-11-17 13:24:33: bpp_hyper: [0.1117]
- 2021-11-17 13:24:33: bpp: [0.5504]
- 2021-11-17 13:24:33: IoU: [0.6874]
- 2021-11-17 13:24:33: train_zeros:0.020204192
- 2021-11-17 13:24:33: train_ones:0.031486277
- 2021-11-17 13:24:33: train_distortion:0.09209885
- 2021-11-17 13:24:33: train_loss:1.507892
- 2021-11-17 13:27:45: Running time:(mins): 990
- 2021-11-17 13:27:45: ==========Train Epoch 14 Step: 14799
- 2021-11-17 13:27:45: bpp_ae: [0.4395]
- 2021-11-17 13:27:45: bpp_hyper: [0.1114]
- 2021-11-17 13:27:45: bpp: [0.5509]
- 2021-11-17 13:27:45: IoU: [0.6887]
- 2021-11-17 13:27:45: train_zeros:0.023747617
- 2021-11-17 13:27:45: train_ones:0.03625216
- 2021-11-17 13:27:45: train_distortion:0.10749501
- 2021-11-17 13:27:45: train_loss:1.6664603
- 2021-11-17 13:31:06: Running time:(mins): 993
- 2021-11-17 13:31:06: ==========Train Epoch 14 Step: 14849
- 2021-11-17 13:31:06: bpp_ae: [0.4344]
- 2021-11-17 13:31:06: bpp_hyper: [0.1095]
- 2021-11-17 13:31:06: bpp: [0.5439]
- 2021-11-17 13:31:06: IoU: [0.6918]
- 2021-11-17 13:31:06: train_zeros:0.029645627
- 2021-11-17 13:31:06: train_ones:0.036899198
- 2021-11-17 13:31:06: train_distortion:0.12583607
- 2021-11-17 13:31:06: train_loss:1.805315
- 2021-11-17 13:34:16: Running time:(mins): 996
- 2021-11-17 13:34:16: ==========Train Epoch 14 Step: 14899
- 2021-11-17 13:34:16: bpp_ae: [0.4419]
- 2021-11-17 13:34:16: bpp_hyper: [0.1129]
- 2021-11-17 13:34:16: bpp: [0.5548]
- 2021-11-17 13:34:16: IoU: [0.6984]
- 2021-11-17 13:34:16: train_zeros:0.021018121
- 2021-11-17 13:34:16: train_ones:0.03449667
- 2021-11-17 13:34:16: train_distortion:0.09755103
- 2021-11-17 13:34:16: train_loss:1.511003
- 2021-11-17 13:37:32: Running time:(mins): 999
- 2021-11-17 13:37:32: ==========Train Epoch 14 Step: 14949
- 2021-11-17 13:37:32: bpp_ae: [0.4406]
- 2021-11-17 13:37:32: bpp_hyper: [0.1131]
- 2021-11-17 13:37:32: bpp: [0.5538]
- 2021-11-17 13:37:32: IoU: [0.6913]
- 2021-11-17 13:37:32: train_zeros:0.02666707
- 2021-11-17 13:37:32: train_ones:0.029365703
- 2021-11-17 13:37:32: train_distortion:0.10936691
- 2021-11-17 13:37:32: train_loss:1.6789165
- 2021-11-17 13:40:44: Running time:(mins): 1003
- 2021-11-17 13:40:44: ==========Train Epoch 14 Step: 14999
- 2021-11-17 13:40:44: bpp_ae: [0.4396]
- 2021-11-17 13:40:44: bpp_hyper: [0.1147]
- 2021-11-17 13:40:44: bpp: [0.5543]
- 2021-11-17 13:40:44: IoU: [0.6858]
- 2021-11-17 13:40:44: train_zeros:0.029130742
- 2021-11-17 13:40:44: train_ones:0.04063825
- 2021-11-17 13:40:44: train_distortion:0.12803048
- 2021-11-17 13:40:44: train_loss:1.8475595
- 2021-11-17 13:40:44: Saved model on epoch: 14, for epoch finished.
- 2021-11-17 13:40:44: Testing Files length:12
- 2021-11-17 13:41:14: ==========Test Epoch 15 Step: 0
- 2021-11-17 13:41:14: bpp_ae: [0.4038]
- 2021-11-17 13:41:14: bpp_hyper: [0.0835]
- 2021-11-17 13:41:14: bpp: [0.4873]
- 2021-11-17 13:41:14: IoU: [0.6846]
- 2021-11-17 13:41:15: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_14.npz
- 2021-11-17 13:41:15: ========================================
- Training Epoch: 15
- 2021-11-17 13:41:15: alpha:10 beta:3.0
- 2021-11-17 13:41:15: LR:1e-05
- 2021-11-17 13:41:15: Training Files length:1000
- 2021-11-17 13:44:30: Saved model on epoch: 15, global_step: 15049, for better IoU.
- 2021-11-17 13:44:32: Running time:(mins): 1006
- 2021-11-17 13:44:32: ==========Train Epoch 15 Step: 15049
- 2021-11-17 13:44:32: bpp_ae: [0.4341]
- 2021-11-17 13:44:32: bpp_hyper: [0.1101]
- 2021-11-17 13:44:32: bpp: [0.5442]
- 2021-11-17 13:44:32: IoU: [0.6939]
- 2021-11-17 13:44:32: train_zeros:0.02581716
- 2021-11-17 13:44:32: train_ones:0.04075676
- 2021-11-17 13:44:32: train_distortion:0.118208244
- 2021-11-17 13:44:32: train_loss:1.7608242
- 2021-11-17 13:47:48: Running time:(mins): 1010
- 2021-11-17 13:47:48: ==========Train Epoch 15 Step: 15099
- 2021-11-17 13:47:48: bpp_ae: [0.438]
- 2021-11-17 13:47:48: bpp_hyper: [0.1133]
- 2021-11-17 13:47:48: bpp: [0.5514]
- 2021-11-17 13:47:48: IoU: [0.6907]
- 2021-11-17 13:47:48: train_zeros:0.026618637
- 2021-11-17 13:47:48: train_ones:0.033913977
- 2021-11-17 13:47:48: train_distortion:0.11376989
- 2021-11-17 13:47:48: train_loss:1.734886
- 2021-11-17 13:51:06: Running time:(mins): 1013
- 2021-11-17 13:51:06: ==========Train Epoch 15 Step: 15149
- 2021-11-17 13:51:06: bpp_ae: [0.4343]
- 2021-11-17 13:51:06: bpp_hyper: [0.108]
- 2021-11-17 13:51:06: bpp: [0.5424]
- 2021-11-17 13:51:06: IoU: [0.689]
- 2021-11-17 13:51:06: train_zeros:0.029875403
- 2021-11-17 13:51:06: train_ones:0.04048854
- 2021-11-17 13:51:06: train_distortion:0.13011475
- 2021-11-17 13:51:06: train_loss:1.7795578
- 2021-11-17 13:54:16: Running time:(mins): 1016
- 2021-11-17 13:54:16: ==========Train Epoch 15 Step: 15199
- 2021-11-17 13:54:16: bpp_ae: [0.4391]
- 2021-11-17 13:54:16: bpp_hyper: [0.1103]
- 2021-11-17 13:54:16: bpp: [0.5494]
- 2021-11-17 13:54:16: IoU: [0.6908]
- 2021-11-17 13:54:16: train_zeros:0.027509589
- 2021-11-17 13:54:16: train_ones:0.03394112
- 2021-11-17 13:54:16: train_distortion:0.11646989
- 2021-11-17 13:54:16: train_loss:1.7286272
- 2021-11-17 13:57:31: Running time:(mins): 1019
- 2021-11-17 13:57:31: ==========Train Epoch 15 Step: 15249
- 2021-11-17 13:57:31: bpp_ae: [0.4356]
- 2021-11-17 13:57:31: bpp_hyper: [0.1106]
- 2021-11-17 13:57:31: bpp: [0.5462]
- 2021-11-17 13:57:31: IoU: [0.6927]
- 2021-11-17 13:57:31: train_zeros:0.038117472
- 2021-11-17 13:57:31: train_ones:0.046480864
- 2021-11-17 13:57:31: train_distortion:0.16083328
- 2021-11-17 13:57:31: train_loss:2.1465237
- 2021-11-17 14:00:47: Saved model on epoch: 15, global_step: 15299, for better IoU.
- 2021-11-17 14:00:47: Running time:(mins): 1023
- 2021-11-17 14:00:47: ==========Train Epoch 15 Step: 15299
- 2021-11-17 14:00:47: bpp_ae: [0.4418]
- 2021-11-17 14:00:47: bpp_hyper: [0.1135]
- 2021-11-17 14:00:47: bpp: [0.5552]
- 2021-11-17 14:00:47: IoU: [0.6986]
- 2021-11-17 14:00:47: train_zeros:0.021583516
- 2021-11-17 14:00:47: train_ones:0.03534804
- 2021-11-17 14:00:47: train_distortion:0.100098595
- 2021-11-17 14:00:47: train_loss:1.581601
- 2021-11-17 14:04:16: Running time:(mins): 1026
- 2021-11-17 14:04:16: ==========Train Epoch 15 Step: 15349
- 2021-11-17 14:04:16: bpp_ae: [0.4374]
- 2021-11-17 14:04:16: bpp_hyper: [0.1118]
- 2021-11-17 14:04:16: bpp: [0.5492]
- 2021-11-17 14:04:16: IoU: [0.6959]
- 2021-11-17 14:04:16: train_zeros:0.018460628
- 2021-11-17 14:04:16: train_ones:0.030965917
- 2021-11-17 14:04:16: train_distortion:0.0863478
- 2021-11-17 14:04:16: train_loss:1.4598465
- 2021-11-17 14:07:24: Running time:(mins): 1029
- 2021-11-17 14:07:24: ==========Train Epoch 15 Step: 15399
- 2021-11-17 14:07:24: bpp_ae: [0.4406]
- 2021-11-17 14:07:24: bpp_hyper: [0.1122]
- 2021-11-17 14:07:24: bpp: [0.5529]
- 2021-11-17 14:07:24: IoU: [0.6963]
- 2021-11-17 14:07:24: train_zeros:0.027338408
- 2021-11-17 14:07:24: train_ones:0.04520106
- 2021-11-17 14:07:24: train_distortion:0.12721628
- 2021-11-17 14:07:24: train_loss:1.8548609
- 2021-11-17 14:10:43: Running time:(mins): 1033
- 2021-11-17 14:10:43: ==========Train Epoch 15 Step: 15449
- 2021-11-17 14:10:43: bpp_ae: [0.4431]
- 2021-11-17 14:10:43: bpp_hyper: [0.1144]
- 2021-11-17 14:10:43: bpp: [0.5575]
- 2021-11-17 14:10:43: IoU: [0.698]
- 2021-11-17 14:10:43: train_zeros:0.027723622
- 2021-11-17 14:10:43: train_ones:0.037341617
- 2021-11-17 14:10:43: train_distortion:0.12051248
- 2021-11-17 14:10:43: train_loss:1.7860852
- 2021-11-17 14:14:01: Saved model on epoch: 15, global_step: 15499, for better IoU.
- 2021-11-17 14:14:01: Running time:(mins): 1036
- 2021-11-17 14:14:01: ==========Train Epoch 15 Step: 15499
- 2021-11-17 14:14:01: bpp_ae: [0.435]
- 2021-11-17 14:14:01: bpp_hyper: [0.1135]
- 2021-11-17 14:14:01: bpp: [0.5485]
- 2021-11-17 14:14:01: IoU: [0.7028]
- 2021-11-17 14:14:01: train_zeros:0.020972239
- 2021-11-17 14:14:01: train_ones:0.03807405
- 2021-11-17 14:14:01: train_distortion:0.10099077
- 2021-11-17 14:14:01: train_loss:1.6254258
- 2021-11-17 14:17:27: Running time:(mins): 1039
- 2021-11-17 14:17:27: ==========Train Epoch 15 Step: 15549
- 2021-11-17 14:17:27: bpp_ae: [0.4355]
- 2021-11-17 14:17:27: bpp_hyper: [0.1096]
- 2021-11-17 14:17:27: bpp: [0.5451]
- 2021-11-17 14:17:27: IoU: [0.6913]
- 2021-11-17 14:17:27: train_zeros:0.03781204
- 2021-11-17 14:17:27: train_ones:0.044834137
- 2021-11-17 14:17:27: train_distortion:0.15827025
- 2021-11-17 14:17:27: train_loss:2.0545788
- 2021-11-17 14:20:44: Running time:(mins): 1043
- 2021-11-17 14:20:44: ==========Train Epoch 15 Step: 15599
- 2021-11-17 14:20:44: bpp_ae: [0.4397]
- 2021-11-17 14:20:44: bpp_hyper: [0.1124]
- 2021-11-17 14:20:44: bpp: [0.5521]
- 2021-11-17 14:20:44: IoU: [0.6967]
- 2021-11-17 14:20:44: train_zeros:0.021458328
- 2021-11-17 14:20:44: train_ones:0.03349822
- 2021-11-17 14:20:44: train_distortion:0.0978732
- 2021-11-17 14:20:44: train_loss:1.5421255
- 2021-11-17 14:24:01: Running time:(mins): 1046
- 2021-11-17 14:24:01: ==========Train Epoch 15 Step: 15649
- 2021-11-17 14:24:01: bpp_ae: [0.4371]
- 2021-11-17 14:24:01: bpp_hyper: [0.1122]
- 2021-11-17 14:24:01: bpp: [0.5493]
- 2021-11-17 14:24:01: IoU: [0.6986]
- 2021-11-17 14:24:01: train_zeros:0.019990489
- 2021-11-17 14:24:01: train_ones:0.029608328
- 2021-11-17 14:24:01: train_distortion:0.08957979
- 2021-11-17 14:24:01: train_loss:1.4326748
- 2021-11-17 14:27:21: Running time:(mins): 1049
- 2021-11-17 14:27:21: ==========Train Epoch 15 Step: 15699
- 2021-11-17 14:27:21: bpp_ae: [0.4403]
- 2021-11-17 14:27:21: bpp_hyper: [0.1139]
- 2021-11-17 14:27:21: bpp: [0.5542]
- 2021-11-17 14:27:21: IoU: [0.6994]
- 2021-11-17 14:27:21: train_zeros:0.029893652
- 2021-11-17 14:27:21: train_ones:0.03221253
- 2021-11-17 14:27:21: train_distortion:0.12189348
- 2021-11-17 14:27:21: train_loss:1.7495863
- 2021-11-17 14:30:35: Running time:(mins): 1052
- 2021-11-17 14:30:35: ==========Train Epoch 15 Step: 15749
- 2021-11-17 14:30:35: bpp_ae: [0.436]
- 2021-11-17 14:30:35: bpp_hyper: [0.1122]
- 2021-11-17 14:30:35: bpp: [0.5482]
- 2021-11-17 14:30:35: IoU: [0.6908]
- 2021-11-17 14:30:35: train_zeros:0.025291154
- 2021-11-17 14:30:35: train_ones:0.039031867
- 2021-11-17 14:30:35: train_distortion:0.11490533
- 2021-11-17 14:30:35: train_loss:1.7150247
- 2021-11-17 14:33:55: Running time:(mins): 1056
- 2021-11-17 14:33:55: ==========Train Epoch 15 Step: 15799
- 2021-11-17 14:33:55: bpp_ae: [0.4318]
- 2021-11-17 14:33:55: bpp_hyper: [0.1098]
- 2021-11-17 14:33:55: bpp: [0.5415]
- 2021-11-17 14:33:55: IoU: [0.6907]
- 2021-11-17 14:33:55: train_zeros:0.030187214
- 2021-11-17 14:33:55: train_ones:0.04074994
- 2021-11-17 14:33:55: train_distortion:0.13131158
- 2021-11-17 14:33:55: train_loss:1.8457572
- 2021-11-17 14:37:18: Running time:(mins): 1059
- 2021-11-17 14:37:18: ==========Train Epoch 15 Step: 15849
- 2021-11-17 14:37:18: bpp_ae: [0.4418]
- 2021-11-17 14:37:18: bpp_hyper: [0.1139]
- 2021-11-17 14:37:18: bpp: [0.5557]
- 2021-11-17 14:37:18: IoU: [0.6956]
- 2021-11-17 14:37:18: train_zeros:0.02790672
- 2021-11-17 14:37:18: train_ones:0.045501553
- 2021-11-17 14:37:18: train_distortion:0.12922171
- 2021-11-17 14:37:18: train_loss:1.840638
- 2021-11-17 14:40:46: Running time:(mins): 1063
- 2021-11-17 14:40:46: ==========Train Epoch 15 Step: 15899
- 2021-11-17 14:40:46: bpp_ae: [0.4381]
- 2021-11-17 14:40:46: bpp_hyper: [0.1108]
- 2021-11-17 14:40:46: bpp: [0.5489]
- 2021-11-17 14:40:46: IoU: [0.6962]
- 2021-11-17 14:40:46: train_zeros:0.02615331
- 2021-11-17 14:40:46: train_ones:0.03748604
- 2021-11-17 14:40:46: train_distortion:0.115945965
- 2021-11-17 14:40:46: train_loss:1.6813083
- 2021-11-17 14:44:21: Running time:(mins): 1066
- 2021-11-17 14:44:21: ==========Train Epoch 15 Step: 15949
- 2021-11-17 14:44:21: bpp_ae: [0.4347]
- 2021-11-17 14:44:21: bpp_hyper: [0.1104]
- 2021-11-17 14:44:21: bpp: [0.5451]
- 2021-11-17 14:44:21: IoU: [0.6966]
- 2021-11-17 14:44:21: train_zeros:0.034681115
- 2021-11-17 14:44:21: train_ones:0.046099734
- 2021-11-17 14:44:21: train_distortion:0.15014309
- 2021-11-17 14:44:21: train_loss:2.020252
- 2021-11-17 14:47:54: Running time:(mins): 1070
- 2021-11-17 14:47:54: ==========Train Epoch 15 Step: 15999
- 2021-11-17 14:47:54: bpp_ae: [0.4397]
- 2021-11-17 14:47:54: bpp_hyper: [0.1139]
- 2021-11-17 14:47:54: bpp: [0.5536]
- 2021-11-17 14:47:54: IoU: [0.702]
- 2021-11-17 14:47:54: train_zeros:0.021381808
- 2021-11-17 14:47:54: train_ones:0.035468135
- 2021-11-17 14:47:54: train_distortion:0.09961356
- 2021-11-17 14:47:54: train_loss:1.5812763
- 2021-11-17 14:47:54: Saved model on epoch: 15, for epoch finished.
- 2021-11-17 14:47:54: Testing Files length:12
- 2021-11-17 14:48:23: ==========Test Epoch 16 Step: 0
- 2021-11-17 14:48:23: bpp_ae: [0.4095]
- 2021-11-17 14:48:23: bpp_hyper: [0.0832]
- 2021-11-17 14:48:23: bpp: [0.4927]
- 2021-11-17 14:48:23: IoU: [0.6914]
- 2021-11-17 14:48:23: ========================================
- Training Epoch: 16
- 2021-11-17 14:48:23: alpha:10 beta:3.0
- 2021-11-17 14:48:23: LR:1e-05
- 2021-11-17 14:48:23: Training Files length:1000
- 2021-11-17 14:51:39: Running time:(mins): 1073
- 2021-11-17 14:51:39: ==========Train Epoch 16 Step: 16049
- 2021-11-17 14:51:39: bpp_ae: [0.4383]
- 2021-11-17 14:51:39: bpp_hyper: [0.1128]
- 2021-11-17 14:51:39: bpp: [0.5511]
- 2021-11-17 14:51:39: IoU: [0.6866]
- 2021-11-17 14:51:39: train_zeros:0.021026451
- 2021-11-17 14:51:39: train_ones:0.036871973
- 2021-11-17 14:51:39: train_distortion:0.09995133
- 2021-11-17 14:51:39: train_loss:1.5736973
- 2021-11-17 14:54:58: Running time:(mins): 1077
- 2021-11-17 14:54:58: ==========Train Epoch 16 Step: 16099
- 2021-11-17 14:54:58: bpp_ae: [0.4363]
- 2021-11-17 14:54:58: bpp_hyper: [0.1104]
- 2021-11-17 14:54:58: bpp: [0.5466]
- 2021-11-17 14:54:58: IoU: [0.6996]
- 2021-11-17 14:54:58: train_zeros:0.0309135
- 2021-11-17 14:54:58: train_ones:0.03747168
- 2021-11-17 14:54:58: train_distortion:0.13021219
- 2021-11-17 14:54:58: train_loss:1.825435
- 2021-11-17 14:58:15: Running time:(mins): 1080
- 2021-11-17 14:58:15: ==========Train Epoch 16 Step: 16149
- 2021-11-17 14:58:15: bpp_ae: [0.4379]
- 2021-11-17 14:58:15: bpp_hyper: [0.1122]
- 2021-11-17 14:58:15: bpp: [0.5501]
- 2021-11-17 14:58:15: IoU: [0.6909]
- 2021-11-17 14:58:15: train_zeros:0.024119385
- 2021-11-17 14:58:15: train_ones:0.042398173
- 2021-11-17 14:58:15: train_distortion:0.11475633
- 2021-11-17 14:58:15: train_loss:1.7195593
- 2021-11-17 15:01:21: Running time:(mins): 1083
- 2021-11-17 15:01:21: ==========Train Epoch 16 Step: 16199
- 2021-11-17 15:01:21: bpp_ae: [0.44]
- 2021-11-17 15:01:21: bpp_hyper: [0.1148]
- 2021-11-17 15:01:21: bpp: [0.5548]
- 2021-11-17 15:01:21: IoU: [0.6996]
- 2021-11-17 15:01:21: train_zeros:0.022474285
- 2021-11-17 15:01:21: train_ones:0.038516443
- 2021-11-17 15:01:21: train_distortion:0.1059393
- 2021-11-17 15:01:21: train_loss:1.6493708
- 2021-11-17 15:04:28: Running time:(mins): 1086
- 2021-11-17 15:04:28: ==========Train Epoch 16 Step: 16249
- 2021-11-17 15:04:28: bpp_ae: [0.4322]
- 2021-11-17 15:04:28: bpp_hyper: [0.1118]
- 2021-11-17 15:04:28: bpp: [0.544]
- 2021-11-17 15:04:28: IoU: [0.6957]
- 2021-11-17 15:04:28: train_zeros:0.025273642
- 2021-11-17 15:04:28: train_ones:0.0444227
- 2021-11-17 15:04:28: train_distortion:0.120243624
- 2021-11-17 15:04:28: train_loss:1.7980933
- 2021-11-17 15:07:43: Running time:(mins): 1090
- 2021-11-17 15:07:43: ==========Train Epoch 16 Step: 16299
- 2021-11-17 15:07:43: bpp_ae: [0.4342]
- 2021-11-17 15:07:43: bpp_hyper: [0.1141]
- 2021-11-17 15:07:43: bpp: [0.5483]
- 2021-11-17 15:07:43: IoU: [0.6888]
- 2021-11-17 15:07:43: train_zeros:0.036528364
- 2021-11-17 15:07:43: train_ones:0.041913923
- 2021-11-17 15:07:43: train_distortion:0.15149902
- 2021-11-17 15:07:43: train_loss:2.034197
- 2021-11-17 15:11:01: Running time:(mins): 1093
- 2021-11-17 15:11:01: ==========Train Epoch 16 Step: 16349
- 2021-11-17 15:11:01: bpp_ae: [0.4305]
- 2021-11-17 15:11:01: bpp_hyper: [0.1107]
- 2021-11-17 15:11:01: bpp: [0.5411]
- 2021-11-17 15:11:01: IoU: [0.6934]
- 2021-11-17 15:11:01: train_zeros:0.03234916
- 2021-11-17 15:11:01: train_ones:0.03959295
- 2021-11-17 15:11:01: train_distortion:0.13664043
- 2021-11-17 15:11:01: train_loss:1.8786396
- 2021-11-17 15:14:11: Running time:(mins): 1096
- 2021-11-17 15:14:11: ==========Train Epoch 16 Step: 16399
- 2021-11-17 15:14:11: bpp_ae: [0.4362]
- 2021-11-17 15:14:11: bpp_hyper: [0.111]
- 2021-11-17 15:14:11: bpp: [0.5472]
- 2021-11-17 15:14:11: IoU: [0.6925]
- 2021-11-17 15:14:11: train_zeros:0.017371787
- 2021-11-17 15:14:11: train_ones:0.046281345
- 2021-11-17 15:14:11: train_distortion:0.0983967
- 2021-11-17 15:14:11: train_loss:1.5594524
- 2021-11-17 15:17:19: Running time:(mins): 1099
- 2021-11-17 15:17:19: ==========Train Epoch 16 Step: 16449
- 2021-11-17 15:17:19: bpp_ae: [0.4366]
- 2021-11-17 15:17:19: bpp_hyper: [0.1098]
- 2021-11-17 15:17:19: bpp: [0.5464]
- 2021-11-17 15:17:19: IoU: [0.6968]
- 2021-11-17 15:17:19: train_zeros:0.035727534
- 2021-11-17 15:17:19: train_ones:0.04029577
- 2021-11-17 15:17:19: train_distortion:0.14747837
- 2021-11-17 15:17:19: train_loss:2.002526
- 2021-11-17 15:20:27: Running time:(mins): 1102
- 2021-11-17 15:20:27: ==========Train Epoch 16 Step: 16499
- 2021-11-17 15:20:27: bpp_ae: [0.4346]
- 2021-11-17 15:20:27: bpp_hyper: [0.1115]
- 2021-11-17 15:20:27: bpp: [0.5461]
- 2021-11-17 15:20:27: IoU: [0.6889]
- 2021-11-17 15:20:27: train_zeros:0.02477947
- 2021-11-17 15:20:27: train_ones:0.04033104
- 2021-11-17 15:20:27: train_distortion:0.11466946
- 2021-11-17 15:20:27: train_loss:1.746112
- 2021-11-17 15:23:37: Running time:(mins): 1105
- 2021-11-17 15:23:37: ==========Train Epoch 16 Step: 16549
- 2021-11-17 15:23:37: bpp_ae: [0.434]
- 2021-11-17 15:23:37: bpp_hyper: [0.113]
- 2021-11-17 15:23:37: bpp: [0.547]
- 2021-11-17 15:23:37: IoU: [0.6997]
- 2021-11-17 15:23:37: train_zeros:0.0229131
- 2021-11-17 15:23:37: train_ones:0.031196922
- 2021-11-17 15:23:37: train_distortion:0.099936225
- 2021-11-17 15:23:37: train_loss:1.5512489
- 2021-11-17 15:26:41: Running time:(mins): 1108
- 2021-11-17 15:26:41: ==========Train Epoch 16 Step: 16599
- 2021-11-17 15:26:41: bpp_ae: [0.4348]
- 2021-11-17 15:26:41: bpp_hyper: [0.1113]
- 2021-11-17 15:26:41: bpp: [0.5462]
- 2021-11-17 15:26:41: IoU: [0.6991]
- 2021-11-17 15:26:41: train_zeros:0.020709075
- 2021-11-17 15:26:41: train_ones:0.044097267
- 2021-11-17 15:26:41: train_distortion:0.10622449
- 2021-11-17 15:26:41: train_loss:1.6398215
- 2021-11-17 15:29:58: Running time:(mins): 1112
- 2021-11-17 15:29:58: ==========Train Epoch 16 Step: 16649
- 2021-11-17 15:29:58: bpp_ae: [0.4392]
- 2021-11-17 15:29:58: bpp_hyper: [0.1131]
- 2021-11-17 15:29:58: bpp: [0.5524]
- 2021-11-17 15:29:58: IoU: [0.6956]
- 2021-11-17 15:29:58: train_zeros:0.040334333
- 2021-11-17 15:29:58: train_ones:0.044993233
- 2021-11-17 15:29:58: train_distortion:0.16599624
- 2021-11-17 15:29:58: train_loss:2.2091856
- 2021-11-17 15:33:14: Running time:(mins): 1115
- 2021-11-17 15:33:14: ==========Train Epoch 16 Step: 16699
- 2021-11-17 15:33:14: bpp_ae: [0.4417]
- 2021-11-17 15:33:14: bpp_hyper: [0.1138]
- 2021-11-17 15:33:14: bpp: [0.5555]
- 2021-11-17 15:33:14: IoU: [0.6952]
- 2021-11-17 15:33:14: train_zeros:0.025812462
- 2021-11-17 15:33:14: train_ones:0.03782464
- 2021-11-17 15:33:14: train_distortion:0.115262024
- 2021-11-17 15:33:14: train_loss:1.7035633
- 2021-11-17 15:36:36: Running time:(mins): 1118
- 2021-11-17 15:36:36: ==========Train Epoch 16 Step: 16749
- 2021-11-17 15:36:36: bpp_ae: [0.4375]
- 2021-11-17 15:36:36: bpp_hyper: [0.1126]
- 2021-11-17 15:36:36: bpp: [0.5502]
- 2021-11-17 15:36:36: IoU: [0.6917]
- 2021-11-17 15:36:36: train_zeros:0.022692334
- 2021-11-17 15:36:36: train_ones:0.030015064
- 2021-11-17 15:36:36: train_distortion:0.098092064
- 2021-11-17 15:36:36: train_loss:1.5262446
- 2021-11-17 15:39:49: Running time:(mins): 1122
- 2021-11-17 15:39:49: ==========Train Epoch 16 Step: 16799
- 2021-11-17 15:39:49: bpp_ae: [0.4351]
- 2021-11-17 15:39:49: bpp_hyper: [0.1092]
- 2021-11-17 15:39:49: bpp: [0.5443]
- 2021-11-17 15:39:49: IoU: [0.6926]
- 2021-11-17 15:39:49: train_zeros:0.037958343
- 2021-11-17 15:39:49: train_ones:0.03675898
- 2021-11-17 15:39:49: train_distortion:0.15063402
- 2021-11-17 15:39:49: train_loss:2.02109
- 2021-11-17 15:43:07: Running time:(mins): 1125
- 2021-11-17 15:43:07: ==========Train Epoch 16 Step: 16849
- 2021-11-17 15:43:07: bpp_ae: [0.4319]
- 2021-11-17 15:43:07: bpp_hyper: [0.1107]
- 2021-11-17 15:43:07: bpp: [0.5426]
- 2021-11-17 15:43:07: IoU: [0.6964]
- 2021-11-17 15:43:07: train_zeros:0.033992376
- 2021-11-17 15:43:07: train_ones:0.03935481
- 2021-11-17 15:43:07: train_distortion:0.14133194
- 2021-11-17 15:43:07: train_loss:1.9326683
- 2021-11-17 15:46:29: Running time:(mins): 1128
- 2021-11-17 15:46:29: ==========Train Epoch 16 Step: 16899
- 2021-11-17 15:46:29: bpp_ae: [0.437]
- 2021-11-17 15:46:29: bpp_hyper: [0.1117]
- 2021-11-17 15:46:29: bpp: [0.5486]
- 2021-11-17 15:46:29: IoU: [0.7003]
- 2021-11-17 15:46:29: train_zeros:0.03171894
- 2021-11-17 15:46:29: train_ones:0.041213166
- 2021-11-17 15:46:29: train_distortion:0.13636999
- 2021-11-17 15:46:29: train_loss:1.904103
- 2021-11-17 15:49:50: Running time:(mins): 1132
- 2021-11-17 15:49:50: ==========Train Epoch 16 Step: 16949
- 2021-11-17 15:49:50: bpp_ae: [0.4345]
- 2021-11-17 15:49:50: bpp_hyper: [0.1094]
- 2021-11-17 15:49:50: bpp: [0.5439]
- 2021-11-17 15:49:50: IoU: [0.7003]
- 2021-11-17 15:49:50: train_zeros:0.021198463
- 2021-11-17 15:49:50: train_ones:0.03886612
- 2021-11-17 15:49:50: train_distortion:0.1024615
- 2021-11-17 15:49:50: train_loss:1.5825698
- 2021-11-17 15:53:01: Running time:(mins): 1135
- 2021-11-17 15:53:01: ==========Train Epoch 16 Step: 16999
- 2021-11-17 15:53:01: bpp_ae: [0.4335]
- 2021-11-17 15:53:01: bpp_hyper: [0.1103]
- 2021-11-17 15:53:01: bpp: [0.5439]
- 2021-11-17 15:53:01: IoU: [0.6988]
- 2021-11-17 15:53:01: train_zeros:0.02366259
- 2021-11-17 15:53:01: train_ones:0.040441208
- 2021-11-17 15:53:01: train_distortion:0.111428976
- 2021-11-17 15:53:01: train_loss:1.6590912
- 2021-11-17 15:53:01: Saved model on epoch: 16, for epoch finished.
- 2021-11-17 15:53:01: Testing Files length:12
- 2021-11-17 15:53:35: ==========Test Epoch 17 Step: 0
- 2021-11-17 15:53:35: bpp_ae: [0.4069]
- 2021-11-17 15:53:35: bpp_hyper: [0.0827]
- 2021-11-17 15:53:35: bpp: [0.4896]
- 2021-11-17 15:53:35: IoU: [0.6926]
- 2021-11-17 15:53:35: ========================================
- Training Epoch: 17
- 2021-11-17 15:53:35: alpha:10 beta:3.0
- 2021-11-17 15:53:35: LR:1e-05
- 2021-11-17 15:53:35: Training Files length:1000
- 2021-11-17 15:56:50: Running time:(mins): 1139
- 2021-11-17 15:56:50: ==========Train Epoch 17 Step: 17049
- 2021-11-17 15:56:50: bpp_ae: [0.4329]
- 2021-11-17 15:56:50: bpp_hyper: [0.1106]
- 2021-11-17 15:56:50: bpp: [0.5435]
- 2021-11-17 15:56:50: IoU: [0.6918]
- 2021-11-17 15:56:50: train_zeros:0.023729974
- 2021-11-17 15:56:50: train_ones:0.035319563
- 2021-11-17 15:56:50: train_distortion:0.10650949
- 2021-11-17 15:56:50: train_loss:1.6606814
- 2021-11-17 15:59:58: Running time:(mins): 1142
- 2021-11-17 15:59:58: ==========Train Epoch 17 Step: 17099
- 2021-11-17 15:59:58: bpp_ae: [0.4365]
- 2021-11-17 15:59:58: bpp_hyper: [0.111]
- 2021-11-17 15:59:58: bpp: [0.5475]
- 2021-11-17 15:59:58: IoU: [0.6905]
- 2021-11-17 15:59:58: train_zeros:0.026788244
- 2021-11-17 15:59:58: train_ones:0.052204218
- 2021-11-17 15:59:58: train_distortion:0.13256896
- 2021-11-17 15:59:58: train_loss:1.9266243
- 2021-11-17 16:03:06: Running time:(mins): 1145
- 2021-11-17 16:03:06: ==========Train Epoch 17 Step: 17149
- 2021-11-17 16:03:06: bpp_ae: [0.4411]
- 2021-11-17 16:03:06: bpp_hyper: [0.1128]
- 2021-11-17 16:03:06: bpp: [0.5539]
- 2021-11-17 16:03:06: IoU: [0.6976]
- 2021-11-17 16:03:06: train_zeros:0.017180938
- 2021-11-17 16:03:06: train_ones:0.036622565
- 2021-11-17 16:03:06: train_distortion:0.08816538
- 2021-11-17 16:03:06: train_loss:1.490706
- 2021-11-17 16:06:14: Running time:(mins): 1148
- 2021-11-17 16:06:14: ==========Train Epoch 17 Step: 17199
- 2021-11-17 16:06:14: bpp_ae: [0.4372]
- 2021-11-17 16:06:14: bpp_hyper: [0.114]
- 2021-11-17 16:06:14: bpp: [0.5512]
- 2021-11-17 16:06:14: IoU: [0.6939]
- 2021-11-17 16:06:14: train_zeros:0.025995115
- 2021-11-17 16:06:14: train_ones:0.035859257
- 2021-11-17 16:06:14: train_distortion:0.1138446
- 2021-11-17 16:06:14: train_loss:1.6967666
- 2021-11-17 16:09:33: Running time:(mins): 1151
- 2021-11-17 16:09:33: ==========Train Epoch 17 Step: 17249
- 2021-11-17 16:09:33: bpp_ae: [0.4383]
- 2021-11-17 16:09:33: bpp_hyper: [0.11]
- 2021-11-17 16:09:33: bpp: [0.5483]
- 2021-11-17 16:09:33: IoU: [0.6986]
- 2021-11-17 16:09:33: train_zeros:0.020723563
- 2021-11-17 16:09:33: train_ones:0.04252611
- 2021-11-17 16:09:33: train_distortion:0.104696795
- 2021-11-17 16:09:33: train_loss:1.6066921
- 2021-11-17 16:12:45: Running time:(mins): 1155
- 2021-11-17 16:12:45: ==========Train Epoch 17 Step: 17299
- 2021-11-17 16:12:45: bpp_ae: [0.4372]
- 2021-11-17 16:12:45: bpp_hyper: [0.112]
- 2021-11-17 16:12:45: bpp: [0.5492]
- 2021-11-17 16:12:45: IoU: [0.6982]
- 2021-11-17 16:12:45: train_zeros:0.028203255
- 2021-11-17 16:12:45: train_ones:0.038780104
- 2021-11-17 16:12:45: train_distortion:0.12338987
- 2021-11-17 16:12:45: train_loss:1.7928658
- 2021-11-17 16:15:47: Running time:(mins): 1158
- 2021-11-17 16:15:47: ==========Train Epoch 17 Step: 17349
- 2021-11-17 16:15:47: bpp_ae: [0.4367]
- 2021-11-17 16:15:47: bpp_hyper: [0.1113]
- 2021-11-17 16:15:47: bpp: [0.548]
- 2021-11-17 16:15:47: IoU: [0.6866]
- 2021-11-17 16:15:47: train_zeros:0.019668775
- 2021-11-17 16:15:47: train_ones:0.03240513
- 2021-11-17 16:15:47: train_distortion:0.09141146
- 2021-11-17 16:15:47: train_loss:1.523351
- 2021-11-17 16:18:59: Running time:(mins): 1161
- 2021-11-17 16:18:59: ==========Train Epoch 17 Step: 17399
- 2021-11-17 16:18:59: bpp_ae: [0.4308]
- 2021-11-17 16:18:59: bpp_hyper: [0.1116]
- 2021-11-17 16:18:59: bpp: [0.5423]
- 2021-11-17 16:18:59: IoU: [0.7]
- 2021-11-17 16:18:59: train_zeros:0.028682701
- 2021-11-17 16:18:59: train_ones:0.038907357
- 2021-11-17 16:18:59: train_distortion:0.12495546
- 2021-11-17 16:18:59: train_loss:1.8163053
- 2021-11-17 16:22:28: Running time:(mins): 1164
- 2021-11-17 16:22:28: ==========Train Epoch 17 Step: 17449
- 2021-11-17 16:22:28: bpp_ae: [0.4316]
- 2021-11-17 16:22:28: bpp_hyper: [0.1072]
- 2021-11-17 16:22:28: bpp: [0.5389]
- 2021-11-17 16:22:28: IoU: [0.6872]
- 2021-11-17 16:22:28: train_zeros:0.03399567
- 2021-11-17 16:22:28: train_ones:0.04778084
- 2021-11-17 16:22:28: train_distortion:0.14976785
- 2021-11-17 16:22:28: train_loss:2.0749621
- 2021-11-17 16:25:46: Running time:(mins): 1168
- 2021-11-17 16:25:46: ==========Train Epoch 17 Step: 17499
- 2021-11-17 16:25:46: bpp_ae: [0.434]
- 2021-11-17 16:25:46: bpp_hyper: [0.1104]
- 2021-11-17 16:25:46: bpp: [0.5443]
- 2021-11-17 16:25:46: IoU: [0.6944]
- 2021-11-17 16:25:46: train_zeros:0.033924066
- 2021-11-17 16:25:46: train_ones:0.052048184
- 2021-11-17 16:25:46: train_distortion:0.15382038
- 2021-11-17 16:25:46: train_loss:2.0809236
- 2021-11-17 16:29:03: Running time:(mins): 1171
- 2021-11-17 16:29:03: ==========Train Epoch 17 Step: 17549
- 2021-11-17 16:29:03: bpp_ae: [0.4326]
- 2021-11-17 16:29:03: bpp_hyper: [0.1096]
- 2021-11-17 16:29:03: bpp: [0.5422]
- 2021-11-17 16:29:03: IoU: [0.6924]
- 2021-11-17 16:29:03: train_zeros:0.026485011
- 2021-11-17 16:29:03: train_ones:0.042875398
- 2021-11-17 16:29:03: train_distortion:0.12233043
- 2021-11-17 16:29:03: train_loss:1.7533791
- 2021-11-17 16:32:37: Running time:(mins): 1174
- 2021-11-17 16:32:37: ==========Train Epoch 17 Step: 17599
- 2021-11-17 16:32:37: bpp_ae: [0.4651]
- 2021-11-17 16:32:37: bpp_hyper: [0.1185]
- 2021-11-17 16:32:37: bpp: [0.5836]
- 2021-11-17 16:32:37: IoU: [0.6981]
- 2021-11-17 16:32:37: train_zeros:0.022270348
- 2021-11-17 16:32:37: train_ones:0.0399102
- 2021-11-17 16:32:37: train_distortion:0.10672124
- 2021-11-17 16:32:37: train_loss:1.627941
- 2021-11-17 16:36:05: Running time:(mins): 1178
- 2021-11-17 16:36:05: ==========Train Epoch 17 Step: 17649
- 2021-11-17 16:36:05: bpp_ae: [0.4347]
- 2021-11-17 16:36:05: bpp_hyper: [0.1132]
- 2021-11-17 16:36:05: bpp: [0.5478]
- 2021-11-17 16:36:05: IoU: [0.6937]
- 2021-11-17 16:36:05: train_zeros:0.022437515
- 2021-11-17 16:36:05: train_ones:0.03074389
- 2021-11-17 16:36:05: train_distortion:0.098056436
- 2021-11-17 16:36:05: train_loss:1.5503318
- 2021-11-17 16:39:28: Running time:(mins): 1181
- 2021-11-17 16:39:28: ==========Train Epoch 17 Step: 17699
- 2021-11-17 16:39:28: bpp_ae: [0.4401]
- 2021-11-17 16:39:28: bpp_hyper: [0.1147]
- 2021-11-17 16:39:28: bpp: [0.5548]
- 2021-11-17 16:39:28: IoU: [0.6858]
- 2021-11-17 16:39:28: train_zeros:0.029209962
- 2021-11-17 16:39:28: train_ones:0.03380264
- 2021-11-17 16:39:28: train_distortion:0.12143253
- 2021-11-17 16:39:28: train_loss:1.7808635
- 2021-11-17 16:42:51: Running time:(mins): 1185
- 2021-11-17 16:42:51: ==========Train Epoch 17 Step: 17749
- 2021-11-17 16:42:51: bpp_ae: [0.4364]
- 2021-11-17 16:42:51: bpp_hyper: [0.1133]
- 2021-11-17 16:42:51: bpp: [0.5496]
- 2021-11-17 16:42:51: IoU: [0.6931]
- 2021-11-17 16:42:51: train_zeros:0.027808286
- 2021-11-17 16:42:51: train_ones:0.03756678
- 2021-11-17 16:42:51: train_distortion:0.12099164
- 2021-11-17 16:42:51: train_loss:1.7295997
- 2021-11-17 16:46:12: Running time:(mins): 1188
- 2021-11-17 16:46:12: ==========Train Epoch 17 Step: 17799
- 2021-11-17 16:46:12: bpp_ae: [0.4374]
- 2021-11-17 16:46:12: bpp_hyper: [0.113]
- 2021-11-17 16:46:12: bpp: [0.5504]
- 2021-11-17 16:46:12: IoU: [0.6892]
- 2021-11-17 16:46:12: train_zeros:0.02378811
- 2021-11-17 16:46:12: train_ones:0.039513722
- 2021-11-17 16:46:12: train_distortion:0.11087805
- 2021-11-17 16:46:12: train_loss:1.6700106
- 2021-11-17 16:49:36: Running time:(mins): 1191
- 2021-11-17 16:49:36: ==========Train Epoch 17 Step: 17849
- 2021-11-17 16:49:36: bpp_ae: [0.435]
- 2021-11-17 16:49:36: bpp_hyper: [0.1141]
- 2021-11-17 16:49:36: bpp: [0.549]
- 2021-11-17 16:49:36: IoU: [0.692]
- 2021-11-17 16:49:36: train_zeros:0.030665273
- 2021-11-17 16:49:36: train_ones:0.033098906
- 2021-11-17 16:49:36: train_distortion:0.12509473
- 2021-11-17 16:49:36: train_loss:1.8052876
- 2021-11-17 16:53:01: Running time:(mins): 1195
- 2021-11-17 16:53:01: ==========Train Epoch 17 Step: 17899
- 2021-11-17 16:53:01: bpp_ae: [0.4362]
- 2021-11-17 16:53:01: bpp_hyper: [0.1131]
- 2021-11-17 16:53:01: bpp: [0.5493]
- 2021-11-17 16:53:01: IoU: [0.6996]
- 2021-11-17 16:53:01: train_zeros:0.02398902
- 2021-11-17 16:53:01: train_ones:0.037333556
- 2021-11-17 16:53:01: train_distortion:0.10930061
- 2021-11-17 16:53:01: train_loss:1.6543372
- 2021-11-17 16:56:24: Running time:(mins): 1198
- 2021-11-17 16:56:24: ==========Train Epoch 17 Step: 17949
- 2021-11-17 16:56:24: bpp_ae: [0.4363]
- 2021-11-17 16:56:24: bpp_hyper: [0.1121]
- 2021-11-17 16:56:24: bpp: [0.5483]
- 2021-11-17 16:56:24: IoU: [0.6948]
- 2021-11-17 16:56:24: train_zeros:0.035030797
- 2021-11-17 16:56:24: train_ones:0.032324202
- 2021-11-17 16:56:24: train_distortion:0.1374166
- 2021-11-17 16:56:24: train_loss:1.9008021
- 2021-11-17 16:59:50: Running time:(mins): 1202
- 2021-11-17 16:59:50: ==========Train Epoch 17 Step: 17999
- 2021-11-17 16:59:50: bpp_ae: [0.4324]
- 2021-11-17 16:59:50: bpp_hyper: [0.1102]
- 2021-11-17 16:59:50: bpp: [0.5426]
- 2021-11-17 16:59:50: IoU: [0.6954]
- 2021-11-17 16:59:50: train_zeros:0.027382119
- 2021-11-17 16:59:50: train_ones:0.03642842
- 2021-11-17 16:59:50: train_distortion:0.118574776
- 2021-11-17 16:59:50: train_loss:1.7167042
- 2021-11-17 16:59:50: Saved model on epoch: 17, for epoch finished.
- 2021-11-17 16:59:50: Testing Files length:12
- 2021-11-17 17:00:24: ==========Test Epoch 18 Step: 0
- 2021-11-17 17:00:24: bpp_ae: [0.3948]
- 2021-11-17 17:00:24: bpp_hyper: [0.0803]
- 2021-11-17 17:00:24: bpp: [0.4751]
- 2021-11-17 17:00:24: IoU: [0.6752]
- 2021-11-17 17:00:24: ========================================
- Training Epoch: 18
- 2021-11-17 17:00:24: alpha:10 beta:3.0
- 2021-11-17 17:00:24: LR:1e-05
- 2021-11-17 17:00:24: Training Files length:1000
- 2021-11-17 17:03:43: Running time:(mins): 1206
- 2021-11-17 17:03:43: ==========Train Epoch 18 Step: 18049
- 2021-11-17 17:03:43: bpp_ae: [0.4352]
- 2021-11-17 17:03:43: bpp_hyper: [0.112]
- 2021-11-17 17:03:43: bpp: [0.5472]
- 2021-11-17 17:03:43: IoU: [0.6944]
- 2021-11-17 17:03:43: train_zeros:0.03206379
- 2021-11-17 17:03:43: train_ones:0.035265967
- 2021-11-17 17:03:43: train_distortion:0.13145733
- 2021-11-17 17:03:43: train_loss:1.8613647
- 2021-11-17 17:06:59: Running time:(mins): 1209
- 2021-11-17 17:06:59: ==========Train Epoch 18 Step: 18099
- 2021-11-17 17:06:59: bpp_ae: [0.439]
- 2021-11-17 17:06:59: bpp_hyper: [0.1119]
- 2021-11-17 17:06:59: bpp: [0.5509]
- 2021-11-17 17:06:59: IoU: [0.6955]
- 2021-11-17 17:06:59: train_zeros:0.023027284
- 2021-11-17 17:06:59: train_ones:0.032013305
- 2021-11-17 17:06:59: train_distortion:0.101095155
- 2021-11-17 17:06:59: train_loss:1.5554315
- 2021-11-17 17:10:16: Running time:(mins): 1212
- 2021-11-17 17:10:16: ==========Train Epoch 18 Step: 18149
- 2021-11-17 17:10:16: bpp_ae: [0.437]
- 2021-11-17 17:10:16: bpp_hyper: [0.1092]
- 2021-11-17 17:10:16: bpp: [0.5463]
- 2021-11-17 17:10:16: IoU: [0.6909]
- 2021-11-17 17:10:16: train_zeros:0.03638409
- 2021-11-17 17:10:16: train_ones:0.039406244
- 2021-11-17 17:10:16: train_distortion:0.14855851
- 2021-11-17 17:10:16: train_loss:2.0201325
- 2021-11-17 17:13:21: Saved model on epoch: 18, global_step: 18199, for better IoU.
- 2021-11-17 17:13:23: Running time:(mins): 1215
- 2021-11-17 17:13:23: ==========Train Epoch 18 Step: 18199
- 2021-11-17 17:13:23: bpp_ae: [0.4386]
- 2021-11-17 17:13:23: bpp_hyper: [0.1121]
- 2021-11-17 17:13:23: bpp: [0.5506]
- 2021-11-17 17:13:23: IoU: [0.7042]
- 2021-11-17 17:13:23: train_zeros:0.033796288
- 2021-11-17 17:13:23: train_ones:0.038144786
- 2021-11-17 17:13:23: train_distortion:0.13953365
- 2021-11-17 17:13:23: train_loss:1.9293416
- 2021-11-17 17:16:38: Running time:(mins): 1218
- 2021-11-17 17:16:38: ==========Train Epoch 18 Step: 18249
- 2021-11-17 17:16:38: bpp_ae: [0.4338]
- 2021-11-17 17:16:38: bpp_hyper: [0.1126]
- 2021-11-17 17:16:38: bpp: [0.5464]
- 2021-11-17 17:16:38: IoU: [0.6839]
- 2021-11-17 17:16:38: train_zeros:0.025337745
- 2021-11-17 17:16:38: train_ones:0.033880435
- 2021-11-17 17:16:38: train_distortion:0.10989367
- 2021-11-17 17:16:38: train_loss:1.6582971
- 2021-11-17 17:20:00: Running time:(mins): 1222
- 2021-11-17 17:20:00: ==========Train Epoch 18 Step: 18299
- 2021-11-17 17:20:00: bpp_ae: [0.4403]
- 2021-11-17 17:20:00: bpp_hyper: [0.113]
- 2021-11-17 17:20:00: bpp: [0.5533]
- 2021-11-17 17:20:00: IoU: [0.6931]
- 2021-11-17 17:20:00: train_zeros:0.02776204
- 2021-11-17 17:20:00: train_ones:0.037036672
- 2021-11-17 17:20:00: train_distortion:0.12032279
- 2021-11-17 17:20:00: train_loss:1.7680081
- 2021-11-17 17:23:11: Running time:(mins): 1225
- 2021-11-17 17:23:11: ==========Train Epoch 18 Step: 18349
- 2021-11-17 17:23:11: bpp_ae: [0.4327]
- 2021-11-17 17:23:11: bpp_hyper: [0.1114]
- 2021-11-17 17:23:11: bpp: [0.5441]
- 2021-11-17 17:23:11: IoU: [0.6876]
- 2021-11-17 17:23:11: train_zeros:0.03337529
- 2021-11-17 17:23:11: train_ones:0.04251514
- 2021-11-17 17:23:11: train_distortion:0.14264101
- 2021-11-17 17:23:11: train_loss:1.972361
- 2021-11-17 17:26:31: Running time:(mins): 1228
- 2021-11-17 17:26:31: ==========Train Epoch 18 Step: 18399
- 2021-11-17 17:26:31: bpp_ae: [0.4386]
- 2021-11-17 17:26:31: bpp_hyper: [0.1094]
- 2021-11-17 17:26:31: bpp: [0.5479]
- 2021-11-17 17:26:31: IoU: [0.6999]
- 2021-11-17 17:26:31: train_zeros:0.023405256
- 2021-11-17 17:26:31: train_ones:0.037860494
- 2021-11-17 17:26:31: train_distortion:0.10807626
- 2021-11-17 17:26:31: train_loss:1.6532037
- 2021-11-17 17:29:43: Running time:(mins): 1232
- 2021-11-17 17:29:43: ==========Train Epoch 18 Step: 18449
- 2021-11-17 17:29:43: bpp_ae: [0.4306]
- 2021-11-17 17:29:43: bpp_hyper: [0.1119]
- 2021-11-17 17:29:43: bpp: [0.5425]
- 2021-11-17 17:29:43: IoU: [0.6902]
- 2021-11-17 17:29:43: train_zeros:0.024290316
- 2021-11-17 17:29:43: train_ones:0.045301583
- 2021-11-17 17:29:43: train_distortion:0.11817253
- 2021-11-17 17:29:43: train_loss:1.780702
- 2021-11-17 17:33:04: Running time:(mins): 1235
- 2021-11-17 17:33:04: ==========Train Epoch 18 Step: 18499
- 2021-11-17 17:33:04: bpp_ae: [0.4334]
- 2021-11-17 17:33:04: bpp_hyper: [0.1126]
- 2021-11-17 17:33:04: bpp: [0.5461]
- 2021-11-17 17:33:04: IoU: [0.6927]
- 2021-11-17 17:33:04: train_zeros:0.034789678
- 2021-11-17 17:33:04: train_ones:0.039462537
- 2021-11-17 17:33:04: train_distortion:0.14383157
- 2021-11-17 17:33:04: train_loss:1.9835515
- 2021-11-17 17:36:22: Running time:(mins): 1238
- 2021-11-17 17:36:22: ==========Train Epoch 18 Step: 18549
- 2021-11-17 17:36:22: bpp_ae: [0.4385]
- 2021-11-17 17:36:22: bpp_hyper: [0.1122]
- 2021-11-17 17:36:22: bpp: [0.5506]
- 2021-11-17 17:36:22: IoU: [0.6958]
- 2021-11-17 17:36:22: train_zeros:0.029006388
- 2021-11-17 17:36:22: train_ones:0.04658093
- 2021-11-17 17:36:22: train_distortion:0.13360009
- 2021-11-17 17:36:22: train_loss:1.8727738
- 2021-11-17 17:39:35: Running time:(mins): 1241
- 2021-11-17 17:39:35: ==========Train Epoch 18 Step: 18599
- 2021-11-17 17:39:35: bpp_ae: [0.4366]
- 2021-11-17 17:39:35: bpp_hyper: [0.1131]
- 2021-11-17 17:39:35: bpp: [0.5497]
- 2021-11-17 17:39:35: IoU: [0.695]
- 2021-11-17 17:39:35: train_zeros:0.023921905
- 2021-11-17 17:39:35: train_ones:0.03467017
- 2021-11-17 17:39:35: train_distortion:0.10643588
- 2021-11-17 17:39:35: train_loss:1.6224692
- 2021-11-17 17:42:48: Running time:(mins): 1245
- 2021-11-17 17:42:48: ==========Train Epoch 18 Step: 18649
- 2021-11-17 17:42:48: bpp_ae: [0.4428]
- 2021-11-17 17:42:48: bpp_hyper: [0.1159]
- 2021-11-17 17:42:48: bpp: [0.5587]
- 2021-11-17 17:42:48: IoU: [0.697]
- 2021-11-17 17:42:48: train_zeros:0.028221227
- 2021-11-17 17:42:48: train_ones:0.043209657
- 2021-11-17 17:42:48: train_distortion:0.12787333
- 2021-11-17 17:42:48: train_loss:1.8425428
- 2021-11-17 17:46:01: Running time:(mins): 1248
- 2021-11-17 17:46:01: ==========Train Epoch 18 Step: 18699
- 2021-11-17 17:46:01: bpp_ae: [0.4343]
- 2021-11-17 17:46:01: bpp_hyper: [0.1107]
- 2021-11-17 17:46:01: bpp: [0.545]
- 2021-11-17 17:46:01: IoU: [0.6939]
- 2021-11-17 17:46:01: train_zeros:0.03457269
- 2021-11-17 17:46:01: train_ones:0.03948125
- 2021-11-17 17:46:01: train_distortion:0.14319932
- 2021-11-17 17:46:01: train_loss:1.9434655
- 2021-11-17 17:49:21: Running time:(mins): 1251
- 2021-11-17 17:49:21: ==========Train Epoch 18 Step: 18749
- 2021-11-17 17:49:21: bpp_ae: [0.4376]
- 2021-11-17 17:49:21: bpp_hyper: [0.1115]
- 2021-11-17 17:49:21: bpp: [0.5491]
- 2021-11-17 17:49:21: IoU: [0.6999]
- 2021-11-17 17:49:21: train_zeros:0.033678416
- 2021-11-17 17:49:21: train_ones:0.039369524
- 2021-11-17 17:49:21: train_distortion:0.14040478
- 2021-11-17 17:49:21: train_loss:1.9705505
- 2021-11-17 17:52:37: Running time:(mins): 1254
- 2021-11-17 17:52:37: ==========Train Epoch 18 Step: 18799
- 2021-11-17 17:52:37: bpp_ae: [0.4315]
- 2021-11-17 17:52:37: bpp_hyper: [0.1101]
- 2021-11-17 17:52:37: bpp: [0.5416]
- 2021-11-17 17:52:37: IoU: [0.6901]
- 2021-11-17 17:52:37: train_zeros:0.03386853
- 2021-11-17 17:52:37: train_ones:0.040684376
- 2021-11-17 17:52:37: train_distortion:0.14228997
- 2021-11-17 17:52:37: train_loss:1.9551057
- 2021-11-17 17:55:57: Running time:(mins): 1258
- 2021-11-17 17:55:57: ==========Train Epoch 18 Step: 18849
- 2021-11-17 17:55:57: bpp_ae: [0.4341]
- 2021-11-17 17:55:57: bpp_hyper: [0.1107]
- 2021-11-17 17:55:57: bpp: [0.5448]
- 2021-11-17 17:55:57: IoU: [0.6856]
- 2021-11-17 17:55:57: train_zeros:0.020796895
- 2021-11-17 17:55:57: train_ones:0.032100163
- 2021-11-17 17:55:57: train_distortion:0.09449085
- 2021-11-17 17:55:57: train_loss:1.4889843
- 2021-11-17 17:59:24: Running time:(mins): 1261
- 2021-11-17 17:59:24: ==========Train Epoch 18 Step: 18899
- 2021-11-17 17:59:24: bpp_ae: [0.4364]
- 2021-11-17 17:59:24: bpp_hyper: [0.1123]
- 2021-11-17 17:59:24: bpp: [0.5487]
- 2021-11-17 17:59:24: IoU: [0.7033]
- 2021-11-17 17:59:24: train_zeros:0.030136226
- 2021-11-17 17:59:24: train_ones:0.04316437
- 2021-11-17 17:59:24: train_distortion:0.13357304
- 2021-11-17 17:59:24: train_loss:1.8793228
- 2021-11-17 18:02:33: Running time:(mins): 1264
- 2021-11-17 18:02:33: ==========Train Epoch 18 Step: 18949
- 2021-11-17 18:02:33: bpp_ae: [0.4377]
- 2021-11-17 18:02:33: bpp_hyper: [0.1136]
- 2021-11-17 18:02:33: bpp: [0.5513]
- 2021-11-17 18:02:33: IoU: [0.6906]
- 2021-11-17 18:02:33: train_zeros:0.04796428
- 2021-11-17 18:02:33: train_ones:0.053034488
- 2021-11-17 18:02:33: train_distortion:0.19692732
- 2021-11-17 18:02:33: train_loss:2.5297916
- 2021-11-17 18:06:10: Running time:(mins): 1268
- 2021-11-17 18:06:10: ==========Train Epoch 18 Step: 18999
- 2021-11-17 18:06:10: bpp_ae: [0.437]
- 2021-11-17 18:06:10: bpp_hyper: [0.1125]
- 2021-11-17 18:06:10: bpp: [0.5496]
- 2021-11-17 18:06:10: IoU: [0.6913]
- 2021-11-17 18:06:10: train_zeros:0.030002762
- 2021-11-17 18:06:10: train_ones:0.04006802
- 2021-11-17 18:06:10: train_distortion:0.1300763
- 2021-11-17 18:06:10: train_loss:1.843382
- 2021-11-17 18:06:10: Saved model on epoch: 18, for epoch finished.
- 2021-11-17 18:06:10: Testing Files length:12
- 2021-11-17 18:06:38: ==========Test Epoch 19 Step: 0
- 2021-11-17 18:06:38: bpp_ae: [0.4056]
- 2021-11-17 18:06:38: bpp_hyper: [0.0817]
- 2021-11-17 18:06:38: bpp: [0.4874]
- 2021-11-17 18:06:38: IoU: [0.6928]
- 2021-11-17 18:06:38: ========================================
- Training Epoch: 19
- 2021-11-17 18:06:38: alpha:10 beta:3.0
- 2021-11-17 18:06:38: LR:1e-05
- 2021-11-17 18:06:38: Training Files length:1000
- 2021-11-17 18:09:57: Running time:(mins): 1272
- 2021-11-17 18:09:57: ==========Train Epoch 19 Step: 19049
- 2021-11-17 18:09:57: bpp_ae: [0.4359]
- 2021-11-17 18:09:57: bpp_hyper: [0.112]
- 2021-11-17 18:09:57: bpp: [0.5479]
- 2021-11-17 18:09:57: IoU: [0.6936]
- 2021-11-17 18:09:57: train_zeros:0.029985573
- 2021-11-17 18:09:57: train_ones:0.038520254
- 2021-11-17 18:09:57: train_distortion:0.12847698
- 2021-11-17 18:09:57: train_loss:1.7874554
- 2021-11-17 18:13:21: Running time:(mins): 1275
- 2021-11-17 18:13:21: ==========Train Epoch 19 Step: 19099
- 2021-11-17 18:13:21: bpp_ae: [0.4338]
- 2021-11-17 18:13:21: bpp_hyper: [0.111]
- 2021-11-17 18:13:21: bpp: [0.5448]
- 2021-11-17 18:13:21: IoU: [0.6932]
- 2021-11-17 18:13:21: train_zeros:0.01966406
- 2021-11-17 18:13:21: train_ones:0.033564843
- 2021-11-17 18:13:21: train_distortion:0.09255703
- 2021-11-17 18:13:21: train_loss:1.4782671
- 2021-11-17 18:16:28: Running time:(mins): 1278
- 2021-11-17 18:16:28: ==========Train Epoch 19 Step: 19149
- 2021-11-17 18:16:28: bpp_ae: [0.4373]
- 2021-11-17 18:16:28: bpp_hyper: [0.1095]
- 2021-11-17 18:16:28: bpp: [0.5468]
- 2021-11-17 18:16:28: IoU: [0.6906]
- 2021-11-17 18:16:28: train_zeros:0.039251097
- 2021-11-17 18:16:28: train_ones:0.04364378
- 2021-11-17 18:16:28: train_distortion:0.16139707
- 2021-11-17 18:16:28: train_loss:2.1157112
- 2021-11-17 18:19:39: Running time:(mins): 1281
- 2021-11-17 18:19:39: ==========Train Epoch 19 Step: 19199
- 2021-11-17 18:19:39: bpp_ae: [0.4331]
- 2021-11-17 18:19:39: bpp_hyper: [0.1077]
- 2021-11-17 18:19:39: bpp: [0.5408]
- 2021-11-17 18:19:39: IoU: [0.6924]
- 2021-11-17 18:19:39: train_zeros:0.02364478
- 2021-11-17 18:19:39: train_ones:0.039288666
- 2021-11-17 18:19:39: train_distortion:0.11022301
- 2021-11-17 18:19:39: train_loss:1.6499561
- 2021-11-17 18:22:55: Running time:(mins): 1285
- 2021-11-17 18:22:55: ==========Train Epoch 19 Step: 19249
- 2021-11-17 18:22:55: bpp_ae: [0.4311]
- 2021-11-17 18:22:55: bpp_hyper: [0.1113]
- 2021-11-17 18:22:55: bpp: [0.5423]
- 2021-11-17 18:22:55: IoU: [0.6959]
- 2021-11-17 18:22:55: train_zeros:0.03673949
- 2021-11-17 18:22:55: train_ones:0.042759653
- 2021-11-17 18:22:55: train_distortion:0.15297812
- 2021-11-17 18:22:55: train_loss:2.0558674
- 2021-11-17 18:26:10: Running time:(mins): 1288
- 2021-11-17 18:26:10: ==========Train Epoch 19 Step: 19299
- 2021-11-17 18:26:10: bpp_ae: [0.4343]
- 2021-11-17 18:26:10: bpp_hyper: [0.1114]
- 2021-11-17 18:26:10: bpp: [0.5457]
- 2021-11-17 18:26:10: IoU: [0.6848]
- 2021-11-17 18:26:10: train_zeros:0.032875314
- 2021-11-17 18:26:10: train_ones:0.05784717
- 2021-11-17 18:26:10: train_distortion:0.15647312
- 2021-11-17 18:26:10: train_loss:2.0879624
- 2021-11-17 18:29:22: Running time:(mins): 1291
- 2021-11-17 18:29:22: ==========Train Epoch 19 Step: 19349
- 2021-11-17 18:29:22: bpp_ae: [0.4372]
- 2021-11-17 18:29:22: bpp_hyper: [0.1119]
- 2021-11-17 18:29:22: bpp: [0.5492]
- 2021-11-17 18:29:22: IoU: [0.6853]
- 2021-11-17 18:29:22: train_zeros:0.028833976
- 2021-11-17 18:29:22: train_ones:0.04288621
- 2021-11-17 18:29:22: train_distortion:0.12938814
- 2021-11-17 18:29:22: train_loss:1.8201596
- 2021-11-17 18:32:35: Running time:(mins): 1294
- 2021-11-17 18:32:35: ==========Train Epoch 19 Step: 19399
- 2021-11-17 18:32:35: bpp_ae: [0.4374]
- 2021-11-17 18:32:35: bpp_hyper: [0.113]
- 2021-11-17 18:32:35: bpp: [0.5504]
- 2021-11-17 18:32:35: IoU: [0.7018]
- 2021-11-17 18:32:35: train_zeros:0.029024381
- 2021-11-17 18:32:35: train_ones:0.030145658
- 2021-11-17 18:32:35: train_distortion:0.11721881
- 2021-11-17 18:32:35: train_loss:1.6831462
- 2021-11-17 18:35:45: Running time:(mins): 1298
- 2021-11-17 18:35:45: ==========Train Epoch 19 Step: 19449
- 2021-11-17 18:35:45: bpp_ae: [0.4327]
- 2021-11-17 18:35:45: bpp_hyper: [0.1099]
- 2021-11-17 18:35:45: bpp: [0.5426]
- 2021-11-17 18:35:45: IoU: [0.6944]
- 2021-11-17 18:35:45: train_zeros:0.022576291
- 2021-11-17 18:35:45: train_ones:0.030426543
- 2021-11-17 18:35:45: train_distortion:0.098155424
- 2021-11-17 18:35:45: train_loss:1.5105431
- 2021-11-17 18:38:55: Running time:(mins): 1301
- 2021-11-17 18:38:55: ==========Train Epoch 19 Step: 19499
- 2021-11-17 18:38:55: bpp_ae: [0.434]
- 2021-11-17 18:38:55: bpp_hyper: [0.1115]
- 2021-11-17 18:38:55: bpp: [0.5455]
- 2021-11-17 18:38:55: IoU: [0.6915]
- 2021-11-17 18:38:55: train_zeros:0.01615128
- 2021-11-17 18:38:55: train_ones:0.036411732
- 2021-11-17 18:38:55: train_distortion:0.08486557
- 2021-11-17 18:38:56: train_loss:1.4350178
- 2021-11-17 18:42:08: Running time:(mins): 1304
- 2021-11-17 18:42:08: ==========Train Epoch 19 Step: 19549
- 2021-11-17 18:42:08: bpp_ae: [0.4361]
- 2021-11-17 18:42:08: bpp_hyper: [0.1089]
- 2021-11-17 18:42:08: bpp: [0.545]
- 2021-11-17 18:42:08: IoU: [0.6946]
- 2021-11-17 18:42:08: train_zeros:0.023256602
- 2021-11-17 18:42:08: train_ones:0.038655132
- 2021-11-17 18:42:08: train_distortion:0.10842494
- 2021-11-17 18:42:08: train_loss:1.6314297
- 2021-11-17 18:45:23: Running time:(mins): 1307
- 2021-11-17 18:45:23: ==========Train Epoch 19 Step: 19599
- 2021-11-17 18:45:23: bpp_ae: [0.4407]
- 2021-11-17 18:45:23: bpp_hyper: [0.112]
- 2021-11-17 18:45:23: bpp: [0.5527]
- 2021-11-17 18:45:23: IoU: [0.6897]
- 2021-11-17 18:45:23: train_zeros:0.032403585
- 2021-11-17 18:45:23: train_ones:0.031946465
- 2021-11-17 18:45:23: train_distortion:0.12915722
- 2021-11-17 18:45:23: train_loss:1.8322406
- 2021-11-17 18:48:48: Running time:(mins): 1311
- 2021-11-17 18:48:48: ==========Train Epoch 19 Step: 19649
- 2021-11-17 18:48:48: bpp_ae: [0.4312]
- 2021-11-17 18:48:48: bpp_hyper: [0.1104]
- 2021-11-17 18:48:48: bpp: [0.5416]
- 2021-11-17 18:48:48: IoU: [0.6887]
- 2021-11-17 18:48:48: train_zeros:0.044355363
- 2021-11-17 18:48:48: train_ones:0.044996995
- 2021-11-17 18:48:48: train_distortion:0.17806308
- 2021-11-17 18:48:48: train_loss:2.26962
- 2021-11-17 18:52:02: Running time:(mins): 1314
- 2021-11-17 18:52:02: ==========Train Epoch 19 Step: 19699
- 2021-11-17 18:52:02: bpp_ae: [0.4392]
- 2021-11-17 18:52:02: bpp_hyper: [0.1105]
- 2021-11-17 18:52:02: bpp: [0.5497]
- 2021-11-17 18:52:02: IoU: [0.6969]
- 2021-11-17 18:52:02: train_zeros:0.03477295
- 2021-11-17 18:52:02: train_ones:0.038385928
- 2021-11-17 18:52:02: train_distortion:0.14270478
- 2021-11-17 18:52:02: train_loss:1.9450651
- 2021-11-17 18:55:29: Running time:(mins): 1317
- 2021-11-17 18:55:29: ==========Train Epoch 19 Step: 19749
- 2021-11-17 18:55:29: bpp_ae: [0.4428]
- 2021-11-17 18:55:29: bpp_hyper: [0.1129]
- 2021-11-17 18:55:29: bpp: [0.5557]
- 2021-11-17 18:55:29: IoU: [0.6992]
- 2021-11-17 18:55:29: train_zeros:0.023649614
- 2021-11-17 18:55:29: train_ones:0.03595111
- 2021-11-17 18:55:29: train_distortion:0.10689995
- 2021-11-17 18:55:29: train_loss:1.6193509
- 2021-11-17 18:58:50: Running time:(mins): 1321
- 2021-11-17 18:58:50: ==========Train Epoch 19 Step: 19799
- 2021-11-17 18:58:50: bpp_ae: [0.4376]
- 2021-11-17 18:58:50: bpp_hyper: [0.1133]
- 2021-11-17 18:58:50: bpp: [0.5509]
- 2021-11-17 18:58:50: IoU: [0.6956]
- 2021-11-17 18:58:50: train_zeros:0.029858848
- 2021-11-17 18:58:50: train_ones:0.03487551
- 2021-11-17 18:58:50: train_distortion:0.124452055
- 2021-11-17 18:58:50: train_loss:1.7482646
- 2021-11-17 19:02:19: Running time:(mins): 1324
- 2021-11-17 19:02:19: ==========Train Epoch 19 Step: 19849
- 2021-11-17 19:02:19: bpp_ae: [0.4332]
- 2021-11-17 19:02:19: bpp_hyper: [0.1101]
- 2021-11-17 19:02:19: bpp: [0.5434]
- 2021-11-17 19:02:19: IoU: [0.6915]
- 2021-11-17 19:02:19: train_zeros:0.024873924
- 2021-11-17 19:02:19: train_ones:0.034575988
- 2021-11-17 19:02:19: train_distortion:0.10919775
- 2021-11-17 19:02:19: train_loss:1.6463072
- 2021-11-17 19:05:45: Running time:(mins): 1328
- 2021-11-17 19:05:45: ==========Train Epoch 19 Step: 19899
- 2021-11-17 19:05:45: bpp_ae: [0.4383]
- 2021-11-17 19:05:45: bpp_hyper: [0.1138]
- 2021-11-17 19:05:45: bpp: [0.5521]
- 2021-11-17 19:05:45: IoU: [0.7012]
- 2021-11-17 19:05:45: train_zeros:0.03541687
- 2021-11-17 19:05:45: train_ones:0.039544664
- 2021-11-17 19:05:45: train_distortion:0.14579529
- 2021-11-17 19:05:45: train_loss:2.0068333
- 2021-11-17 19:09:09: Running time:(mins): 1331
- 2021-11-17 19:09:09: ==========Train Epoch 19 Step: 19949
- 2021-11-17 19:09:09: bpp_ae: [0.4349]
- 2021-11-17 19:09:09: bpp_hyper: [0.1123]
- 2021-11-17 19:09:09: bpp: [0.5473]
- 2021-11-17 19:09:09: IoU: [0.6988]
- 2021-11-17 19:09:09: train_zeros:0.017021408
- 2021-11-17 19:09:09: train_ones:0.038023368
- 2021-11-17 19:09:09: train_distortion:0.08908759
- 2021-11-17 19:09:09: train_loss:1.4988675
- 2021-11-17 19:12:27: Running time:(mins): 1334
- 2021-11-17 19:12:27: ==========Train Epoch 19 Step: 19999
- 2021-11-17 19:12:27: bpp_ae: [0.4316]
- 2021-11-17 19:12:27: bpp_hyper: [0.1104]
- 2021-11-17 19:12:27: bpp: [0.542]
- 2021-11-17 19:12:27: IoU: [0.695]
- 2021-11-17 19:12:27: train_zeros:0.03194859
- 2021-11-17 19:12:27: train_ones:0.04221133
- 2021-11-17 19:12:27: train_distortion:0.1380571
- 2021-11-17 19:12:27: train_loss:1.9234575
- 2021-11-17 19:12:27: Saved model on epoch: 19, for epoch finished.
- 2021-11-17 19:12:27: Testing Files length:12
- 2021-11-17 19:12:57: ==========Test Epoch 20 Step: 0
- 2021-11-17 19:12:57: bpp_ae: [0.4043]
- 2021-11-17 19:12:57: bpp_hyper: [0.0823]
- 2021-11-17 19:12:57: bpp: [0.4866]
- 2021-11-17 19:12:57: IoU: [0.6863]
- 2021-11-17 19:12:57: ========================================
- Training Epoch: 20
- 2021-11-17 19:12:57: alpha:10 beta:3.0
- 2021-11-17 19:12:57: LR:1e-05
- 2021-11-17 19:12:57: Training Files length:1000
- 2021-11-17 19:16:10: Running time:(mins): 1338
- 2021-11-17 19:16:10: ==========Train Epoch 20 Step: 20049
- 2021-11-17 19:16:10: bpp_ae: [0.4333]
- 2021-11-17 19:16:10: bpp_hyper: [0.1101]
- 2021-11-17 19:16:10: bpp: [0.5435]
- 2021-11-17 19:16:10: IoU: [0.6978]
- 2021-11-17 19:16:10: train_zeros:0.041448716
- 2021-11-17 19:16:10: train_ones:0.04147209
- 2021-11-17 19:16:10: train_distortion:0.16581824
- 2021-11-17 19:16:10: train_loss:2.1902428
- 2021-11-17 19:19:32: Running time:(mins): 1341
- 2021-11-17 19:19:32: ==========Train Epoch 20 Step: 20099
- 2021-11-17 19:19:32: bpp_ae: [0.437]
- 2021-11-17 19:19:32: bpp_hyper: [0.1089]
- 2021-11-17 19:19:32: bpp: [0.5459]
- 2021-11-17 19:19:32: IoU: [0.6939]
- 2021-11-17 19:19:32: train_zeros:0.02775854
- 2021-11-17 19:19:32: train_ones:0.0421691
- 2021-11-17 19:19:32: train_distortion:0.12544473
- 2021-11-17 19:19:32: train_loss:1.7874923
- 2021-11-17 19:22:37: Running time:(mins): 1344
- 2021-11-17 19:22:37: ==========Train Epoch 20 Step: 20149
- 2021-11-17 19:22:37: bpp_ae: [0.4336]
- 2021-11-17 19:22:37: bpp_hyper: [0.1134]
- 2021-11-17 19:22:37: bpp: [0.5469]
- 2021-11-17 19:22:37: IoU: [0.6941]
- 2021-11-17 19:22:37: train_zeros:0.039455637
- 2021-11-17 19:22:37: train_ones:0.048440937
- 2021-11-17 19:22:37: train_distortion:0.16680785
- 2021-11-17 19:22:37: train_loss:2.172571
- 2021-11-17 19:25:49: Running time:(mins): 1348
- 2021-11-17 19:25:49: ==========Train Epoch 20 Step: 20199
- 2021-11-17 19:25:49: bpp_ae: [0.4311]
- 2021-11-17 19:25:49: bpp_hyper: [0.1102]
- 2021-11-17 19:25:49: bpp: [0.5413]
- 2021-11-17 19:25:49: IoU: [0.7032]
- 2021-11-17 19:25:49: train_zeros:0.026176367
- 2021-11-17 19:25:49: train_ones:0.036922734
- 2021-11-17 19:25:49: train_distortion:0.11545184
- 2021-11-17 19:25:49: train_loss:1.7166618
- 2021-11-17 19:28:56: Running time:(mins): 1351
- 2021-11-17 19:28:56: ==========Train Epoch 20 Step: 20249
- 2021-11-17 19:28:56: bpp_ae: [0.4422]
- 2021-11-17 19:28:56: bpp_hyper: [0.1156]
- 2021-11-17 19:28:56: bpp: [0.5578]
- 2021-11-17 19:28:56: IoU: [0.699]
- 2021-11-17 19:28:56: train_zeros:0.032073736
- 2021-11-17 19:28:56: train_ones:0.0339839
- 2021-11-17 19:28:56: train_distortion:0.13020511
- 2021-11-17 19:28:56: train_loss:1.878608
- 2021-11-17 19:32:13: Running time:(mins): 1354
- 2021-11-17 19:32:13: ==========Train Epoch 20 Step: 20299
- 2021-11-17 19:32:13: bpp_ae: [0.4372]
- 2021-11-17 19:32:13: bpp_hyper: [0.1108]
- 2021-11-17 19:32:13: bpp: [0.548]
- 2021-11-17 19:32:13: IoU: [0.6958]
- 2021-11-17 19:32:13: train_zeros:0.042351976
- 2021-11-17 19:32:13: train_ones:0.037396878
- 2021-11-17 19:32:13: train_distortion:0.1644528
- 2021-11-17 19:32:13: train_loss:2.1314552
- 2021-11-17 19:35:30: Running time:(mins): 1357
- 2021-11-17 19:35:30: ==========Train Epoch 20 Step: 20349
- 2021-11-17 19:35:30: bpp_ae: [0.4347]
- 2021-11-17 19:35:30: bpp_hyper: [0.1101]
- 2021-11-17 19:35:30: bpp: [0.5449]
- 2021-11-17 19:35:30: IoU: [0.6919]
- 2021-11-17 19:35:30: train_zeros:0.032624424
- 2021-11-17 19:35:30: train_ones:0.037866876
- 2021-11-17 19:35:30: train_distortion:0.13574015
- 2021-11-17 19:35:30: train_loss:1.8879833
- 2021-11-17 19:38:41: Running time:(mins): 1360
- 2021-11-17 19:38:41: ==========Train Epoch 20 Step: 20399
- 2021-11-17 19:38:41: bpp_ae: [0.438]
- 2021-11-17 19:38:41: bpp_hyper: [0.1106]
- 2021-11-17 19:38:41: bpp: [0.5486]
- 2021-11-17 19:38:41: IoU: [0.6927]
- 2021-11-17 19:38:41: train_zeros:0.03388679
- 2021-11-17 19:38:41: train_ones:0.034183104
- 2021-11-17 19:38:41: train_distortion:0.13584347
- 2021-11-17 19:38:41: train_loss:1.899011
- 2021-11-17 19:41:55: Running time:(mins): 1364
- 2021-11-17 19:41:55: ==========Train Epoch 20 Step: 20449
- 2021-11-17 19:41:55: bpp_ae: [0.4396]
- 2021-11-17 19:41:55: bpp_hyper: [0.1123]
- 2021-11-17 19:41:55: bpp: [0.5519]
- 2021-11-17 19:41:55: IoU: [0.6956]
- 2021-11-17 19:41:55: train_zeros:0.024690542
- 2021-11-17 19:41:55: train_ones:0.03665464
- 2021-11-17 19:41:55: train_distortion:0.11072627
- 2021-11-17 19:41:55: train_loss:1.6424818
- 2021-11-17 19:45:09: Running time:(mins): 1367
- 2021-11-17 19:45:09: ==========Train Epoch 20 Step: 20499
- 2021-11-17 19:45:09: bpp_ae: [0.4329]
- 2021-11-17 19:45:09: bpp_hyper: [0.1109]
- 2021-11-17 19:45:09: bpp: [0.5438]
- 2021-11-17 19:45:09: IoU: [0.6971]
- 2021-11-17 19:45:09: train_zeros:0.022106057
- 2021-11-17 19:45:09: train_ones:0.04355593
- 2021-11-17 19:45:09: train_distortion:0.1098741
- 2021-11-17 19:45:09: train_loss:1.6369535
- 2021-11-17 19:48:29: Running time:(mins): 1370
- 2021-11-17 19:48:29: ==========Train Epoch 20 Step: 20549
- 2021-11-17 19:48:29: bpp_ae: [0.4403]
- 2021-11-17 19:48:29: bpp_hyper: [0.114]
- 2021-11-17 19:48:29: bpp: [0.5543]
- 2021-11-17 19:48:29: IoU: [0.6976]
- 2021-11-17 19:48:29: train_zeros:0.021856472
- 2021-11-17 19:48:29: train_ones:0.028037153
- 2021-11-17 19:48:29: train_distortion:0.09360657
- 2021-11-17 19:48:29: train_loss:1.4936653
- 2021-11-17 19:51:47: Running time:(mins): 1374
- 2021-11-17 19:51:47: ==========Train Epoch 20 Step: 20599
- 2021-11-17 19:51:47: bpp_ae: [0.4306]
- 2021-11-17 19:51:47: bpp_hyper: [0.1105]
- 2021-11-17 19:51:47: bpp: [0.5411]
- 2021-11-17 19:51:47: IoU: [0.6902]
- 2021-11-17 19:51:47: train_zeros:0.039780445
- 2021-11-17 19:51:47: train_ones:0.049199782
- 2021-11-17 19:51:47: train_distortion:0.16854112
- 2021-11-17 19:51:47: train_loss:2.198708
- 2021-11-17 19:55:07: Running time:(mins): 1377
- 2021-11-17 19:55:07: ==========Train Epoch 20 Step: 20649
- 2021-11-17 19:55:07: bpp_ae: [0.437]
- 2021-11-17 19:55:07: bpp_hyper: [0.1119]
- 2021-11-17 19:55:07: bpp: [0.5488]
- 2021-11-17 19:55:07: IoU: [0.6872]
- 2021-11-17 19:55:07: train_zeros:0.02602284
- 2021-11-17 19:55:07: train_ones:0.03422212
- 2021-11-17 19:55:07: train_distortion:0.11229064
- 2021-11-17 19:55:07: train_loss:1.6682311
- 2021-11-17 19:58:21: Running time:(mins): 1380
- 2021-11-17 19:58:21: ==========Train Epoch 20 Step: 20699
- 2021-11-17 19:58:21: bpp_ae: [0.4423]
- 2021-11-17 19:58:21: bpp_hyper: [0.1144]
- 2021-11-17 19:58:21: bpp: [0.5568]
- 2021-11-17 19:58:21: IoU: [0.6966]
- 2021-11-17 19:58:21: train_zeros:0.03666607
- 2021-11-17 19:58:21: train_ones:0.044265907
- 2021-11-17 19:58:21: train_distortion:0.15426412
- 2021-11-17 19:58:21: train_loss:2.1026738
- 2021-11-17 20:01:38: Running time:(mins): 1383
- 2021-11-17 20:01:38: ==========Train Epoch 20 Step: 20749
- 2021-11-17 20:01:38: bpp_ae: [0.4365]
- 2021-11-17 20:01:38: bpp_hyper: [0.1116]
- 2021-11-17 20:01:38: bpp: [0.5481]
- 2021-11-17 20:01:38: IoU: [0.7024]
- 2021-11-17 20:01:38: train_zeros:0.02304714
- 2021-11-17 20:01:38: train_ones:0.032835208
- 2021-11-17 20:01:38: train_distortion:0.101976626
- 2021-11-17 20:01:38: train_loss:1.5923537
- 2021-11-17 20:05:04: Running time:(mins): 1387
- 2021-11-17 20:05:04: ==========Train Epoch 20 Step: 20799
- 2021-11-17 20:05:04: bpp_ae: [0.4367]
- 2021-11-17 20:05:04: bpp_hyper: [0.1111]
- 2021-11-17 20:05:04: bpp: [0.5478]
- 2021-11-17 20:05:04: IoU: [0.6911]
- 2021-11-17 20:05:04: train_zeros:0.052305
- 2021-11-17 20:05:04: train_ones:0.055939972
- 2021-11-17 20:05:04: train_distortion:0.21285498
- 2021-11-17 20:05:04: train_loss:2.6912322
- 2021-11-17 20:08:29: Running time:(mins): 1390
- 2021-11-17 20:08:29: ==========Train Epoch 20 Step: 20849
- 2021-11-17 20:08:29: bpp_ae: [0.4348]
- 2021-11-17 20:08:29: bpp_hyper: [0.1117]
- 2021-11-17 20:08:29: bpp: [0.5464]
- 2021-11-17 20:08:29: IoU: [0.6921]
- 2021-11-17 20:08:29: train_zeros:0.02231024
- 2021-11-17 20:08:29: train_ones:0.03163308
- 2021-11-17 20:08:29: train_distortion:0.0985638
- 2021-11-17 20:08:29: train_loss:1.5204754
- 2021-11-17 20:11:52: Running time:(mins): 1394
- 2021-11-17 20:11:52: ==========Train Epoch 20 Step: 20899
- 2021-11-17 20:11:52: bpp_ae: [0.4376]
- 2021-11-17 20:11:52: bpp_hyper: [0.1091]
- 2021-11-17 20:11:52: bpp: [0.5467]
- 2021-11-17 20:11:52: IoU: [0.6886]
- 2021-11-17 20:11:52: train_zeros:0.021079537
- 2021-11-17 20:11:52: train_ones:0.03837388
- 2021-11-17 20:11:52: train_distortion:0.101612486
- 2021-11-17 20:11:52: train_loss:1.5900676
- 2021-11-17 20:15:11: Running time:(mins): 1397
- 2021-11-17 20:15:11: ==========Train Epoch 20 Step: 20949
- 2021-11-17 20:15:11: bpp_ae: [0.4353]
- 2021-11-17 20:15:11: bpp_hyper: [0.1084]
- 2021-11-17 20:15:11: bpp: [0.5437]
- 2021-11-17 20:15:11: IoU: [0.6896]
- 2021-11-17 20:15:11: train_zeros:0.03142662
- 2021-11-17 20:15:11: train_ones:0.04277192
- 2021-11-17 20:15:11: train_distortion:0.13705178
- 2021-11-17 20:15:11: train_loss:1.8859309
- 2021-11-17 20:18:28: Running time:(mins): 1400
- 2021-11-17 20:18:28: ==========Train Epoch 20 Step: 20999
- 2021-11-17 20:18:28: bpp_ae: [0.4437]
- 2021-11-17 20:18:28: bpp_hyper: [0.1113]
- 2021-11-17 20:18:28: bpp: [0.555]
- 2021-11-17 20:18:28: IoU: [0.6969]
- 2021-11-17 20:18:28: train_zeros:0.041726287
- 2021-11-17 20:18:28: train_ones:0.03782304
- 2021-11-17 20:18:28: train_distortion:0.1630019
- 2021-11-17 20:18:28: train_loss:2.1173341
- 2021-11-17 20:18:28: Saved model on epoch: 20, for epoch finished.
- 2021-11-17 20:18:28: Testing Files length:12
- 2021-11-17 20:18:57: ==========Test Epoch 21 Step: 0
- 2021-11-17 20:18:57: bpp_ae: [0.4046]
- 2021-11-17 20:18:57: bpp_hyper: [0.0822]
- 2021-11-17 20:18:57: bpp: [0.4869]
- 2021-11-17 20:18:57: IoU: [0.6962]
- 2021-11-17 20:18:57: ========================================
- Training Epoch: 21
- 2021-11-17 20:18:57: alpha:10 beta:3.0
- 2021-11-17 20:18:57: LR:1e-05
- 2021-11-17 20:18:57: Training Files length:1000
- 2021-11-17 20:22:15: Running time:(mins): 1404
- 2021-11-17 20:22:15: ==========Train Epoch 21 Step: 21049
- 2021-11-17 20:22:15: bpp_ae: [0.4361]
- 2021-11-17 20:22:15: bpp_hyper: [0.1112]
- 2021-11-17 20:22:15: bpp: [0.5474]
- 2021-11-17 20:22:15: IoU: [0.6976]
- 2021-11-17 20:22:15: train_zeros:0.03305099
- 2021-11-17 20:22:15: train_ones:0.048851937
- 2021-11-17 20:22:15: train_distortion:0.14800492
- 2021-11-17 20:22:15: train_loss:2.0163956
- 2021-11-17 20:25:27: Running time:(mins): 1407
- 2021-11-17 20:25:27: ==========Train Epoch 21 Step: 21099
- 2021-11-17 20:25:27: bpp_ae: [0.4345]
- 2021-11-17 20:25:27: bpp_hyper: [0.1118]
- 2021-11-17 20:25:27: bpp: [0.5463]
- 2021-11-17 20:25:27: IoU: [0.7011]
- 2021-11-17 20:25:27: train_zeros:0.032571767
- 2021-11-17 20:25:27: train_ones:0.038986363
- 2021-11-17 20:25:27: train_distortion:0.13670167
- 2021-11-17 20:25:27: train_loss:1.9291465
- 2021-11-17 20:28:36: Running time:(mins): 1410
- 2021-11-17 20:28:36: ==========Train Epoch 21 Step: 21149
- 2021-11-17 20:28:36: bpp_ae: [0.4319]
- 2021-11-17 20:28:36: bpp_hyper: [0.1118]
- 2021-11-17 20:28:36: bpp: [0.5437]
- 2021-11-17 20:28:36: IoU: [0.6925]
- 2021-11-17 20:28:36: train_zeros:0.024315724
- 2021-11-17 20:28:36: train_ones:0.030003816
- 2021-11-17 20:28:36: train_distortion:0.10295099
- 2021-11-17 20:28:36: train_loss:1.5661349
- 2021-11-17 20:31:45: Running time:(mins): 1414
- 2021-11-17 20:31:45: ==========Train Epoch 21 Step: 21199
- 2021-11-17 20:31:45: bpp_ae: [0.4335]
- 2021-11-17 20:31:45: bpp_hyper: [0.111]
- 2021-11-17 20:31:45: bpp: [0.5446]
- 2021-11-17 20:31:45: IoU: [0.6973]
- 2021-11-17 20:31:45: train_zeros:0.024758393
- 2021-11-17 20:31:45: train_ones:0.036424946
- 2021-11-17 20:31:45: train_distortion:0.11070013
- 2021-11-17 20:31:45: train_loss:1.6811054
- 2021-11-17 20:35:08: Running time:(mins): 1417
- 2021-11-17 20:35:08: ==========Train Epoch 21 Step: 21249
- 2021-11-17 20:35:08: bpp_ae: [0.4365]
- 2021-11-17 20:35:08: bpp_hyper: [0.1117]
- 2021-11-17 20:35:08: bpp: [0.5481]
- 2021-11-17 20:35:08: IoU: [0.6921]
- 2021-11-17 20:35:08: train_zeros:0.034186516
- 2021-11-17 20:35:08: train_ones:0.03588945
- 2021-11-17 20:35:08: train_distortion:0.138449
- 2021-11-17 20:35:08: train_loss:1.9173707
- 2021-11-17 20:38:20: Running time:(mins): 1420
- 2021-11-17 20:38:20: ==========Train Epoch 21 Step: 21299
- 2021-11-17 20:38:20: bpp_ae: [0.4454]
- 2021-11-17 20:38:20: bpp_hyper: [0.1121]
- 2021-11-17 20:38:20: bpp: [0.5575]
- 2021-11-17 20:38:20: IoU: [0.7011]
- 2021-11-17 20:38:20: train_zeros:0.024803134
- 2021-11-17 20:38:20: train_ones:0.04635423
- 2021-11-17 20:38:20: train_distortion:0.12076363
- 2021-11-17 20:38:20: train_loss:1.907746
- 2021-11-17 20:41:34: Running time:(mins): 1423
- 2021-11-17 20:41:34: ==========Train Epoch 21 Step: 21349
- 2021-11-17 20:41:34: bpp_ae: [0.4309]
- 2021-11-17 20:41:34: bpp_hyper: [0.1094]
- 2021-11-17 20:41:34: bpp: [0.5404]
- 2021-11-17 20:41:34: IoU: [0.6964]
- 2021-11-17 20:41:34: train_zeros:0.027951544
- 2021-11-17 20:41:34: train_ones:0.04633281
- 2021-11-17 20:41:34: train_distortion:0.13018744
- 2021-11-17 20:41:34: train_loss:1.8533118
- 2021-11-17 20:44:59: Running time:(mins): 1427
- 2021-11-17 20:44:59: ==========Train Epoch 21 Step: 21399
- 2021-11-17 20:44:59: bpp_ae: [0.4369]
- 2021-11-17 20:44:59: bpp_hyper: [0.112]
- 2021-11-17 20:44:59: bpp: [0.5489]
- 2021-11-17 20:44:59: IoU: [0.6951]
- 2021-11-17 20:44:59: train_zeros:0.033461485
- 2021-11-17 20:44:59: train_ones:0.039316867
- 2021-11-17 20:44:59: train_distortion:0.13970132
- 2021-11-17 20:44:59: train_loss:1.9122773
- 2021-11-17 20:48:29: Running time:(mins): 1430
- 2021-11-17 20:48:29: ==========Train Epoch 21 Step: 21449
- 2021-11-17 20:48:29: bpp_ae: [0.4378]
- 2021-11-17 20:48:29: bpp_hyper: [0.1105]
- 2021-11-17 20:48:29: bpp: [0.5483]
- 2021-11-17 20:48:29: IoU: [0.7017]
- 2021-11-17 20:48:29: train_zeros:0.039090514
- 2021-11-17 20:48:29: train_ones:0.040174413
- 2021-11-17 20:48:29: train_distortion:0.15744595
- 2021-11-17 20:48:29: train_loss:2.0775468
- 2021-11-17 20:52:16: Running time:(mins): 1434
- 2021-11-17 20:52:16: ==========Train Epoch 21 Step: 21499
- 2021-11-17 20:52:16: bpp_ae: [0.4336]
- 2021-11-17 20:52:16: bpp_hyper: [0.1107]
- 2021-11-17 20:52:16: bpp: [0.5443]
- 2021-11-17 20:52:16: IoU: [0.6891]
- 2021-11-17 20:52:16: train_zeros:0.024670511
- 2021-11-17 20:52:16: train_ones:0.036472615
- 2021-11-17 20:52:16: train_distortion:0.11048415
- 2021-11-17 20:52:16: train_loss:1.6571733
- 2021-11-17 20:55:36: Running time:(mins): 1437
- 2021-11-17 20:55:36: ==========Train Epoch 21 Step: 21549
- 2021-11-17 20:55:36: bpp_ae: [0.4356]
- 2021-11-17 20:55:36: bpp_hyper: [0.1104]
- 2021-11-17 20:55:36: bpp: [0.5461]
- 2021-11-17 20:55:36: IoU: [0.6909]
- 2021-11-17 20:55:36: train_zeros:0.02640114
- 2021-11-17 20:55:36: train_ones:0.03308533
- 2021-11-17 20:55:36: train_distortion:0.11228875
- 2021-11-17 20:55:36: train_loss:1.6874659
- 2021-11-17 20:58:48: Running time:(mins): 1441
- 2021-11-17 20:58:48: ==========Train Epoch 21 Step: 21599
- 2021-11-17 20:58:48: bpp_ae: [0.4327]
- 2021-11-17 20:58:48: bpp_hyper: [0.115]
- 2021-11-17 20:58:48: bpp: [0.5478]
- 2021-11-17 20:58:48: IoU: [0.6995]
- 2021-11-17 20:58:48: train_zeros:0.028382126
- 2021-11-17 20:58:48: train_ones:0.03038527
- 2021-11-17 20:58:48: train_distortion:0.11553165
- 2021-11-17 20:58:48: train_loss:1.7097259
- 2021-11-17 21:01:52: Running time:(mins): 1444
- 2021-11-17 21:01:52: ==========Train Epoch 21 Step: 21649
- 2021-11-17 21:01:52: bpp_ae: [0.4348]
- 2021-11-17 21:01:52: bpp_hyper: [0.1112]
- 2021-11-17 21:01:52: bpp: [0.546]
- 2021-11-17 21:01:52: IoU: [0.6968]
- 2021-11-17 21:01:52: train_zeros:0.03060145
- 2021-11-17 21:01:52: train_ones:0.034780692
- 2021-11-17 21:01:52: train_distortion:0.12658504
- 2021-11-17 21:01:52: train_loss:1.7588184
- 2021-11-17 21:05:00: Running time:(mins): 1447
- 2021-11-17 21:05:00: ==========Train Epoch 21 Step: 21699
- 2021-11-17 21:05:00: bpp_ae: [0.4352]
- 2021-11-17 21:05:00: bpp_hyper: [0.1116]
- 2021-11-17 21:05:00: bpp: [0.5467]
- 2021-11-17 21:05:00: IoU: [0.6969]
- 2021-11-17 21:05:00: train_zeros:0.021359134
- 2021-11-17 21:05:00: train_ones:0.039535508
- 2021-11-17 21:05:00: train_distortion:0.103612915
- 2021-11-17 21:05:00: train_loss:1.5893449
- 2021-11-17 21:08:14: Running time:(mins): 1450
- 2021-11-17 21:08:14: ==========Train Epoch 21 Step: 21749
- 2021-11-17 21:08:14: bpp_ae: [0.429]
- 2021-11-17 21:08:14: bpp_hyper: [0.1082]
- 2021-11-17 21:08:14: bpp: [0.5372]
- 2021-11-17 21:08:14: IoU: [0.6952]
- 2021-11-17 21:08:14: train_zeros:0.025364874
- 2021-11-17 21:08:14: train_ones:0.035753194
- 2021-11-17 21:08:14: train_distortion:0.11184782
- 2021-11-17 21:08:14: train_loss:1.6549379
- 2021-11-17 21:11:37: Running time:(mins): 1453
- 2021-11-17 21:11:37: ==========Train Epoch 21 Step: 21799
- 2021-11-17 21:11:37: bpp_ae: [0.4379]
- 2021-11-17 21:11:37: bpp_hyper: [0.1105]
- 2021-11-17 21:11:37: bpp: [0.5484]
- 2021-11-17 21:11:37: IoU: [0.6951]
- 2021-11-17 21:11:37: train_zeros:0.026175687
- 2021-11-17 21:11:37: train_ones:0.038785573
- 2021-11-17 21:11:37: train_distortion:0.11731264
- 2021-11-17 21:11:37: train_loss:1.7274683
- 2021-11-17 21:14:50: Running time:(mins): 1457
- 2021-11-17 21:14:50: ==========Train Epoch 21 Step: 21849
- 2021-11-17 21:14:50: bpp_ae: [0.4437]
- 2021-11-17 21:14:50: bpp_hyper: [0.1112]
- 2021-11-17 21:14:50: bpp: [0.5549]
- 2021-11-17 21:14:50: IoU: [0.7011]
- 2021-11-17 21:14:50: train_zeros:0.018477155
- 2021-11-17 21:14:50: train_ones:0.03424251
- 2021-11-17 21:14:50: train_distortion:0.08967397
- 2021-11-17 21:14:50: train_loss:1.4571903
- 2021-11-17 21:17:59: Running time:(mins): 1460
- 2021-11-17 21:17:59: ==========Train Epoch 21 Step: 21899
- 2021-11-17 21:17:59: bpp_ae: [0.4372]
- 2021-11-17 21:17:59: bpp_hyper: [0.1101]
- 2021-11-17 21:17:59: bpp: [0.5473]
- 2021-11-17 21:17:59: IoU: [0.703]
- 2021-11-17 21:17:59: train_zeros:0.028626693
- 2021-11-17 21:17:59: train_ones:0.03875199
- 2021-11-17 21:17:59: train_distortion:0.12463207
- 2021-11-17 21:17:59: train_loss:1.7672542
- 2021-11-17 21:21:13: Running time:(mins): 1463
- 2021-11-17 21:21:13: ==========Train Epoch 21 Step: 21949
- 2021-11-17 21:21:13: bpp_ae: [0.4393]
- 2021-11-17 21:21:13: bpp_hyper: [0.1129]
- 2021-11-17 21:21:13: bpp: [0.5522]
- 2021-11-17 21:21:13: IoU: [0.6969]
- 2021-11-17 21:21:13: train_zeros:0.03551807
- 2021-11-17 21:21:13: train_ones:0.047328886
- 2021-11-17 21:21:13: train_distortion:0.1538831
- 2021-11-17 21:21:13: train_loss:2.0361824
- 2021-11-17 21:24:19: Running time:(mins): 1466
- 2021-11-17 21:24:19: ==========Train Epoch 21 Step: 21999
- 2021-11-17 21:24:19: bpp_ae: [0.4389]
- 2021-11-17 21:24:19: bpp_hyper: [0.1108]
- 2021-11-17 21:24:19: bpp: [0.5496]
- 2021-11-17 21:24:19: IoU: [0.6862]
- 2021-11-17 21:24:19: train_zeros:0.023724465
- 2021-11-17 21:24:19: train_ones:0.036418352
- 2021-11-17 21:24:19: train_distortion:0.10759175
- 2021-11-17 21:24:19: train_loss:1.6076975
- 2021-11-17 21:24:19: Saved model on epoch: 21, for epoch finished.
- 2021-11-17 21:24:19: Testing Files length:12
- 2021-11-17 21:24:44: ==========Test Epoch 22 Step: 0
- 2021-11-17 21:24:44: bpp_ae: [0.4048]
- 2021-11-17 21:24:44: bpp_hyper: [0.0843]
- 2021-11-17 21:24:44: bpp: [0.4891]
- 2021-11-17 21:24:44: IoU: [0.6918]
- 2021-11-17 21:24:44: ========================================
- Training Epoch: 22
- 2021-11-17 21:24:44: alpha:10 beta:3.0
- 2021-11-17 21:24:44: LR:1e-05
- 2021-11-17 21:24:44: Training Files length:1000
- 2021-11-17 21:27:58: Running time:(mins): 1470
- 2021-11-17 21:27:58: ==========Train Epoch 22 Step: 22049
- 2021-11-17 21:27:58: bpp_ae: [0.437]
- 2021-11-17 21:27:58: bpp_hyper: [0.1109]
- 2021-11-17 21:27:58: bpp: [0.5479]
- 2021-11-17 21:27:58: IoU: [0.692]
- 2021-11-17 21:27:58: train_zeros:0.029385153
- 2021-11-17 21:27:58: train_ones:0.040234834
- 2021-11-17 21:27:58: train_distortion:0.1283903
- 2021-11-17 21:27:58: train_loss:1.8231852
- 2021-11-17 21:31:09: Running time:(mins): 1473
- 2021-11-17 21:31:09: ==========Train Epoch 22 Step: 22099
- 2021-11-17 21:31:09: bpp_ae: [0.4415]
- 2021-11-17 21:31:09: bpp_hyper: [0.116]
- 2021-11-17 21:31:09: bpp: [0.5575]
- 2021-11-17 21:31:09: IoU: [0.6977]
- 2021-11-17 21:31:09: train_zeros:0.038635883
- 2021-11-17 21:31:09: train_ones:0.031700276
- 2021-11-17 21:31:09: train_distortion:0.14760792
- 2021-11-17 21:31:09: train_loss:1.9889303
- 2021-11-17 21:34:25: Running time:(mins): 1476
- 2021-11-17 21:34:25: ==========Train Epoch 22 Step: 22149
- 2021-11-17 21:34:25: bpp_ae: [0.4325]
- 2021-11-17 21:34:25: bpp_hyper: [0.11]
- 2021-11-17 21:34:25: bpp: [0.5425]
- 2021-11-17 21:34:25: IoU: [0.6984]
- 2021-11-17 21:34:25: train_zeros:0.0332362
- 2021-11-17 21:34:25: train_ones:0.032772046
- 2021-11-17 21:34:25: train_distortion:0.13248065
- 2021-11-17 21:34:25: train_loss:1.8372664
- 2021-11-17 21:37:34: Running time:(mins): 1479
- 2021-11-17 21:37:34: ==========Train Epoch 22 Step: 22199
- 2021-11-17 21:37:34: bpp_ae: [0.4334]
- 2021-11-17 21:37:34: bpp_hyper: [0.111]
- 2021-11-17 21:37:34: bpp: [0.5444]
- 2021-11-17 21:37:34: IoU: [0.6979]
- 2021-11-17 21:37:34: train_zeros:0.031660732
- 2021-11-17 21:37:34: train_ones:0.040982217
- 2021-11-17 21:37:34: train_distortion:0.13596441
- 2021-11-17 21:37:34: train_loss:1.9058236
- 2021-11-17 21:40:49: Running time:(mins): 1483
- 2021-11-17 21:40:49: ==========Train Epoch 22 Step: 22249
- 2021-11-17 21:40:49: bpp_ae: [0.4345]
- 2021-11-17 21:40:49: bpp_hyper: [0.1111]
- 2021-11-17 21:40:49: bpp: [0.5455]
- 2021-11-17 21:40:49: IoU: [0.7007]
- 2021-11-17 21:40:49: train_zeros:0.03272822
- 2021-11-17 21:40:49: train_ones:0.04079196
- 2021-11-17 21:40:49: train_distortion:0.13897662
- 2021-11-17 21:40:49: train_loss:1.9368488
- 2021-11-17 21:43:57: Running time:(mins): 1486
- 2021-11-17 21:43:57: ==========Train Epoch 22 Step: 22299
- 2021-11-17 21:43:57: bpp_ae: [0.4344]
- 2021-11-17 21:43:57: bpp_hyper: [0.1116]
- 2021-11-17 21:43:57: bpp: [0.546]
- 2021-11-17 21:43:57: IoU: [0.6986]
- 2021-11-17 21:43:57: train_zeros:0.03402186
- 2021-11-17 21:43:57: train_ones:0.036449928
- 2021-11-17 21:43:57: train_distortion:0.13851552
- 2021-11-17 21:43:57: train_loss:1.8865298
- 2021-11-17 21:47:01: Running time:(mins): 1489
- 2021-11-17 21:47:01: ==========Train Epoch 22 Step: 22349
- 2021-11-17 21:47:01: bpp_ae: [0.4349]
- 2021-11-17 21:47:01: bpp_hyper: [0.11]
- 2021-11-17 21:47:01: bpp: [0.5449]
- 2021-11-17 21:47:01: IoU: [0.701]
- 2021-11-17 21:47:01: train_zeros:0.02759214
- 2021-11-17 21:47:01: train_ones:0.042073973
- 2021-11-17 21:47:01: train_distortion:0.12485039
- 2021-11-17 21:47:01: train_loss:1.8062739
- 2021-11-17 21:50:15: Running time:(mins): 1492
- 2021-11-17 21:50:15: ==========Train Epoch 22 Step: 22399
- 2021-11-17 21:50:15: bpp_ae: [0.4397]
- 2021-11-17 21:50:15: bpp_hyper: [0.1132]
- 2021-11-17 21:50:15: bpp: [0.5528]
- 2021-11-17 21:50:15: IoU: [0.6954]
- 2021-11-17 21:50:15: train_zeros:0.025427446
- 2021-11-17 21:50:15: train_ones:0.03553264
- 2021-11-17 21:50:15: train_distortion:0.111814976
- 2021-11-17 21:50:15: train_loss:1.6511482
- 2021-11-17 21:53:26: Running time:(mins): 1495
- 2021-11-17 21:53:26: ==========Train Epoch 22 Step: 22449
- 2021-11-17 21:53:26: bpp_ae: [0.4326]
- 2021-11-17 21:53:26: bpp_hyper: [0.1099]
- 2021-11-17 21:53:26: bpp: [0.5425]
- 2021-11-17 21:53:26: IoU: [0.6856]
- 2021-11-17 21:53:26: train_zeros:0.038272016
- 2021-11-17 21:53:26: train_ones:0.051554352
- 2021-11-17 21:53:26: train_distortion:0.16637039
- 2021-11-17 21:53:26: train_loss:2.1569889
- 2021-11-17 21:56:32: Running time:(mins): 1498
- 2021-11-17 21:56:32: ==========Train Epoch 22 Step: 22499
- 2021-11-17 21:56:32: bpp_ae: [0.4311]
- 2021-11-17 21:56:32: bpp_hyper: [0.1102]
- 2021-11-17 21:56:32: bpp: [0.5413]
- 2021-11-17 21:56:32: IoU: [0.689]
- 2021-11-17 21:56:32: train_zeros:0.025971228
- 2021-11-17 21:56:32: train_ones:0.041658886
- 2021-11-17 21:56:32: train_distortion:0.11957257
- 2021-11-17 21:56:32: train_loss:1.7429057
- 2021-11-17 21:59:42: Running time:(mins): 1501
- 2021-11-17 21:59:42: ==========Train Epoch 22 Step: 22549
- 2021-11-17 21:59:42: bpp_ae: [0.4352]
- 2021-11-17 21:59:42: bpp_hyper: [0.1137]
- 2021-11-17 21:59:42: bpp: [0.5488]
- 2021-11-17 21:59:42: IoU: [0.7025]
- 2021-11-17 21:59:42: train_zeros:0.021626627
- 2021-11-17 21:59:42: train_ones:0.03153799
- 2021-11-17 21:59:42: train_distortion:0.096417874
- 2021-11-17 21:59:42: train_loss:1.4957805
- 2021-11-17 22:02:59: Running time:(mins): 1505
- 2021-11-17 22:02:59: ==========Train Epoch 22 Step: 22599
- 2021-11-17 22:02:59: bpp_ae: [0.44]
- 2021-11-17 22:02:59: bpp_hyper: [0.1117]
- 2021-11-17 22:02:59: bpp: [0.5517]
- 2021-11-17 22:02:59: IoU: [0.6951]
- 2021-11-17 22:02:59: train_zeros:0.03609807
- 2021-11-17 22:02:59: train_ones:0.03668261
- 2021-11-17 22:02:59: train_distortion:0.14497682
- 2021-11-17 22:02:59: train_loss:1.9858685
- 2021-11-17 22:06:11: Running time:(mins): 1508
- 2021-11-17 22:06:11: ==========Train Epoch 22 Step: 22649
- 2021-11-17 22:06:11: bpp_ae: [0.4368]
- 2021-11-17 22:06:11: bpp_hyper: [0.1123]
- 2021-11-17 22:06:11: bpp: [0.5491]
- 2021-11-17 22:06:11: IoU: [0.6875]
- 2021-11-17 22:06:11: train_zeros:0.03597694
- 2021-11-17 22:06:11: train_ones:0.040989857
- 2021-11-17 22:06:11: train_distortion:0.14892067
- 2021-11-17 22:06:11: train_loss:2.0475798
- 2021-11-17 22:09:23: Running time:(mins): 1511
- 2021-11-17 22:09:23: ==========Train Epoch 22 Step: 22699
- 2021-11-17 22:09:23: bpp_ae: [0.4365]
- 2021-11-17 22:09:23: bpp_hyper: [0.112]
- 2021-11-17 22:09:23: bpp: [0.5485]
- 2021-11-17 22:09:23: IoU: [0.6962]
- 2021-11-17 22:09:23: train_zeros:0.027490653
- 2021-11-17 22:09:23: train_ones:0.04447385
- 2021-11-17 22:09:23: train_distortion:0.12694581
- 2021-11-17 22:09:23: train_loss:1.8211226
- 2021-11-17 22:12:43: Running time:(mins): 1515
- 2021-11-17 22:12:43: ==========Train Epoch 22 Step: 22749
- 2021-11-17 22:12:43: bpp_ae: [0.4337]
- 2021-11-17 22:12:43: bpp_hyper: [0.1119]
- 2021-11-17 22:12:43: bpp: [0.5456]
- 2021-11-17 22:12:43: IoU: [0.6903]
- 2021-11-17 22:12:43: train_zeros:0.027535463
- 2021-11-17 22:12:43: train_ones:0.03197745
- 2021-11-17 22:12:43: train_distortion:0.114583835
- 2021-11-17 22:12:43: train_loss:1.704625
- 2021-11-17 22:15:58: Running time:(mins): 1518
- 2021-11-17 22:15:58: ==========Train Epoch 22 Step: 22799
- 2021-11-17 22:15:58: bpp_ae: [0.4299]
- 2021-11-17 22:15:58: bpp_hyper: [0.1103]
- 2021-11-17 22:15:58: bpp: [0.5401]
- 2021-11-17 22:15:58: IoU: [0.6962]
- 2021-11-17 22:15:58: train_zeros:0.03370179
- 2021-11-17 22:15:58: train_ones:0.043671336
- 2021-11-17 22:15:58: train_distortion:0.1447767
- 2021-11-17 22:15:58: train_loss:1.9552691
- 2021-11-17 22:19:16: Running time:(mins): 1521
- 2021-11-17 22:19:16: ==========Train Epoch 22 Step: 22849
- 2021-11-17 22:19:16: bpp_ae: [0.4374]
- 2021-11-17 22:19:16: bpp_hyper: [0.1108]
- 2021-11-17 22:19:16: bpp: [0.5482]
- 2021-11-17 22:19:16: IoU: [0.689]
- 2021-11-17 22:19:16: train_zeros:0.024395011
- 2021-11-17 22:19:16: train_ones:0.026274018
- 2021-11-17 22:19:16: train_distortion:0.09945905
- 2021-11-17 22:19:16: train_loss:1.5599563
- 2021-11-17 22:22:33: Running time:(mins): 1524
- 2021-11-17 22:22:33: ==========Train Epoch 22 Step: 22899
- 2021-11-17 22:22:33: bpp_ae: [0.4322]
- 2021-11-17 22:22:33: bpp_hyper: [0.1095]
- 2021-11-17 22:22:33: bpp: [0.5417]
- 2021-11-17 22:22:33: IoU: [0.6974]
- 2021-11-17 22:22:33: train_zeros:0.028579686
- 2021-11-17 22:22:33: train_ones:0.040222168
- 2021-11-17 22:22:33: train_distortion:0.12596123
- 2021-11-17 22:22:33: train_loss:1.8330514
- 2021-11-17 22:25:51: Running time:(mins): 1528
- 2021-11-17 22:25:51: ==========Train Epoch 22 Step: 22949
- 2021-11-17 22:25:51: bpp_ae: [0.4302]
- 2021-11-17 22:25:51: bpp_hyper: [0.1078]
- 2021-11-17 22:25:51: bpp: [0.538]
- 2021-11-17 22:25:51: IoU: [0.6958]
- 2021-11-17 22:25:51: train_zeros:0.02541234
- 2021-11-17 22:25:51: train_ones:0.037877787
- 2021-11-17 22:25:51: train_distortion:0.114114806
- 2021-11-17 22:25:51: train_loss:1.6990502
- 2021-11-17 22:29:08: Running time:(mins): 1531
- 2021-11-17 22:29:08: ==========Train Epoch 22 Step: 22999
- 2021-11-17 22:29:08: bpp_ae: [0.4377]
- 2021-11-17 22:29:08: bpp_hyper: [0.1093]
- 2021-11-17 22:29:08: bpp: [0.547]
- 2021-11-17 22:29:08: IoU: [0.6879]
- 2021-11-17 22:29:08: train_zeros:0.024896158
- 2021-11-17 22:29:08: train_ones:0.044262238
- 2021-11-17 22:29:08: train_distortion:0.11895071
- 2021-11-17 22:29:08: train_loss:1.8196112
- 2021-11-17 22:29:08: Saved model on epoch: 22, for epoch finished.
- 2021-11-17 22:29:08: Testing Files length:12
- 2021-11-17 22:29:36: ==========Test Epoch 23 Step: 0
- 2021-11-17 22:29:36: bpp_ae: [0.4018]
- 2021-11-17 22:29:36: bpp_hyper: [0.0807]
- 2021-11-17 22:29:36: bpp: [0.4825]
- 2021-11-17 22:29:36: IoU: [0.7009]
- 2021-11-17 22:29:36: ========================================
- Training Epoch: 23
- 2021-11-17 22:29:36: alpha:10 beta:3.0
- 2021-11-17 22:29:36: LR:1e-05
- 2021-11-17 22:29:36: Training Files length:1000
- 2021-11-17 22:32:47: Running time:(mins): 1535
- 2021-11-17 22:32:47: ==========Train Epoch 23 Step: 23049
- 2021-11-17 22:32:47: bpp_ae: [0.4311]
- 2021-11-17 22:32:47: bpp_hyper: [0.1112]
- 2021-11-17 22:32:47: bpp: [0.5423]
- 2021-11-17 22:32:47: IoU: [0.6934]
- 2021-11-17 22:32:47: train_zeros:0.04186911
- 2021-11-17 22:32:47: train_ones:0.044523276
- 2021-11-17 22:32:47: train_distortion:0.17013061
- 2021-11-17 22:32:47: train_loss:2.2117827
- 2021-11-17 22:36:05: Running time:(mins): 1538
- 2021-11-17 22:36:05: ==========Train Epoch 23 Step: 23099
- 2021-11-17 22:36:05: bpp_ae: [0.4332]
- 2021-11-17 22:36:05: bpp_hyper: [0.1102]
- 2021-11-17 22:36:05: bpp: [0.5434]
- 2021-11-17 22:36:05: IoU: [0.6946]
- 2021-11-17 22:36:05: train_zeros:0.02530084
- 2021-11-17 22:36:05: train_ones:0.028627053
- 2021-11-17 22:36:05: train_distortion:0.104529575
- 2021-11-17 22:36:05: train_loss:1.5818688
- 2021-11-17 22:39:19: Running time:(mins): 1541
- 2021-11-17 22:39:19: ==========Train Epoch 23 Step: 23149
- 2021-11-17 22:39:19: bpp_ae: [0.4369]
- 2021-11-17 22:39:19: bpp_hyper: [0.1099]
- 2021-11-17 22:39:19: bpp: [0.5468]
- 2021-11-17 22:39:19: IoU: [0.6971]
- 2021-11-17 22:39:19: train_zeros:0.03618403
- 2021-11-17 22:39:19: train_ones:0.05197808
- 2021-11-17 22:39:19: train_distortion:0.16053018
- 2021-11-17 22:39:19: train_loss:2.140985
- 2021-11-17 22:42:35: Running time:(mins): 1544
- 2021-11-17 22:42:35: ==========Train Epoch 23 Step: 23199
- 2021-11-17 22:42:35: bpp_ae: [0.4368]
- 2021-11-17 22:42:35: bpp_hyper: [0.1122]
- 2021-11-17 22:42:35: bpp: [0.549]
- 2021-11-17 22:42:35: IoU: [0.6946]
- 2021-11-17 22:42:35: train_zeros:0.029233953
- 2021-11-17 22:42:35: train_ones:0.037339948
- 2021-11-17 22:42:35: train_distortion:0.12504181
- 2021-11-17 22:42:35: train_loss:1.781542
- 2021-11-17 22:45:48: Running time:(mins): 1548
- 2021-11-17 22:45:48: ==========Train Epoch 23 Step: 23249
- 2021-11-17 22:45:48: bpp_ae: [0.4336]
- 2021-11-17 22:45:48: bpp_hyper: [0.1127]
- 2021-11-17 22:45:48: bpp: [0.5463]
- 2021-11-17 22:45:48: IoU: [0.6965]
- 2021-11-17 22:45:48: train_zeros:0.033848878
- 2021-11-17 22:45:48: train_ones:0.029266307
- 2021-11-17 22:45:48: train_distortion:0.13081294
- 2021-11-17 22:45:48: train_loss:1.8056623
- 2021-11-17 22:49:02: Running time:(mins): 1551
- 2021-11-17 22:49:02: ==========Train Epoch 23 Step: 23299
- 2021-11-17 22:49:02: bpp_ae: [0.4341]
- 2021-11-17 22:49:02: bpp_hyper: [0.1084]
- 2021-11-17 22:49:02: bpp: [0.5425]
- 2021-11-17 22:49:02: IoU: [0.6874]
- 2021-11-17 22:49:02: train_zeros:0.028143045
- 2021-11-17 22:49:02: train_ones:0.04928821
- 2021-11-17 22:49:02: train_distortion:0.13371734
- 2021-11-17 22:49:02: train_loss:1.8897717
- 2021-11-17 22:52:17: Running time:(mins): 1554
- 2021-11-17 22:52:17: ==========Train Epoch 23 Step: 23349
- 2021-11-17 22:52:17: bpp_ae: [0.4361]
- 2021-11-17 22:52:17: bpp_hyper: [0.1099]
- 2021-11-17 22:52:17: bpp: [0.546]
- 2021-11-17 22:52:17: IoU: [0.7005]
- 2021-11-17 22:52:17: train_zeros:0.026691496
- 2021-11-17 22:52:17: train_ones:0.037511542
- 2021-11-17 22:52:17: train_distortion:0.11758603
- 2021-11-17 22:52:17: train_loss:1.7348082
- 2021-11-17 22:55:31: Running time:(mins): 1557
- 2021-11-17 22:55:31: ==========Train Epoch 23 Step: 23399
- 2021-11-17 22:55:31: bpp_ae: [0.4445]
- 2021-11-17 22:55:31: bpp_hyper: [0.1145]
- 2021-11-17 22:55:31: bpp: [0.559]
- 2021-11-17 22:55:31: IoU: [0.6985]
- 2021-11-17 22:55:31: train_zeros:0.023071088
- 2021-11-17 22:55:31: train_ones:0.031578485
- 2021-11-17 22:55:31: train_distortion:0.10079175
- 2021-11-17 22:55:31: train_loss:1.5857503
- 2021-11-17 22:58:47: Running time:(mins): 1561
- 2021-11-17 22:58:47: ==========Train Epoch 23 Step: 23449
- 2021-11-17 22:58:47: bpp_ae: [0.4375]
- 2021-11-17 22:58:47: bpp_hyper: [0.1107]
- 2021-11-17 22:58:47: bpp: [0.5482]
- 2021-11-17 22:58:47: IoU: [0.7022]
- 2021-11-17 22:58:47: train_zeros:0.036213
- 2021-11-17 22:58:47: train_ones:0.048743922
- 2021-11-17 22:58:47: train_distortion:0.15738292
- 2021-11-17 22:58:47: train_loss:2.1165545
- 2021-11-17 23:02:00: Running time:(mins): 1564
- 2021-11-17 23:02:00: ==========Train Epoch 23 Step: 23499
- 2021-11-17 23:02:00: bpp_ae: [0.4315]
- 2021-11-17 23:02:00: bpp_hyper: [0.1087]
- 2021-11-17 23:02:00: bpp: [0.5402]
- 2021-11-17 23:02:00: IoU: [0.6935]
- 2021-11-17 23:02:00: train_zeros:0.024466334
- 2021-11-17 23:02:00: train_ones:0.043064006
- 2021-11-17 23:02:00: train_distortion:0.116463006
- 2021-11-17 23:02:00: train_loss:1.741837
- 2021-11-17 23:05:19: Running time:(mins): 1567
- 2021-11-17 23:05:19: ==========Train Epoch 23 Step: 23549
- 2021-11-17 23:05:19: bpp_ae: [0.4317]
- 2021-11-17 23:05:19: bpp_hyper: [0.1113]
- 2021-11-17 23:05:19: bpp: [0.543]
- 2021-11-17 23:05:19: IoU: [0.6858]
- 2021-11-17 23:05:19: train_zeros:0.020522412
- 2021-11-17 23:05:19: train_ones:0.036754034
- 2021-11-17 23:05:19: train_distortion:0.098321274
- 2021-11-17 23:05:19: train_loss:1.5930653
- 2021-11-17 23:08:31: Running time:(mins): 1570
- 2021-11-17 23:08:31: ==========Train Epoch 23 Step: 23599
- 2021-11-17 23:08:31: bpp_ae: [0.4336]
- 2021-11-17 23:08:31: bpp_hyper: [0.1093]
- 2021-11-17 23:08:31: bpp: [0.5429]
- 2021-11-17 23:08:31: IoU: [0.6891]
- 2021-11-17 23:08:31: train_zeros:0.039178368
- 2021-11-17 23:08:31: train_ones:0.04412648
- 2021-11-17 23:08:31: train_distortion:0.16166158
- 2021-11-17 23:08:31: train_loss:2.1288986
- 2021-11-17 23:11:44: Running time:(mins): 1574
- 2021-11-17 23:11:44: ==========Train Epoch 23 Step: 23649
- 2021-11-17 23:11:44: bpp_ae: [0.4354]
- 2021-11-17 23:11:44: bpp_hyper: [0.1105]
- 2021-11-17 23:11:44: bpp: [0.5458]
- 2021-11-17 23:11:44: IoU: [0.6957]
- 2021-11-17 23:11:44: train_zeros:0.029178075
- 2021-11-17 23:11:44: train_ones:0.03787271
- 2021-11-17 23:11:44: train_distortion:0.12540694
- 2021-11-17 23:11:44: train_loss:1.8001639
- 2021-11-17 23:14:57: Running time:(mins): 1577
- 2021-11-17 23:14:57: ==========Train Epoch 23 Step: 23699
- 2021-11-17 23:14:57: bpp_ae: [0.4367]
- 2021-11-17 23:14:57: bpp_hyper: [0.1096]
- 2021-11-17 23:14:57: bpp: [0.5463]
- 2021-11-17 23:14:57: IoU: [0.6896]
- 2021-11-17 23:14:57: train_zeros:0.019899577
- 2021-11-17 23:14:57: train_ones:0.035465103
- 2021-11-17 23:14:57: train_distortion:0.09516384
- 2021-11-17 23:14:57: train_loss:1.5442625
- 2021-11-17 23:18:17: Running time:(mins): 1580
- 2021-11-17 23:18:17: ==========Train Epoch 23 Step: 23749
- 2021-11-17 23:18:17: bpp_ae: [0.4397]
- 2021-11-17 23:18:17: bpp_hyper: [0.1114]
- 2021-11-17 23:18:17: bpp: [0.551]
- 2021-11-17 23:18:17: IoU: [0.7002]
- 2021-11-17 23:18:17: train_zeros:0.03181697
- 2021-11-17 23:18:17: train_ones:0.046961907
- 2021-11-17 23:18:17: train_distortion:0.14241281
- 2021-11-17 23:18:17: train_loss:2.035068
- 2021-11-17 23:21:31: Running time:(mins): 1583
- 2021-11-17 23:21:31: ==========Train Epoch 23 Step: 23799
- 2021-11-17 23:21:31: bpp_ae: [0.4341]
- 2021-11-17 23:21:31: bpp_hyper: [0.1099]
- 2021-11-17 23:21:31: bpp: [0.544]
- 2021-11-17 23:21:31: IoU: [0.6916]
- 2021-11-17 23:21:31: train_zeros:0.03615126
- 2021-11-17 23:21:31: train_ones:0.03678252
- 2021-11-17 23:21:31: train_distortion:0.1452363
- 2021-11-17 23:21:31: train_loss:1.9851351
- 2021-11-17 23:24:49: Running time:(mins): 1587
- 2021-11-17 23:24:49: ==========Train Epoch 23 Step: 23849
- 2021-11-17 23:24:49: bpp_ae: [0.4349]
- 2021-11-17 23:24:49: bpp_hyper: [0.1111]
- 2021-11-17 23:24:49: bpp: [0.546]
- 2021-11-17 23:24:49: IoU: [0.6946]
- 2021-11-17 23:24:49: train_zeros:0.04430646
- 2021-11-17 23:24:49: train_ones:0.054784246
- 2021-11-17 23:24:49: train_distortion:0.18770364
- 2021-11-17 23:24:49: train_loss:2.3958068
- 2021-11-17 23:28:04: Running time:(mins): 1590
- 2021-11-17 23:28:04: ==========Train Epoch 23 Step: 23899
- 2021-11-17 23:28:04: bpp_ae: [0.4293]
- 2021-11-17 23:28:04: bpp_hyper: [0.1087]
- 2021-11-17 23:28:04: bpp: [0.538]
- 2021-11-17 23:28:04: IoU: [0.6925]
- 2021-11-17 23:28:04: train_zeros:0.026715774
- 2021-11-17 23:28:04: train_ones:0.04508985
- 2021-11-17 23:28:04: train_distortion:0.12523717
- 2021-11-17 23:28:04: train_loss:1.7771248
- 2021-11-17 23:31:22: Running time:(mins): 1593
- 2021-11-17 23:31:22: ==========Train Epoch 23 Step: 23949
- 2021-11-17 23:31:22: bpp_ae: [0.4373]
- 2021-11-17 23:31:22: bpp_hyper: [0.1121]
- 2021-11-17 23:31:22: bpp: [0.5494]
- 2021-11-17 23:31:22: IoU: [0.6939]
- 2021-11-17 23:31:22: train_zeros:0.027452165
- 2021-11-17 23:31:22: train_ones:0.033739608
- 2021-11-17 23:31:22: train_distortion:0.11609611
- 2021-11-17 23:31:22: train_loss:1.7223048
- 2021-11-17 23:34:36: Running time:(mins): 1596
- 2021-11-17 23:34:36: ==========Train Epoch 23 Step: 23999
- 2021-11-17 23:34:36: bpp_ae: [0.4367]
- 2021-11-17 23:34:36: bpp_hyper: [0.1115]
- 2021-11-17 23:34:36: bpp: [0.5482]
- 2021-11-17 23:34:36: IoU: [0.6983]
- 2021-11-17 23:34:36: train_zeros:0.040231273
- 2021-11-17 23:34:36: train_ones:0.053653214
- 2021-11-17 23:34:36: train_distortion:0.17434703
- 2021-11-17 23:34:36: train_loss:2.235723
- 2021-11-17 23:34:36: Saved model on epoch: 23, for epoch finished.
- 2021-11-17 23:34:36: Testing Files length:12
- 2021-11-17 23:35:04: ==========Test Epoch 24 Step: 0
- 2021-11-17 23:35:04: bpp_ae: [0.396]
- 2021-11-17 23:35:04: bpp_hyper: [0.0805]
- 2021-11-17 23:35:04: bpp: [0.4765]
- 2021-11-17 23:35:04: IoU: [0.6759]
- 2021-11-17 23:35:04: ========================================
- Training Epoch: 24
- 2021-11-17 23:35:04: alpha:10 beta:3.0
- 2021-11-17 23:35:04: LR:1e-05
- 2021-11-17 23:35:04: Training Files length:1000
- 2021-11-17 23:38:23: Running time:(mins): 1600
- 2021-11-17 23:38:23: ==========Train Epoch 24 Step: 24049
- 2021-11-17 23:38:23: bpp_ae: [0.4402]
- 2021-11-17 23:38:23: bpp_hyper: [0.1128]
- 2021-11-17 23:38:23: bpp: [0.553]
- 2021-11-17 23:38:23: IoU: [0.6904]
- 2021-11-17 23:38:23: train_zeros:0.017369347
- 2021-11-17 23:38:23: train_ones:0.03183289
- 2021-11-17 23:38:23: train_distortion:0.08394093
- 2021-11-17 23:38:23: train_loss:1.411021
- 2021-11-17 23:41:42: Running time:(mins): 1603
- 2021-11-17 23:41:42: ==========Train Epoch 24 Step: 24099
- 2021-11-17 23:41:42: bpp_ae: [0.4339]
- 2021-11-17 23:41:42: bpp_hyper: [0.1112]
- 2021-11-17 23:41:42: bpp: [0.545]
- 2021-11-17 23:41:42: IoU: [0.6929]
- 2021-11-17 23:41:42: train_zeros:0.03512385
- 2021-11-17 23:41:42: train_ones:0.048295815
- 2021-11-17 23:41:42: train_distortion:0.15366736
- 2021-11-17 23:41:42: train_loss:2.0318704
- 2021-11-17 23:44:53: Running time:(mins): 1607
- 2021-11-17 23:44:53: ==========Train Epoch 24 Step: 24149
- 2021-11-17 23:44:53: bpp_ae: [0.432]
- 2021-11-17 23:44:53: bpp_hyper: [0.1107]
- 2021-11-17 23:44:53: bpp: [0.5426]
- 2021-11-17 23:44:53: IoU: [0.6866]
- 2021-11-17 23:44:53: train_zeros:0.029767271
- 2021-11-17 23:44:53: train_ones:0.04657626
- 2021-11-17 23:44:53: train_distortion:0.13587807
- 2021-11-17 23:44:53: train_loss:1.9183168
- 2021-11-17 23:48:13: Running time:(mins): 1610
- 2021-11-17 23:48:13: ==========Train Epoch 24 Step: 24199
- 2021-11-17 23:48:13: bpp_ae: [0.4343]
- 2021-11-17 23:48:13: bpp_hyper: [0.1123]
- 2021-11-17 23:48:13: bpp: [0.5466]
- 2021-11-17 23:48:13: IoU: [0.6939]
- 2021-11-17 23:48:13: train_zeros:0.03924472
- 2021-11-17 23:48:13: train_ones:0.036463186
- 2021-11-17 23:48:13: train_distortion:0.15419734
- 2021-11-17 23:48:13: train_loss:2.0499952
- 2021-11-17 23:51:30: Running time:(mins): 1613
- 2021-11-17 23:51:30: ==========Train Epoch 24 Step: 24249
- 2021-11-17 23:51:30: bpp_ae: [0.4386]
- 2021-11-17 23:51:30: bpp_hyper: [0.1108]
- 2021-11-17 23:51:30: bpp: [0.5494]
- 2021-11-17 23:51:30: IoU: [0.6959]
- 2021-11-17 23:51:30: train_zeros:0.02701934
- 2021-11-17 23:51:30: train_ones:0.03437251
- 2021-11-17 23:51:30: train_distortion:0.115430534
- 2021-11-17 23:51:30: train_loss:1.713851
- 2021-11-17 23:54:47: Saved model on epoch: 24, global_step: 24299, for better IoU.
- 2021-11-17 23:54:47: Running time:(mins): 1617
- 2021-11-17 23:54:47: ==========Train Epoch 24 Step: 24299
- 2021-11-17 23:54:47: bpp_ae: [0.4322]
- 2021-11-17 23:54:47: bpp_hyper: [0.1114]
- 2021-11-17 23:54:47: bpp: [0.5436]
- 2021-11-17 23:54:47: IoU: [0.705]
- 2021-11-17 23:54:47: train_zeros:0.02319233
- 2021-11-17 23:54:47: train_ones:0.037022036
- 2021-11-17 23:54:47: train_distortion:0.10659902
- 2021-11-17 23:54:47: train_loss:1.6263708
- 2021-11-17 23:57:59: Running time:(mins): 1620
- 2021-11-17 23:57:59: ==========Train Epoch 24 Step: 24349
- 2021-11-17 23:57:59: bpp_ae: [0.4346]
- 2021-11-17 23:57:59: bpp_hyper: [0.1119]
- 2021-11-17 23:57:59: bpp: [0.5465]
- 2021-11-17 23:57:59: IoU: [0.7007]
- 2021-11-17 23:57:59: train_zeros:0.028245624
- 2021-11-17 23:57:59: train_ones:0.036085874
- 2021-11-17 23:57:59: train_distortion:0.12082274
- 2021-11-17 23:57:59: train_loss:1.7721324
- 2021-11-18 00:01:16: Running time:(mins): 1623
- 2021-11-18 00:01:16: ==========Train Epoch 24 Step: 24399
- 2021-11-18 00:01:16: bpp_ae: [0.4335]
- 2021-11-18 00:01:16: bpp_hyper: [0.1094]
- 2021-11-18 00:01:16: bpp: [0.5429]
- 2021-11-18 00:01:16: IoU: [0.6937]
- 2021-11-18 00:01:16: train_zeros:0.035550524
- 2021-11-18 00:01:16: train_ones:0.0437679
- 2021-11-18 00:01:16: train_distortion:0.15041947
- 2021-11-18 00:01:16: train_loss:2.0178769
- 2021-11-18 00:04:29: Running time:(mins): 1626
- 2021-11-18 00:04:29: ==========Train Epoch 24 Step: 24449
- 2021-11-18 00:04:29: bpp_ae: [0.4355]
- 2021-11-18 00:04:29: bpp_hyper: [0.1103]
- 2021-11-18 00:04:29: bpp: [0.5458]
- 2021-11-18 00:04:29: IoU: [0.6999]
- 2021-11-18 00:04:29: train_zeros:0.025130283
- 2021-11-18 00:04:29: train_ones:0.03481584
- 2021-11-18 00:04:29: train_distortion:0.110206686
- 2021-11-18 00:04:29: train_loss:1.6417705
- 2021-11-18 00:07:40: Running time:(mins): 1629
- 2021-11-18 00:07:40: ==========Train Epoch 24 Step: 24499
- 2021-11-18 00:07:40: bpp_ae: [0.4322]
- 2021-11-18 00:07:40: bpp_hyper: [0.1082]
- 2021-11-18 00:07:40: bpp: [0.5404]
- 2021-11-18 00:07:40: IoU: [0.7003]
- 2021-11-18 00:07:40: train_zeros:0.03731921
- 2021-11-18 00:07:40: train_ones:0.05106992
- 2021-11-18 00:07:40: train_distortion:0.16302754
- 2021-11-18 00:07:40: train_loss:2.2015
- 2021-11-18 00:10:55: Running time:(mins): 1633
- 2021-11-18 00:10:55: ==========Train Epoch 24 Step: 24549
- 2021-11-18 00:10:55: bpp_ae: [0.4351]
- 2021-11-18 00:10:55: bpp_hyper: [0.1103]
- 2021-11-18 00:10:55: bpp: [0.5454]
- 2021-11-18 00:10:55: IoU: [0.6828]
- 2021-11-18 00:10:55: train_zeros:0.029219078
- 2021-11-18 00:10:55: train_ones:0.040404152
- 2021-11-18 00:10:55: train_distortion:0.12806138
- 2021-11-18 00:10:55: train_loss:1.7799084
- 2021-11-18 00:14:09: Running time:(mins): 1636
- 2021-11-18 00:14:09: ==========Train Epoch 24 Step: 24599
- 2021-11-18 00:14:09: bpp_ae: [0.4319]
- 2021-11-18 00:14:09: bpp_hyper: [0.1116]
- 2021-11-18 00:14:09: bpp: [0.5435]
- 2021-11-18 00:14:09: IoU: [0.6928]
- 2021-11-18 00:14:09: train_zeros:0.021322649
- 2021-11-18 00:14:09: train_ones:0.03874715
- 2021-11-18 00:14:09: train_distortion:0.10271509
- 2021-11-18 00:14:09: train_loss:1.554162
- 2021-11-18 00:17:23: Running time:(mins): 1639
- 2021-11-18 00:17:23: ==========Train Epoch 24 Step: 24649
- 2021-11-18 00:17:23: bpp_ae: [0.4351]
- 2021-11-18 00:17:23: bpp_hyper: [0.1099]
- 2021-11-18 00:17:23: bpp: [0.545]
- 2021-11-18 00:17:23: IoU: [0.6937]
- 2021-11-18 00:17:23: train_zeros:0.036695115
- 2021-11-18 00:17:23: train_ones:0.044074263
- 2021-11-18 00:17:23: train_distortion:0.1541596
- 2021-11-18 00:17:23: train_loss:2.034489
- 2021-11-18 00:20:42: Running time:(mins): 1642
- 2021-11-18 00:20:42: ==========Train Epoch 24 Step: 24699
- 2021-11-18 00:20:42: bpp_ae: [0.4278]
- 2021-11-18 00:20:42: bpp_hyper: [0.1094]
- 2021-11-18 00:20:42: bpp: [0.5372]
- 2021-11-18 00:20:42: IoU: [0.6945]
- 2021-11-18 00:20:42: train_zeros:0.029631767
- 2021-11-18 00:20:42: train_ones:0.041534606
- 2021-11-18 00:20:42: train_distortion:0.13042991
- 2021-11-18 00:20:42: train_loss:1.8791243
- 2021-11-18 00:23:56: Running time:(mins): 1646
- 2021-11-18 00:23:56: ==========Train Epoch 24 Step: 24749
- 2021-11-18 00:23:56: bpp_ae: [0.4375]
- 2021-11-18 00:23:56: bpp_hyper: [0.1132]
- 2021-11-18 00:23:56: bpp: [0.5507]
- 2021-11-18 00:23:56: IoU: [0.6988]
- 2021-11-18 00:23:56: train_zeros:0.029093651
- 2021-11-18 00:23:56: train_ones:0.03396445
- 2021-11-18 00:23:56: train_distortion:0.1212454
- 2021-11-18 00:23:56: train_loss:1.7269254
- 2021-11-18 00:27:13: Running time:(mins): 1649
- 2021-11-18 00:27:13: ==========Train Epoch 24 Step: 24799
- 2021-11-18 00:27:13: bpp_ae: [0.4343]
- 2021-11-18 00:27:13: bpp_hyper: [0.1077]
- 2021-11-18 00:27:13: bpp: [0.542]
- 2021-11-18 00:27:13: IoU: [0.6949]
- 2021-11-18 00:27:13: train_zeros:0.029948883
- 2021-11-18 00:27:13: train_ones:0.045703612
- 2021-11-18 00:27:13: train_distortion:0.13555026
- 2021-11-18 00:27:13: train_loss:1.8645244
- 2021-11-18 00:30:30: Running time:(mins): 1652
- 2021-11-18 00:30:30: ==========Train Epoch 24 Step: 24849
- 2021-11-18 00:30:30: bpp_ae: [0.427]
- 2021-11-18 00:30:30: bpp_hyper: [0.1087]
- 2021-11-18 00:30:30: bpp: [0.5358]
- 2021-11-18 00:30:30: IoU: [0.6901]
- 2021-11-18 00:30:30: train_zeros:0.026745666
- 2021-11-18 00:30:30: train_ones:0.037231423
- 2021-11-18 00:30:30: train_distortion:0.117468424
- 2021-11-18 00:30:30: train_loss:1.6480787
- 2021-11-18 00:33:53: Running time:(mins): 1656
- 2021-11-18 00:33:53: ==========Train Epoch 24 Step: 24899
- 2021-11-18 00:33:53: bpp_ae: [0.4365]
- 2021-11-18 00:33:53: bpp_hyper: [0.1105]
- 2021-11-18 00:33:53: bpp: [0.547]
- 2021-11-18 00:33:53: IoU: [0.6859]
- 2021-11-18 00:33:53: train_zeros:0.029124672
- 2021-11-18 00:33:53: train_ones:0.032763653
- 2021-11-18 00:33:53: train_distortion:0.12013767
- 2021-11-18 00:33:53: train_loss:1.7417301
- 2021-11-18 00:37:11: Running time:(mins): 1659
- 2021-11-18 00:37:11: ==========Train Epoch 24 Step: 24949
- 2021-11-18 00:37:11: bpp_ae: [0.4343]
- 2021-11-18 00:37:11: bpp_hyper: [0.1135]
- 2021-11-18 00:37:11: bpp: [0.5478]
- 2021-11-18 00:37:11: IoU: [0.6972]
- 2021-11-18 00:37:11: train_zeros:0.031106446
- 2021-11-18 00:37:11: train_ones:0.03169101
- 2021-11-18 00:37:11: train_distortion:0.12501036
- 2021-11-18 00:37:11: train_loss:1.7750555
- 2021-11-18 00:40:22: Running time:(mins): 1662
- 2021-11-18 00:40:22: ==========Train Epoch 24 Step: 24999
- 2021-11-18 00:40:22: bpp_ae: [0.4426]
- 2021-11-18 00:40:22: bpp_hyper: [0.1119]
- 2021-11-18 00:40:22: bpp: [0.5545]
- 2021-11-18 00:40:22: IoU: [0.6931]
- 2021-11-18 00:40:22: train_zeros:0.03415946
- 2021-11-18 00:40:22: train_ones:0.039364096
- 2021-11-18 00:40:22: train_distortion:0.14184247
- 2021-11-18 00:40:22: train_loss:2.006571
- 2021-11-18 00:40:22: Saved model on epoch: 24, for epoch finished.
- 2021-11-18 00:40:23: Testing Files length:12
- 2021-11-18 00:40:51: ==========Test Epoch 25 Step: 0
- 2021-11-18 00:40:51: bpp_ae: [0.4004]
- 2021-11-18 00:40:51: bpp_hyper: [0.0834]
- 2021-11-18 00:40:51: bpp: [0.4838]
- 2021-11-18 00:40:51: IoU: [0.7062]
- 2021-11-18 00:40:51: ========================================
- Training Epoch: 25
- 2021-11-18 00:40:51: alpha:10 beta:3.0
- 2021-11-18 00:40:51: LR:1e-05
- 2021-11-18 00:40:51: Training Files length:1000
- 2021-11-18 00:44:02: Saved model on epoch: 25, global_step: 25049, for better IoU.
- 2021-11-18 00:44:02: Running time:(mins): 1666
- 2021-11-18 00:44:02: ==========Train Epoch 25 Step: 25049
- 2021-11-18 00:44:02: bpp_ae: [0.4348]
- 2021-11-18 00:44:02: bpp_hyper: [0.1115]
- 2021-11-18 00:44:02: bpp: [0.5463]
- 2021-11-18 00:44:02: IoU: [0.7052]
- 2021-11-18 00:44:02: train_zeros:0.0312888
- 2021-11-18 00:44:02: train_ones:0.0412736
- 2021-11-18 00:44:02: train_distortion:0.13514
- 2021-11-18 00:44:02: train_loss:1.9279103
- 2021-11-18 00:47:10: Running time:(mins): 1669
- 2021-11-18 00:47:10: ==========Train Epoch 25 Step: 25099
- 2021-11-18 00:47:10: bpp_ae: [0.4331]
- 2021-11-18 00:47:10: bpp_hyper: [0.1125]
- 2021-11-18 00:47:10: bpp: [0.5457]
- 2021-11-18 00:47:10: IoU: [0.6864]
- 2021-11-18 00:47:10: train_zeros:0.028846595
- 2021-11-18 00:47:10: train_ones:0.04230357
- 2021-11-18 00:47:10: train_distortion:0.12884337
- 2021-11-18 00:47:10: train_loss:1.8460404
- 2021-11-18 00:50:20: Saved model on epoch: 25, global_step: 25149, for better IoU.
- 2021-11-18 00:50:20: Running time:(mins): 1672
- 2021-11-18 00:50:20: ==========Train Epoch 25 Step: 25149
- 2021-11-18 00:50:20: bpp_ae: [0.4374]
- 2021-11-18 00:50:20: bpp_hyper: [0.1109]
- 2021-11-18 00:50:20: bpp: [0.5482]
- 2021-11-18 00:50:20: IoU: [0.7062]
- 2021-11-18 00:50:20: train_zeros:0.028099597
- 2021-11-18 00:50:20: train_ones:0.038421158
- 2021-11-18 00:50:20: train_distortion:0.12271994
- 2021-11-18 00:50:20: train_loss:1.7636874
- 2021-11-18 00:53:32: Running time:(mins): 1675
- 2021-11-18 00:53:32: ==========Train Epoch 25 Step: 25199
- 2021-11-18 00:53:32: bpp_ae: [0.4345]
- 2021-11-18 00:53:32: bpp_hyper: [0.1124]
- 2021-11-18 00:53:32: bpp: [0.547]
- 2021-11-18 00:53:32: IoU: [0.7034]
- 2021-11-18 00:53:32: train_zeros:0.025137275
- 2021-11-18 00:53:32: train_ones:0.035023257
- 2021-11-18 00:53:32: train_distortion:0.11043508
- 2021-11-18 00:53:32: train_loss:1.6974951
- 2021-11-18 00:56:46: Running time:(mins): 1679
- 2021-11-18 00:56:46: ==========Train Epoch 25 Step: 25249
- 2021-11-18 00:56:46: bpp_ae: [0.435]
- 2021-11-18 00:56:46: bpp_hyper: [0.1101]
- 2021-11-18 00:56:46: bpp: [0.545]
- 2021-11-18 00:56:46: IoU: [0.7013]
- 2021-11-18 00:56:46: train_zeros:0.033286095
- 2021-11-18 00:56:46: train_ones:0.042306237
- 2021-11-18 00:56:46: train_distortion:0.14216453
- 2021-11-18 00:56:46: train_loss:1.9344378
- 2021-11-18 01:00:06: Running time:(mins): 1682
- 2021-11-18 01:00:06: ==========Train Epoch 25 Step: 25299
- 2021-11-18 01:00:06: bpp_ae: [0.4336]
- 2021-11-18 01:00:06: bpp_hyper: [0.1131]
- 2021-11-18 01:00:06: bpp: [0.5467]
- 2021-11-18 01:00:06: IoU: [0.7017]
- 2021-11-18 01:00:06: train_zeros:0.035846468
- 2021-11-18 01:00:06: train_ones:0.036992356
- 2021-11-18 01:00:06: train_distortion:0.14453176
- 2021-11-18 01:00:06: train_loss:1.9628041
- 2021-11-18 01:03:15: Running time:(mins): 1685
- 2021-11-18 01:03:15: ==========Train Epoch 25 Step: 25349
- 2021-11-18 01:03:15: bpp_ae: [0.4416]
- 2021-11-18 01:03:15: bpp_hyper: [0.1155]
- 2021-11-18 01:03:15: bpp: [0.5571]
- 2021-11-18 01:03:15: IoU: [0.6985]
- 2021-11-18 01:03:15: train_zeros:0.04111332
- 2021-11-18 01:03:15: train_ones:0.038251635
- 2021-11-18 01:03:15: train_distortion:0.1615916
- 2021-11-18 01:03:15: train_loss:2.1145058
- 2021-11-18 01:06:27: Running time:(mins): 1688
- 2021-11-18 01:06:27: ==========Train Epoch 25 Step: 25399
- 2021-11-18 01:06:27: bpp_ae: [0.4377]
- 2021-11-18 01:06:27: bpp_hyper: [0.1129]
- 2021-11-18 01:06:27: bpp: [0.5506]
- 2021-11-18 01:06:27: IoU: [0.7009]
- 2021-11-18 01:06:27: train_zeros:0.038125202
- 2021-11-18 01:06:27: train_ones:0.04376352
- 2021-11-18 01:06:27: train_distortion:0.15813912
- 2021-11-18 01:06:27: train_loss:2.0777168
- 2021-11-18 01:09:39: Running time:(mins): 1691
- 2021-11-18 01:09:39: ==========Train Epoch 25 Step: 25449
- 2021-11-18 01:09:39: bpp_ae: [0.4298]
- 2021-11-18 01:09:39: bpp_hyper: [0.1091]
- 2021-11-18 01:09:39: bpp: [0.5389]
- 2021-11-18 01:09:39: IoU: [0.6939]
- 2021-11-18 01:09:39: train_zeros:0.03041194
- 2021-11-18 01:09:39: train_ones:0.039284028
- 2021-11-18 01:09:39: train_distortion:0.13051984
- 2021-11-18 01:09:39: train_loss:1.850112
- 2021-11-18 01:12:52: Running time:(mins): 1695
- 2021-11-18 01:12:52: ==========Train Epoch 25 Step: 25499
- 2021-11-18 01:12:52: bpp_ae: [0.4374]
- 2021-11-18 01:12:52: bpp_hyper: [0.1098]
- 2021-11-18 01:12:52: bpp: [0.5472]
- 2021-11-18 01:12:52: IoU: [0.6956]
- 2021-11-18 01:12:52: train_zeros:0.021933246
- 2021-11-18 01:12:52: train_ones:0.035184406
- 2021-11-18 01:12:52: train_distortion:0.10098415
- 2021-11-18 01:12:52: train_loss:1.5381876
- 2021-11-18 01:16:10: Running time:(mins): 1698
- 2021-11-18 01:16:10: ==========Train Epoch 25 Step: 25549
- 2021-11-18 01:16:10: bpp_ae: [0.4387]
- 2021-11-18 01:16:10: bpp_hyper: [0.1105]
- 2021-11-18 01:16:10: bpp: [0.5493]
- 2021-11-18 01:16:10: IoU: [0.7054]
- 2021-11-18 01:16:10: train_zeros:0.037359595
- 2021-11-18 01:16:10: train_ones:0.038487386
- 2021-11-18 01:16:10: train_distortion:0.15056618
- 2021-11-18 01:16:10: train_loss:2.0540206
- 2021-11-18 01:19:26: Running time:(mins): 1701
- 2021-11-18 01:19:26: ==========Train Epoch 25 Step: 25599
- 2021-11-18 01:19:26: bpp_ae: [0.4358]
- 2021-11-18 01:19:26: bpp_hyper: [0.1111]
- 2021-11-18 01:19:26: bpp: [0.5469]
- 2021-11-18 01:19:26: IoU: [0.6945]
- 2021-11-18 01:19:26: train_zeros:0.025902053
- 2021-11-18 01:19:26: train_ones:0.032159466
- 2021-11-18 01:19:26: train_distortion:0.10986562
- 2021-11-18 01:19:26: train_loss:1.63126
- 2021-11-18 01:22:41: Running time:(mins): 1704
- 2021-11-18 01:22:41: ==========Train Epoch 25 Step: 25649
- 2021-11-18 01:22:41: bpp_ae: [0.4341]
- 2021-11-18 01:22:41: bpp_hyper: [0.1076]
- 2021-11-18 01:22:41: bpp: [0.5417]
- 2021-11-18 01:22:41: IoU: [0.6923]
- 2021-11-18 01:22:41: train_zeros:0.03625474
- 2021-11-18 01:22:41: train_ones:0.039891925
- 2021-11-18 01:22:41: train_distortion:0.14865614
- 2021-11-18 01:22:41: train_loss:1.9919369
- 2021-11-18 01:25:58: Running time:(mins): 1708
- 2021-11-18 01:25:58: ==========Train Epoch 25 Step: 25699
- 2021-11-18 01:25:58: bpp_ae: [0.4324]
- 2021-11-18 01:25:58: bpp_hyper: [0.1108]
- 2021-11-18 01:25:58: bpp: [0.5432]
- 2021-11-18 01:25:58: IoU: [0.688]
- 2021-11-18 01:25:58: train_zeros:0.028627872
- 2021-11-18 01:25:58: train_ones:0.0373588
- 2021-11-18 01:25:58: train_distortion:0.12324242
- 2021-11-18 01:25:58: train_loss:1.7963538
- 2021-11-18 01:29:14: Running time:(mins): 1711
- 2021-11-18 01:29:14: ==========Train Epoch 25 Step: 25749
- 2021-11-18 01:29:14: bpp_ae: [0.4363]
- 2021-11-18 01:29:14: bpp_hyper: [0.1123]
- 2021-11-18 01:29:14: bpp: [0.5485]
- 2021-11-18 01:29:14: IoU: [0.6922]
- 2021-11-18 01:29:14: train_zeros:0.040941946
- 2021-11-18 01:29:14: train_ones:0.045581255
- 2021-11-18 01:29:14: train_distortion:0.1684071
- 2021-11-18 01:29:14: train_loss:2.204798
- 2021-11-18 01:32:28: Running time:(mins): 1714
- 2021-11-18 01:32:28: ==========Train Epoch 25 Step: 25799
- 2021-11-18 01:32:28: bpp_ae: [0.433]
- 2021-11-18 01:32:28: bpp_hyper: [0.1107]
- 2021-11-18 01:32:28: bpp: [0.5437]
- 2021-11-18 01:32:28: IoU: [0.6916]
- 2021-11-18 01:32:28: train_zeros:0.024414662
- 2021-11-18 01:32:28: train_ones:0.044666972
- 2021-11-18 01:32:28: train_distortion:0.11791097
- 2021-11-18 01:32:28: train_loss:1.7048007
- 2021-11-18 01:35:50: Running time:(mins): 1718
- 2021-11-18 01:35:50: ==========Train Epoch 25 Step: 25849
- 2021-11-18 01:35:50: bpp_ae: [0.4332]
- 2021-11-18 01:35:50: bpp_hyper: [0.1072]
- 2021-11-18 01:35:50: bpp: [0.5403]
- 2021-11-18 01:35:50: IoU: [0.6976]
- 2021-11-18 01:35:50: train_zeros:0.023809673
- 2021-11-18 01:35:50: train_ones:0.037718527
- 2021-11-18 01:35:50: train_distortion:0.10914755
- 2021-11-18 01:35:50: train_loss:1.6068703
- 2021-11-18 01:39:02: Running time:(mins): 1721
- 2021-11-18 01:39:02: ==========Train Epoch 25 Step: 25899
- 2021-11-18 01:39:02: bpp_ae: [0.434]
- 2021-11-18 01:39:02: bpp_hyper: [0.1109]
- 2021-11-18 01:39:02: bpp: [0.5449]
- 2021-11-18 01:39:02: IoU: [0.6908]
- 2021-11-18 01:39:02: train_zeros:0.030060789
- 2021-11-18 01:39:02: train_ones:0.04204111
- 2021-11-18 01:39:02: train_distortion:0.13222347
- 2021-11-18 01:39:02: train_loss:1.8353264
- 2021-11-18 01:42:17: Running time:(mins): 1724
- 2021-11-18 01:42:17: ==========Train Epoch 25 Step: 25949
- 2021-11-18 01:42:17: bpp_ae: [0.4383]
- 2021-11-18 01:42:17: bpp_hyper: [0.1125]
- 2021-11-18 01:42:17: bpp: [0.5508]
- 2021-11-18 01:42:17: IoU: [0.6974]
- 2021-11-18 01:42:17: train_zeros:0.031547192
- 2021-11-18 01:42:17: train_ones:0.04083591
- 2021-11-18 01:42:17: train_distortion:0.13547748
- 2021-11-18 01:42:17: train_loss:1.9278901
- 2021-11-18 01:45:45: Running time:(mins): 1728
- 2021-11-18 01:45:45: ==========Train Epoch 25 Step: 25999
- 2021-11-18 01:45:45: bpp_ae: [0.4375]
- 2021-11-18 01:45:45: bpp_hyper: [0.1101]
- 2021-11-18 01:45:45: bpp: [0.5476]
- 2021-11-18 01:45:45: IoU: [0.6928]
- 2021-11-18 01:45:45: train_zeros:0.022016892
- 2021-11-18 01:45:45: train_ones:0.04396358
- 2021-11-18 01:45:45: train_distortion:0.11001426
- 2021-11-18 01:45:45: train_loss:1.713354
- 2021-11-18 01:45:45: Saved model on epoch: 25, for epoch finished.
- 2021-11-18 01:45:45: Testing Files length:12
- 2021-11-18 01:46:14: ==========Test Epoch 26 Step: 0
- 2021-11-18 01:46:14: bpp_ae: [0.4034]
- 2021-11-18 01:46:14: bpp_hyper: [0.082]
- 2021-11-18 01:46:14: bpp: [0.4855]
- 2021-11-18 01:46:14: IoU: [0.6916]
- 2021-11-18 01:46:14: ========================================
- Training Epoch: 26
- 2021-11-18 01:46:14: alpha:10 beta:3.0
- 2021-11-18 01:46:14: LR:1e-05
- 2021-11-18 01:46:14: Training Files length:1000
- 2021-11-18 01:49:28: Running time:(mins): 1731
- 2021-11-18 01:49:28: ==========Train Epoch 26 Step: 26049
- 2021-11-18 01:49:28: bpp_ae: [0.4306]
- 2021-11-18 01:49:28: bpp_hyper: [0.11]
- 2021-11-18 01:49:28: bpp: [0.5406]
- 2021-11-18 01:49:28: IoU: [0.6963]
- 2021-11-18 01:49:28: train_zeros:0.026909465
- 2021-11-18 01:49:28: train_ones:0.03639865
- 2021-11-18 01:49:28: train_distortion:0.117127046
- 2021-11-18 01:49:28: train_loss:1.7091074
- 2021-11-18 01:52:43: Running time:(mins): 1735
- 2021-11-18 01:52:43: ==========Train Epoch 26 Step: 26099
- 2021-11-18 01:52:43: bpp_ae: [0.4326]
- 2021-11-18 01:52:43: bpp_hyper: [0.1117]
- 2021-11-18 01:52:43: bpp: [0.5444]
- 2021-11-18 01:52:43: IoU: [0.6941]
- 2021-11-18 01:52:43: train_zeros:0.022698093
- 2021-11-18 01:52:43: train_ones:0.036860473
- 2021-11-18 01:52:43: train_distortion:0.10495476
- 2021-11-18 01:52:43: train_loss:1.6435075
- 2021-11-18 01:55:53: Running time:(mins): 1738
- 2021-11-18 01:55:53: ==========Train Epoch 26 Step: 26149
- 2021-11-18 01:55:53: bpp_ae: [0.4361]
- 2021-11-18 01:55:53: bpp_hyper: [0.1084]
- 2021-11-18 01:55:53: bpp: [0.5446]
- 2021-11-18 01:55:53: IoU: [0.6994]
- 2021-11-18 01:55:53: train_zeros:0.04669643
- 2021-11-18 01:55:53: train_ones:0.057120856
- 2021-11-18 01:55:53: train_distortion:0.19721015
- 2021-11-18 01:55:53: train_loss:2.4791534
- 2021-11-18 01:59:01: Running time:(mins): 1741
- 2021-11-18 01:59:01: ==========Train Epoch 26 Step: 26199
- 2021-11-18 01:59:01: bpp_ae: [0.4322]
- 2021-11-18 01:59:01: bpp_hyper: [0.1121]
- 2021-11-18 01:59:01: bpp: [0.5443]
- 2021-11-18 01:59:01: IoU: [0.6939]
- 2021-11-18 01:59:01: train_zeros:0.03431122
- 2021-11-18 01:59:01: train_ones:0.038005427
- 2021-11-18 01:59:01: train_distortion:0.14093909
- 2021-11-18 01:59:01: train_loss:1.9501221
- 2021-11-18 02:02:16: Running time:(mins): 1744
- 2021-11-18 02:02:16: ==========Train Epoch 26 Step: 26249
- 2021-11-18 02:02:16: bpp_ae: [0.4351]
- 2021-11-18 02:02:16: bpp_hyper: [0.1076]
- 2021-11-18 02:02:16: bpp: [0.5427]
- 2021-11-18 02:02:16: IoU: [0.6883]
- 2021-11-18 02:02:16: train_zeros:0.030372126
- 2021-11-18 02:02:16: train_ones:0.047034733
- 2021-11-18 02:02:16: train_distortion:0.13815111
- 2021-11-18 02:02:16: train_loss:1.9126456
- 2021-11-18 02:05:24: Running time:(mins): 1747
- 2021-11-18 02:05:24: ==========Train Epoch 26 Step: 26299
- 2021-11-18 02:05:24: bpp_ae: [0.4379]
- 2021-11-18 02:05:24: bpp_hyper: [0.112]
- 2021-11-18 02:05:24: bpp: [0.5499]
- 2021-11-18 02:05:24: IoU: [0.6969]
- 2021-11-18 02:05:24: train_zeros:0.0254275
- 2021-11-18 02:05:24: train_ones:0.044698857
- 2021-11-18 02:05:24: train_distortion:0.12098136
- 2021-11-18 02:05:24: train_loss:1.7836221
- 2021-11-18 02:08:35: Running time:(mins): 1750
- 2021-11-18 02:08:35: ==========Train Epoch 26 Step: 26349
- 2021-11-18 02:08:35: bpp_ae: [0.4302]
- 2021-11-18 02:08:35: bpp_hyper: [0.1096]
- 2021-11-18 02:08:35: bpp: [0.5398]
- 2021-11-18 02:08:35: IoU: [0.6942]
- 2021-11-18 02:08:35: train_zeros:0.044952836
- 2021-11-18 02:08:35: train_ones:0.046743743
- 2021-11-18 02:08:35: train_distortion:0.18160224
- 2021-11-18 02:08:35: train_loss:2.3079708
- 2021-11-18 02:11:50: Running time:(mins): 1754
- 2021-11-18 02:11:50: ==========Train Epoch 26 Step: 26399
- 2021-11-18 02:11:50: bpp_ae: [0.4304]
- 2021-11-18 02:11:50: bpp_hyper: [0.1087]
- 2021-11-18 02:11:50: bpp: [0.5391]
- 2021-11-18 02:11:50: IoU: [0.6936]
- 2021-11-18 02:11:50: train_zeros:0.029393485
- 2021-11-18 02:11:50: train_ones:0.03235295
- 2021-11-18 02:11:50: train_distortion:0.12053341
- 2021-11-18 02:11:50: train_loss:1.7219294
- 2021-11-18 02:15:01: Running time:(mins): 1757
- 2021-11-18 02:15:01: ==========Train Epoch 26 Step: 26449
- 2021-11-18 02:15:01: bpp_ae: [0.4306]
- 2021-11-18 02:15:01: bpp_hyper: [0.1091]
- 2021-11-18 02:15:01: bpp: [0.5397]
- 2021-11-18 02:15:01: IoU: [0.6929]
- 2021-11-18 02:15:01: train_zeros:0.029616535
- 2021-11-18 02:15:01: train_ones:0.036389466
- 2021-11-18 02:15:01: train_distortion:0.12523907
- 2021-11-18 02:15:01: train_loss:1.7510575
- 2021-11-18 02:18:08: Running time:(mins): 1760
- 2021-11-18 02:18:08: ==========Train Epoch 26 Step: 26499
- 2021-11-18 02:18:08: bpp_ae: [0.4328]
- 2021-11-18 02:18:08: bpp_hyper: [0.11]
- 2021-11-18 02:18:08: bpp: [0.5428]
- 2021-11-18 02:18:08: IoU: [0.6977]
- 2021-11-18 02:18:08: train_zeros:0.038041692
- 2021-11-18 02:18:08: train_ones:0.040738214
- 2021-11-18 02:18:08: train_distortion:0.15486328
- 2021-11-18 02:18:08: train_loss:2.054404
- 2021-11-18 02:21:24: Running time:(mins): 1763
- 2021-11-18 02:21:24: ==========Train Epoch 26 Step: 26549
- 2021-11-18 02:21:24: bpp_ae: [0.4348]
- 2021-11-18 02:21:24: bpp_hyper: [0.1131]
- 2021-11-18 02:21:24: bpp: [0.548]
- 2021-11-18 02:21:24: IoU: [0.7005]
- 2021-11-18 02:21:24: train_zeros:0.021893049
- 2021-11-18 02:21:24: train_ones:0.029452568
- 2021-11-18 02:21:24: train_distortion:0.09513172
- 2021-11-18 02:21:24: train_loss:1.5155367
- 2021-11-18 02:24:43: Running time:(mins): 1767
- 2021-11-18 02:24:43: ==========Train Epoch 26 Step: 26599
- 2021-11-18 02:24:43: bpp_ae: [0.4363]
- 2021-11-18 02:24:43: bpp_hyper: [0.1126]
- 2021-11-18 02:24:43: bpp: [0.549]
- 2021-11-18 02:24:43: IoU: [0.6964]
- 2021-11-18 02:24:43: train_zeros:0.025114639
- 2021-11-18 02:24:43: train_ones:0.033612963
- 2021-11-18 02:24:43: train_distortion:0.10895687
- 2021-11-18 02:24:43: train_loss:1.6568147
- 2021-11-18 02:27:54: Running time:(mins): 1770
- 2021-11-18 02:27:54: ==========Train Epoch 26 Step: 26649
- 2021-11-18 02:27:54: bpp_ae: [0.4312]
- 2021-11-18 02:27:54: bpp_hyper: [0.1095]
- 2021-11-18 02:27:54: bpp: [0.5408]
- 2021-11-18 02:27:54: IoU: [0.6986]
- 2021-11-18 02:27:54: train_zeros:0.022580702
- 2021-11-18 02:27:54: train_ones:0.031907585
- 2021-11-18 02:27:54: train_distortion:0.0996497
- 2021-11-18 02:27:54: train_loss:1.5763857
- 2021-11-18 02:31:07: Running time:(mins): 1773
- 2021-11-18 02:31:07: ==========Train Epoch 26 Step: 26699
- 2021-11-18 02:31:07: bpp_ae: [0.4293]
- 2021-11-18 02:31:07: bpp_hyper: [0.1101]
- 2021-11-18 02:31:07: bpp: [0.5394]
- 2021-11-18 02:31:07: IoU: [0.6975]
- 2021-11-18 02:31:07: train_zeros:0.034786087
- 2021-11-18 02:31:07: train_ones:0.03846308
- 2021-11-18 02:31:07: train_distortion:0.14282134
- 2021-11-18 02:31:07: train_loss:1.9617517
- 2021-11-18 02:34:15: Running time:(mins): 1776
- 2021-11-18 02:34:15: ==========Train Epoch 26 Step: 26749
- 2021-11-18 02:34:15: bpp_ae: [0.4326]
- 2021-11-18 02:34:15: bpp_hyper: [0.1108]
- 2021-11-18 02:34:15: bpp: [0.5434]
- 2021-11-18 02:34:15: IoU: [0.691]
- 2021-11-18 02:34:15: train_zeros:0.028421067
- 2021-11-18 02:34:15: train_ones:0.049604304
- 2021-11-18 02:34:15: train_distortion:0.1348675
- 2021-11-18 02:34:15: train_loss:1.9290612
- 2021-11-18 02:37:24: Running time:(mins): 1779
- 2021-11-18 02:37:24: ==========Train Epoch 26 Step: 26799
- 2021-11-18 02:37:24: bpp_ae: [0.4329]
- 2021-11-18 02:37:24: bpp_hyper: [0.1121]
- 2021-11-18 02:37:24: bpp: [0.545]
- 2021-11-18 02:37:24: IoU: [0.6985]
- 2021-11-18 02:37:24: train_zeros:0.036631662
- 2021-11-18 02:37:24: train_ones:0.037534192
- 2021-11-18 02:37:24: train_distortion:0.14742918
- 2021-11-18 02:37:24: train_loss:1.9869584
- 2021-11-18 02:40:42: Running time:(mins): 1782
- 2021-11-18 02:40:42: ==========Train Epoch 26 Step: 26849
- 2021-11-18 02:40:42: bpp_ae: [0.4326]
- 2021-11-18 02:40:42: bpp_hyper: [0.111]
- 2021-11-18 02:40:42: bpp: [0.5437]
- 2021-11-18 02:40:42: IoU: [0.6977]
- 2021-11-18 02:40:42: train_zeros:0.024637772
- 2021-11-18 02:40:42: train_ones:0.038947795
- 2021-11-18 02:40:42: train_distortion:0.11286111
- 2021-11-18 02:40:42: train_loss:1.6683912
- 2021-11-18 02:44:03: Running time:(mins): 1786
- 2021-11-18 02:44:03: ==========Train Epoch 26 Step: 26899
- 2021-11-18 02:44:03: bpp_ae: [0.4345]
- 2021-11-18 02:44:03: bpp_hyper: [0.1126]
- 2021-11-18 02:44:03: bpp: [0.5472]
- 2021-11-18 02:44:03: IoU: [0.6998]
- 2021-11-18 02:44:03: train_zeros:0.0412356
- 2021-11-18 02:44:03: train_ones:0.0434195
- 2021-11-18 02:44:03: train_distortion:0.1671263
- 2021-11-18 02:44:03: train_loss:2.190169
- 2021-11-18 02:47:26: Running time:(mins): 1789
- 2021-11-18 02:47:26: ==========Train Epoch 26 Step: 26949
- 2021-11-18 02:47:26: bpp_ae: [0.4315]
- 2021-11-18 02:47:26: bpp_hyper: [0.1103]
- 2021-11-18 02:47:26: bpp: [0.5418]
- 2021-11-18 02:47:26: IoU: [0.6839]
- 2021-11-18 02:47:26: train_zeros:0.036038954
- 2021-11-18 02:47:26: train_ones:0.041121155
- 2021-11-18 02:47:26: train_distortion:0.14923802
- 2021-11-18 02:47:26: train_loss:2.0252256
- 2021-11-18 02:50:38: Running time:(mins): 1792
- 2021-11-18 02:50:38: ==========Train Epoch 26 Step: 26999
- 2021-11-18 02:50:38: bpp_ae: [0.4316]
- 2021-11-18 02:50:38: bpp_hyper: [0.1118]
- 2021-11-18 02:50:38: bpp: [0.5435]
- 2021-11-18 02:50:38: IoU: [0.7051]
- 2021-11-18 02:50:38: train_zeros:0.030527296
- 2021-11-18 02:50:38: train_ones:0.047229517
- 2021-11-18 02:50:38: train_distortion:0.13881141
- 2021-11-18 02:50:38: train_loss:1.9417087
- 2021-11-18 02:50:38: Saved model on epoch: 26, for epoch finished.
- 2021-11-18 02:50:38: Testing Files length:12
- 2021-11-18 02:51:05: ==========Test Epoch 27 Step: 0
- 2021-11-18 02:51:05: bpp_ae: [0.3989]
- 2021-11-18 02:51:05: bpp_hyper: [0.0814]
- 2021-11-18 02:51:05: bpp: [0.4802]
- 2021-11-18 02:51:05: IoU: [0.6854]
- 2021-11-18 02:51:05: ========================================
- Training Epoch: 27
- 2021-11-18 02:51:05: alpha:10 beta:3.0
- 2021-11-18 02:51:05: LR:1e-05
- 2021-11-18 02:51:05: Training Files length:1000
- 2021-11-18 02:54:18: Running time:(mins): 1796
- 2021-11-18 02:54:18: ==========Train Epoch 27 Step: 27049
- 2021-11-18 02:54:18: bpp_ae: [0.4396]
- 2021-11-18 02:54:18: bpp_hyper: [0.1127]
- 2021-11-18 02:54:18: bpp: [0.5522]
- 2021-11-18 02:54:18: IoU: [0.6972]
- 2021-11-18 02:54:18: train_zeros:0.02286118
- 2021-11-18 02:54:18: train_ones:0.038015854
- 2021-11-18 02:54:18: train_distortion:0.10659939
- 2021-11-18 02:54:18: train_loss:1.6432183
- 2021-11-18 02:57:32: Running time:(mins): 1799
- 2021-11-18 02:57:32: ==========Train Epoch 27 Step: 27099
- 2021-11-18 02:57:32: bpp_ae: [0.4357]
- 2021-11-18 02:57:32: bpp_hyper: [0.1126]
- 2021-11-18 02:57:32: bpp: [0.5483]
- 2021-11-18 02:57:32: IoU: [0.691]
- 2021-11-18 02:57:32: train_zeros:0.027814632
- 2021-11-18 02:57:32: train_ones:0.04296355
- 2021-11-18 02:57:32: train_distortion:0.12640744
- 2021-11-18 02:57:32: train_loss:1.8020619
- 2021-11-18 03:00:44: Running time:(mins): 1803
- 2021-11-18 03:00:44: ==========Train Epoch 27 Step: 27149
- 2021-11-18 03:00:44: bpp_ae: [0.4355]
- 2021-11-18 03:00:44: bpp_hyper: [0.11]
- 2021-11-18 03:00:44: bpp: [0.5455]
- 2021-11-18 03:00:44: IoU: [0.6951]
- 2021-11-18 03:00:44: train_zeros:0.027918259
- 2021-11-18 03:00:44: train_ones:0.037608527
- 2021-11-18 03:00:44: train_distortion:0.121363305
- 2021-11-18 03:00:44: train_loss:1.7453294
- 2021-11-18 03:03:50: Running time:(mins): 1806
- 2021-11-18 03:03:50: ==========Train Epoch 27 Step: 27199
- 2021-11-18 03:03:50: bpp_ae: [0.4375]
- 2021-11-18 03:03:50: bpp_hyper: [0.1117]
- 2021-11-18 03:03:50: bpp: [0.5492]
- 2021-11-18 03:03:50: IoU: [0.6981]
- 2021-11-18 03:03:50: train_zeros:0.020247916
- 2021-11-18 03:03:50: train_ones:0.045019213
- 2021-11-18 03:03:50: train_distortion:0.10576296
- 2021-11-18 03:03:50: train_loss:1.6328989
- 2021-11-18 03:06:55: Running time:(mins): 1809
- 2021-11-18 03:06:55: ==========Train Epoch 27 Step: 27249
- 2021-11-18 03:06:55: bpp_ae: [0.4329]
- 2021-11-18 03:06:55: bpp_hyper: [0.11]
- 2021-11-18 03:06:55: bpp: [0.5429]
- 2021-11-18 03:06:55: IoU: [0.7004]
- 2021-11-18 03:06:55: train_zeros:0.02490017
- 2021-11-18 03:06:55: train_ones:0.03171363
- 2021-11-18 03:06:55: train_distortion:0.10641414
- 2021-11-18 03:06:55: train_loss:1.5954359
- 2021-11-18 03:10:00: Running time:(mins): 1812
- 2021-11-18 03:10:00: ==========Train Epoch 27 Step: 27299
- 2021-11-18 03:10:00: bpp_ae: [0.4375]
- 2021-11-18 03:10:00: bpp_hyper: [0.1139]
- 2021-11-18 03:10:00: bpp: [0.5514]
- 2021-11-18 03:10:00: IoU: [0.7]
- 2021-11-18 03:10:00: train_zeros:0.014493541
- 2021-11-18 03:10:00: train_ones:0.031023024
- 2021-11-18 03:10:00: train_distortion:0.074503645
- 2021-11-18 03:10:00: train_loss:1.3703167
- 2021-11-18 03:13:06: Running time:(mins): 1815
- 2021-11-18 03:13:06: ==========Train Epoch 27 Step: 27349
- 2021-11-18 03:13:06: bpp_ae: [0.4291]
- 2021-11-18 03:13:06: bpp_hyper: [0.1078]
- 2021-11-18 03:13:06: bpp: [0.5369]
- 2021-11-18 03:13:06: IoU: [0.6908]
- 2021-11-18 03:13:06: train_zeros:0.022722641
- 2021-11-18 03:13:06: train_ones:0.039099842
- 2021-11-18 03:13:06: train_distortion:0.10726777
- 2021-11-18 03:13:06: train_loss:1.6002134
- 2021-11-18 03:16:16: Running time:(mins): 1818
- 2021-11-18 03:16:16: ==========Train Epoch 27 Step: 27399
- 2021-11-18 03:16:16: bpp_ae: [0.4371]
- 2021-11-18 03:16:16: bpp_hyper: [0.1116]
- 2021-11-18 03:16:16: bpp: [0.5488]
- 2021-11-18 03:16:16: IoU: [0.6912]
- 2021-11-18 03:16:16: train_zeros:0.02500411
- 2021-11-18 03:16:16: train_ones:0.040123973
- 2021-11-18 03:16:16: train_distortion:0.115136296
- 2021-11-18 03:16:16: train_loss:1.686468
- 2021-11-18 03:19:28: Running time:(mins): 1821
- 2021-11-18 03:19:28: ==========Train Epoch 27 Step: 27449
- 2021-11-18 03:19:28: bpp_ae: [0.4314]
- 2021-11-18 03:19:28: bpp_hyper: [0.1091]
- 2021-11-18 03:19:28: bpp: [0.5405]
- 2021-11-18 03:19:28: IoU: [0.6988]
- 2021-11-18 03:19:28: train_zeros:0.031216858
- 2021-11-18 03:19:28: train_ones:0.036138125
- 2021-11-18 03:19:28: train_distortion:0.1297887
- 2021-11-18 03:19:28: train_loss:1.8502103
- 2021-11-18 03:22:52: Running time:(mins): 1825
- 2021-11-18 03:22:52: ==========Train Epoch 27 Step: 27499
- 2021-11-18 03:22:52: bpp_ae: [0.4345]
- 2021-11-18 03:22:52: bpp_hyper: [0.1122]
- 2021-11-18 03:22:52: bpp: [0.5467]
- 2021-11-18 03:22:52: IoU: [0.7006]
- 2021-11-18 03:22:52: train_zeros:0.023929842
- 2021-11-18 03:22:52: train_ones:0.03701922
- 2021-11-18 03:22:52: train_distortion:0.10880874
- 2021-11-18 03:22:52: train_loss:1.6470124
- 2021-11-18 03:26:03: Running time:(mins): 1828
- 2021-11-18 03:26:03: ==========Train Epoch 27 Step: 27549
- 2021-11-18 03:26:03: bpp_ae: [0.4324]
- 2021-11-18 03:26:03: bpp_hyper: [0.1091]
- 2021-11-18 03:26:03: bpp: [0.5415]
- 2021-11-18 03:26:03: IoU: [0.6971]
- 2021-11-18 03:26:03: train_zeros:0.023794377
- 2021-11-18 03:26:03: train_ones:0.038187586
- 2021-11-18 03:26:03: train_distortion:0.10957072
- 2021-11-18 03:26:03: train_loss:1.6637621
- 2021-11-18 03:29:14: Running time:(mins): 1831
- 2021-11-18 03:29:14: ==========Train Epoch 27 Step: 27599
- 2021-11-18 03:29:14: bpp_ae: [0.4371]
- 2021-11-18 03:29:14: bpp_hyper: [0.1127]
- 2021-11-18 03:29:14: bpp: [0.5498]
- 2021-11-18 03:29:14: IoU: [0.6972]
- 2021-11-18 03:29:14: train_zeros:0.024202231
- 2021-11-18 03:29:14: train_ones:0.041332323
- 2021-11-18 03:29:14: train_distortion:0.11393902
- 2021-11-18 03:29:14: train_loss:1.685404
- 2021-11-18 03:32:35: Running time:(mins): 1834
- 2021-11-18 03:32:35: ==========Train Epoch 27 Step: 27649
- 2021-11-18 03:32:35: bpp_ae: [0.433]
- 2021-11-18 03:32:35: bpp_hyper: [0.1096]
- 2021-11-18 03:32:35: bpp: [0.5427]
- 2021-11-18 03:32:35: IoU: [0.6997]
- 2021-11-18 03:32:35: train_zeros:0.021267246
- 2021-11-18 03:32:35: train_ones:0.036843676
- 2021-11-18 03:32:35: train_distortion:0.10064541
- 2021-11-18 03:32:35: train_loss:1.5854034
- 2021-11-18 03:35:49: Running time:(mins): 1838
- 2021-11-18 03:35:49: ==========Train Epoch 27 Step: 27699
- 2021-11-18 03:35:49: bpp_ae: [0.4335]
- 2021-11-18 03:35:49: bpp_hyper: [0.1114]
- 2021-11-18 03:35:49: bpp: [0.5449]
- 2021-11-18 03:35:49: IoU: [0.699]
- 2021-11-18 03:35:49: train_zeros:0.038248725
- 2021-11-18 03:35:49: train_ones:0.041778736
- 2021-11-18 03:35:49: train_distortion:0.15652491
- 2021-11-18 03:35:49: train_loss:2.1269772
- 2021-11-18 03:39:00: Running time:(mins): 1841
- 2021-11-18 03:39:00: ==========Train Epoch 27 Step: 27749
- 2021-11-18 03:39:00: bpp_ae: [0.4348]
- 2021-11-18 03:39:00: bpp_hyper: [0.1082]
- 2021-11-18 03:39:00: bpp: [0.543]
- 2021-11-18 03:39:00: IoU: [0.6887]
- 2021-11-18 03:39:00: train_zeros:0.027069774
- 2021-11-18 03:39:00: train_ones:0.038222197
- 2021-11-18 03:39:00: train_distortion:0.11943151
- 2021-11-18 03:39:00: train_loss:1.7587317
- 2021-11-18 03:42:14: Running time:(mins): 1844
- 2021-11-18 03:42:14: ==========Train Epoch 27 Step: 27799
- 2021-11-18 03:42:14: bpp_ae: [0.4329]
- 2021-11-18 03:42:14: bpp_hyper: [0.1113]
- 2021-11-18 03:42:14: bpp: [0.5441]
- 2021-11-18 03:42:14: IoU: [0.6989]
- 2021-11-18 03:42:14: train_zeros:0.040000904
- 2021-11-18 03:42:14: train_ones:0.04326508
- 2021-11-18 03:42:14: train_distortion:0.16326779
- 2021-11-18 03:42:14: train_loss:2.1263597
- 2021-11-18 03:45:25: Running time:(mins): 1847
- 2021-11-18 03:45:25: ==========Train Epoch 27 Step: 27849
- 2021-11-18 03:45:25: bpp_ae: [0.4283]
- 2021-11-18 03:45:25: bpp_hyper: [0.1114]
- 2021-11-18 03:45:25: bpp: [0.5397]
- 2021-11-18 03:45:25: IoU: [0.6941]
- 2021-11-18 03:45:25: train_zeros:0.024824655
- 2021-11-18 03:45:25: train_ones:0.04008444
- 2021-11-18 03:45:25: train_distortion:0.1145584
- 2021-11-18 03:45:25: train_loss:1.7056963
- 2021-11-18 03:48:43: Running time:(mins): 1851
- 2021-11-18 03:48:43: ==========Train Epoch 27 Step: 27899
- 2021-11-18 03:48:43: bpp_ae: [0.4311]
- 2021-11-18 03:48:43: bpp_hyper: [0.1089]
- 2021-11-18 03:48:43: bpp: [0.54]
- 2021-11-18 03:48:43: IoU: [0.6945]
- 2021-11-18 03:48:43: train_zeros:0.024648428
- 2021-11-18 03:48:43: train_ones:0.04280643
- 2021-11-18 03:48:43: train_distortion:0.116751716
- 2021-11-18 03:48:43: train_loss:1.7386941
- 2021-11-18 03:52:02: Running time:(mins): 1854
- 2021-11-18 03:52:02: ==========Train Epoch 27 Step: 27949
- 2021-11-18 03:52:02: bpp_ae: [0.4322]
- 2021-11-18 03:52:02: bpp_hyper: [0.1098]
- 2021-11-18 03:52:02: bpp: [0.542]
- 2021-11-18 03:52:02: IoU: [0.7018]
- 2021-11-18 03:52:02: train_zeros:0.03403578
- 2021-11-18 03:52:02: train_ones:0.0457412
- 2021-11-18 03:52:02: train_distortion:0.14784855
- 2021-11-18 03:52:02: train_loss:2.0060897
- 2021-11-18 03:55:14: Running time:(mins): 1857
- 2021-11-18 03:55:14: ==========Train Epoch 27 Step: 27999
- 2021-11-18 03:55:14: bpp_ae: [0.4382]
- 2021-11-18 03:55:14: bpp_hyper: [0.1129]
- 2021-11-18 03:55:14: bpp: [0.5511]
- 2021-11-18 03:55:14: IoU: [0.6986]
- 2021-11-18 03:55:14: train_zeros:0.026182933
- 2021-11-18 03:55:14: train_ones:0.031783525
- 2021-11-18 03:55:14: train_distortion:0.110332325
- 2021-11-18 03:55:14: train_loss:1.6092006
- 2021-11-18 03:55:14: Saved model on epoch: 27, for epoch finished.
- 2021-11-18 03:55:14: Testing Files length:12
- 2021-11-18 03:55:40: ==========Test Epoch 28 Step: 0
- 2021-11-18 03:55:40: bpp_ae: [0.3951]
- 2021-11-18 03:55:40: bpp_hyper: [0.0785]
- 2021-11-18 03:55:40: bpp: [0.4736]
- 2021-11-18 03:55:40: IoU: [0.6861]
- 2021-11-18 03:55:40: ========================================
- Training Epoch: 28
- 2021-11-18 03:55:40: alpha:10 beta:3.0
- 2021-11-18 03:55:40: LR:1e-05
- 2021-11-18 03:55:40: Training Files length:1000
- 2021-11-18 03:58:55: Running time:(mins): 1861
- 2021-11-18 03:58:55: ==========Train Epoch 28 Step: 28049
- 2021-11-18 03:58:55: bpp_ae: [0.4326]
- 2021-11-18 03:58:55: bpp_hyper: [0.1078]
- 2021-11-18 03:58:55: bpp: [0.5404]
- 2021-11-18 03:58:55: IoU: [0.6891]
- 2021-11-18 03:58:55: train_zeros:0.0348233
- 2021-11-18 03:58:55: train_ones:0.03860827
- 2021-11-18 03:58:55: train_distortion:0.14307816
- 2021-11-18 03:58:55: train_loss:2.0019698
- 2021-11-18 04:02:04: Running time:(mins): 1864
- 2021-11-18 04:02:04: ==========Train Epoch 28 Step: 28099
- 2021-11-18 04:02:04: bpp_ae: [0.4369]
- 2021-11-18 04:02:04: bpp_hyper: [0.1106]
- 2021-11-18 04:02:04: bpp: [0.5475]
- 2021-11-18 04:02:04: IoU: [0.6914]
- 2021-11-18 04:02:04: train_zeros:0.02906081
- 2021-11-18 04:02:04: train_ones:0.03794656
- 2021-11-18 04:02:04: train_distortion:0.12512898
- 2021-11-18 04:02:04: train_loss:1.7990896
- 2021-11-18 04:05:15: Running time:(mins): 1867
- 2021-11-18 04:05:15: ==========Train Epoch 28 Step: 28149
- 2021-11-18 04:05:15: bpp_ae: [0.4342]
- 2021-11-18 04:05:15: bpp_hyper: [0.1083]
- 2021-11-18 04:05:15: bpp: [0.5425]
- 2021-11-18 04:05:15: IoU: [0.6852]
- 2021-11-18 04:05:15: train_zeros:0.026494458
- 2021-11-18 04:05:15: train_ones:0.03731186
- 2021-11-18 04:05:15: train_distortion:0.116795234
- 2021-11-18 04:05:15: train_loss:1.7279115
- 2021-11-18 04:08:26: Running time:(mins): 1870
- 2021-11-18 04:08:26: ==========Train Epoch 28 Step: 28199
- 2021-11-18 04:08:26: bpp_ae: [0.4326]
- 2021-11-18 04:08:26: bpp_hyper: [0.1102]
- 2021-11-18 04:08:26: bpp: [0.5427]
- 2021-11-18 04:08:26: IoU: [0.688]
- 2021-11-18 04:08:26: train_zeros:0.027359033
- 2021-11-18 04:08:26: train_ones:0.03518857
- 2021-11-18 04:08:26: train_distortion:0.11726567
- 2021-11-18 04:08:26: train_loss:1.7273345
- 2021-11-18 04:11:44: Saved model on epoch: 28, global_step: 28249, for better IoU.
- 2021-11-18 04:11:44: Running time:(mins): 1874
- 2021-11-18 04:11:44: ==========Train Epoch 28 Step: 28249
- 2021-11-18 04:11:44: bpp_ae: [0.435]
- 2021-11-18 04:11:44: bpp_hyper: [0.1114]
- 2021-11-18 04:11:44: bpp: [0.5464]
- 2021-11-18 04:11:44: IoU: [0.7067]
- 2021-11-18 04:11:44: train_zeros:0.032453213
- 2021-11-18 04:11:44: train_ones:0.030918896
- 2021-11-18 04:11:44: train_distortion:0.12827854
- 2021-11-18 04:11:44: train_loss:1.7952992
- 2021-11-18 04:15:07: Running time:(mins): 1877
- 2021-11-18 04:15:07: ==========Train Epoch 28 Step: 28299
- 2021-11-18 04:15:07: bpp_ae: [0.4303]
- 2021-11-18 04:15:07: bpp_hyper: [0.1093]
- 2021-11-18 04:15:07: bpp: [0.5396]
- 2021-11-18 04:15:07: IoU: [0.6948]
- 2021-11-18 04:15:07: train_zeros:0.033372432
- 2021-11-18 04:15:07: train_ones:0.038322832
- 2021-11-18 04:15:07: train_distortion:0.13844013
- 2021-11-18 04:15:07: train_loss:1.9265494
- 2021-11-18 04:18:18: Running time:(mins): 1880
- 2021-11-18 04:18:18: ==========Train Epoch 28 Step: 28349
- 2021-11-18 04:18:18: bpp_ae: [0.4358]
- 2021-11-18 04:18:18: bpp_hyper: [0.1117]
- 2021-11-18 04:18:18: bpp: [0.5476]
- 2021-11-18 04:18:18: IoU: [0.699]
- 2021-11-18 04:18:18: train_zeros:0.038553752
- 2021-11-18 04:18:18: train_ones:0.04199135
- 2021-11-18 04:18:18: train_distortion:0.1576526
- 2021-11-18 04:18:18: train_loss:2.085991
- 2021-11-18 04:21:30: Saved model on epoch: 28, global_step: 28399, for better IoU. 可以
- 2021-11-18 04:21:30: Running time:(mins): 1883
- 2021-11-18 04:21:30: ==========Train Epoch 28 Step: 28399
- 2021-11-18 04:21:30: bpp_ae: [0.4338]
- 2021-11-18 04:21:30: bpp_hyper: [0.1103]
- 2021-11-18 04:21:30: bpp: [0.5441]
- 2021-11-18 04:21:30: IoU: [0.7071]
- 2021-11-18 04:21:30: train_zeros:0.029676937
- 2021-11-18 04:21:30: train_ones:0.03373017
- 2021-11-18 04:21:30: train_distortion:0.12276098
- 2021-11-18 04:21:30: train_loss:1.7216996
- 2021-11-18 04:24:45: Running time:(mins): 1887
- 2021-11-18 04:24:45: ==========Train Epoch 28 Step: 28449
- 2021-11-18 04:24:45: bpp_ae: [0.4401]
- 2021-11-18 04:24:45: bpp_hyper: [0.1138]
- 2021-11-18 04:24:45: bpp: [0.5539]
- 2021-11-18 04:24:45: IoU: [0.6978]
- 2021-11-18 04:24:45: train_zeros:0.030185362
- 2021-11-18 04:24:45: train_ones:0.03980633
- 2021-11-18 04:24:45: train_distortion:0.13036242
- 2021-11-18 04:24:45: train_loss:1.855868
- 2021-11-18 04:28:04: Running time:(mins): 1890
- 2021-11-18 04:28:04: ==========Train Epoch 28 Step: 28499
- 2021-11-18 04:28:04: bpp_ae: [0.4325]
- 2021-11-18 04:28:04: bpp_hyper: [0.1102]
- 2021-11-18 04:28:04: bpp: [0.5427]
- 2021-11-18 04:28:04: IoU: [0.7008]
- 2021-11-18 04:28:04: train_zeros:0.021991467
- 2021-11-18 04:28:04: train_ones:0.040232554
- 2021-11-18 04:28:04: train_distortion:0.10620695
- 2021-11-18 04:28:04: train_loss:1.5990782
- 2021-11-18 04:31:21: Running time:(mins): 1893
- 2021-11-18 04:31:21: ==========Train Epoch 28 Step: 28549
- 2021-11-18 04:31:21: bpp_ae: [0.4318]
- 2021-11-18 04:31:21: bpp_hyper: [0.1118]
- 2021-11-18 04:31:21: bpp: [0.5435]
- 2021-11-18 04:31:21: IoU: [0.6938]
- 2021-11-18 04:31:21: train_zeros:0.02415367
- 2021-11-18 04:31:21: train_ones:0.03947205
- 2021-11-18 04:31:21: train_distortion:0.11193306
- 2021-11-18 04:31:21: train_loss:1.6662323
- 2021-11-18 04:34:45: Running time:(mins): 1897
- 2021-11-18 04:34:45: ==========Train Epoch 28 Step: 28599
- 2021-11-18 04:34:45: bpp_ae: [0.4304]
- 2021-11-18 04:34:45: bpp_hyper: [0.1066]
- 2021-11-18 04:34:45: bpp: [0.537]
- 2021-11-18 04:34:45: IoU: [0.6945]
- 2021-11-18 04:34:45: train_zeros:0.024371376
- 2021-11-18 04:34:45: train_ones:0.03503892
- 2021-11-18 04:34:45: train_distortion:0.108153045
- 2021-11-18 04:34:45: train_loss:1.6658045
- 2021-11-18 04:38:05: Running time:(mins): 1900
- 2021-11-18 04:38:05: ==========Train Epoch 28 Step: 28649
- 2021-11-18 04:38:05: bpp_ae: [0.4371]
- 2021-11-18 04:38:05: bpp_hyper: [0.1109]
- 2021-11-18 04:38:05: bpp: [0.548]
- 2021-11-18 04:38:05: IoU: [0.703]
- 2021-11-18 04:38:05: train_zeros:0.03959659
- 2021-11-18 04:38:05: train_ones:0.044743586
- 2021-11-18 04:38:05: train_distortion:0.16353336
- 2021-11-18 04:38:05: train_loss:2.115685
- 2021-11-18 04:41:25: Running time:(mins): 1903
- 2021-11-18 04:41:25: ==========Train Epoch 28 Step: 28699
- 2021-11-18 04:41:25: bpp_ae: [0.429]
- 2021-11-18 04:41:25: bpp_hyper: [0.11]
- 2021-11-18 04:41:25: bpp: [0.539]
- 2021-11-18 04:41:25: IoU: [0.6904]
- 2021-11-18 04:41:25: train_zeros:0.029303856
- 2021-11-18 04:41:25: train_ones:0.03476178
- 2021-11-18 04:41:25: train_distortion:0.12267335
- 2021-11-18 04:41:25: train_loss:1.7617054
- 2021-11-18 04:44:40: Running time:(mins): 1906
- 2021-11-18 04:44:40: ==========Train Epoch 28 Step: 28749
- 2021-11-18 04:44:40: bpp_ae: [0.4339]
- 2021-11-18 04:44:40: bpp_hyper: [0.1128]
- 2021-11-18 04:44:40: bpp: [0.5467]
- 2021-11-18 04:44:40: IoU: [0.6909]
- 2021-11-18 04:44:40: train_zeros:0.022567566
- 2021-11-18 04:44:40: train_ones:0.032991845
- 2021-11-18 04:44:40: train_distortion:0.10069454
- 2021-11-18 04:44:40: train_loss:1.5247066
- 2021-11-18 04:47:58: Running time:(mins): 1910
- 2021-11-18 04:47:58: ==========Train Epoch 28 Step: 28799
- 2021-11-18 04:47:58: bpp_ae: [0.437]
- 2021-11-18 04:47:58: bpp_hyper: [0.111]
- 2021-11-18 04:47:58: bpp: [0.548]
- 2021-11-18 04:47:58: IoU: [0.6983]
- 2021-11-18 04:47:58: train_zeros:0.031626668
- 2021-11-18 04:47:58: train_ones:0.038033504
- 2021-11-18 04:47:58: train_distortion:0.1329135
- 2021-11-18 04:47:58: train_loss:1.8586607
- 2021-11-18 04:51:10: Running time:(mins): 1913
- 2021-11-18 04:51:10: ==========Train Epoch 28 Step: 28849
- 2021-11-18 04:51:10: bpp_ae: [0.4232]
- 2021-11-18 04:51:10: bpp_hyper: [0.1063]
- 2021-11-18 04:51:10: bpp: [0.5295]
- 2021-11-18 04:51:10: IoU: [0.691]
- 2021-11-18 04:51:10: train_zeros:0.02378703
- 2021-11-18 04:51:10: train_ones:0.031576183
- 2021-11-18 04:51:10: train_distortion:0.102937266
- 2021-11-18 04:51:10: train_loss:1.5605595
- 2021-11-18 04:54:25: Running time:(mins): 1916
- 2021-11-18 04:54:25: ==========Train Epoch 28 Step: 28899
- 2021-11-18 04:54:25: bpp_ae: [0.4324]
- 2021-11-18 04:54:25: bpp_hyper: [0.1123]
- 2021-11-18 04:54:25: bpp: [0.5447]
- 2021-11-18 04:54:25: IoU: [0.6923]
- 2021-11-18 04:54:25: train_zeros:0.02575342
- 2021-11-18 04:54:25: train_ones:0.042177044
- 2021-11-18 04:54:25: train_distortion:0.1194373
- 2021-11-18 04:54:25: train_loss:1.7557359
- 2021-11-18 04:57:38: Running time:(mins): 1919
- 2021-11-18 04:57:38: ==========Train Epoch 28 Step: 28949
- 2021-11-18 04:57:38: bpp_ae: [0.433]
- 2021-11-18 04:57:38: bpp_hyper: [0.1102]
- 2021-11-18 04:57:38: bpp: [0.5432]
- 2021-11-18 04:57:38: IoU: [0.6891]
- 2021-11-18 04:57:38: train_zeros:0.041343004
- 2021-11-18 04:57:38: train_ones:0.035984855
- 2021-11-18 04:57:38: train_distortion:0.16001387
- 2021-11-18 04:57:38: train_loss:2.1055791
- 2021-11-18 05:00:59: Running time:(mins): 1923
- 2021-11-18 05:00:59: ==========Train Epoch 28 Step: 28999
- 2021-11-18 05:00:59: bpp_ae: [0.4354]
- 2021-11-18 05:00:59: bpp_hyper: [0.1127]
- 2021-11-18 05:00:59: bpp: [0.5481]
- 2021-11-18 05:00:59: IoU: [0.7052]
- 2021-11-18 05:00:59: train_zeros:0.021570163
- 2021-11-18 05:00:59: train_ones:0.043988194
- 2021-11-18 05:00:59: train_distortion:0.10869868
- 2021-11-18 05:00:59: train_loss:1.6902723
- 2021-11-18 05:00:59: Saved model on epoch: 28, for epoch finished.
- 2021-11-18 05:00:59: Testing Files length:12
- 2021-11-18 05:01:30: ==========Test Epoch 29 Step: 0
- 2021-11-18 05:01:30: bpp_ae: [0.4022]
- 2021-11-18 05:01:30: bpp_hyper: [0.0807]
- 2021-11-18 05:01:30: bpp: [0.4829]
- 2021-11-18 05:01:30: IoU: [0.6881]
- 2021-11-18 05:01:30: ========================================
- Training Epoch: 29
- 2021-11-18 05:01:30: alpha:10 beta:3.0
- 2021-11-18 05:01:30: LR:1e-05
- 2021-11-18 05:01:30: Training Files length:1000
- 2021-11-18 05:04:44: Running time:(mins): 1927
- 2021-11-18 05:04:44: ==========Train Epoch 29 Step: 29049
- 2021-11-18 05:04:44: bpp_ae: [0.4346]
- 2021-11-18 05:04:44: bpp_hyper: [0.1108]
- 2021-11-18 05:04:44: bpp: [0.5454]
- 2021-11-18 05:04:44: IoU: [0.7005]
- 2021-11-18 05:04:44: train_zeros:0.024898361
- 2021-11-18 05:04:44: train_ones:0.035911787
- 2021-11-18 05:04:44: train_distortion:0.110606864
- 2021-11-18 05:04:44: train_loss:1.7042193
- 2021-11-18 05:08:00: Running time:(mins): 1930
- 2021-11-18 05:08:00: ==========Train Epoch 29 Step: 29099
- 2021-11-18 05:08:00: bpp_ae: [0.4318]
- 2021-11-18 05:08:00: bpp_hyper: [0.1092]
- 2021-11-18 05:08:00: bpp: [0.541]
- 2021-11-18 05:08:00: IoU: [0.7027]
- 2021-11-18 05:08:00: train_zeros:0.030767243
- 2021-11-18 05:08:00: train_ones:0.0428607
- 2021-11-18 05:08:00: train_distortion:0.13516243
- 2021-11-18 05:08:00: train_loss:1.9014993
- 2021-11-18 05:11:13: Running time:(mins): 1933
- 2021-11-18 05:11:13: ==========Train Epoch 29 Step: 29149
- 2021-11-18 05:11:13: bpp_ae: [0.4303]
- 2021-11-18 05:11:13: bpp_hyper: [0.1103]
- 2021-11-18 05:11:13: bpp: [0.5406]
- 2021-11-18 05:11:13: IoU: [0.699]
- 2021-11-18 05:11:13: train_zeros:0.030410448
- 2021-11-18 05:11:13: train_ones:0.041873556
- 2021-11-18 05:11:13: train_distortion:0.1331049
- 2021-11-18 05:11:13: train_loss:1.8600905
- 2021-11-18 05:14:25: Running time:(mins): 1936
- 2021-11-18 05:14:25: ==========Train Epoch 29 Step: 29199
- 2021-11-18 05:14:25: bpp_ae: [0.4407]
- 2021-11-18 05:14:25: bpp_hyper: [0.1144]
- 2021-11-18 05:14:25: bpp: [0.5551]
- 2021-11-18 05:14:25: IoU: [0.7024]
- 2021-11-18 05:14:25: train_zeros:0.030030776
- 2021-11-18 05:14:25: train_ones:0.030376226
- 2021-11-18 05:14:25: train_distortion:0.12046856
- 2021-11-18 05:14:25: train_loss:1.7550665
- 2021-11-18 05:17:36: Running time:(mins): 1939
- 2021-11-18 05:17:36: ==========Train Epoch 29 Step: 29249
- 2021-11-18 05:17:36: bpp_ae: [0.438]
- 2021-11-18 05:17:36: bpp_hyper: [0.1089]
- 2021-11-18 05:17:36: bpp: [0.5469]
- 2021-11-18 05:17:36: IoU: [0.6974]
- 2021-11-18 05:17:36: train_zeros:0.022302171
- 2021-11-18 05:17:36: train_ones:0.03676734
- 2021-11-18 05:17:36: train_distortion:0.10367385
- 2021-11-18 05:17:36: train_loss:1.598232
- 2021-11-18 05:20:50: Running time:(mins): 1943
- 2021-11-18 05:20:50: ==========Train Epoch 29 Step: 29299
- 2021-11-18 05:20:50: bpp_ae: [0.4347]
- 2021-11-18 05:20:50: bpp_hyper: [0.1102]
- 2021-11-18 05:20:50: bpp: [0.5449]
- 2021-11-18 05:20:50: IoU: [0.6873]
- 2021-11-18 05:20:50: train_zeros:0.02168017
- 2021-11-18 05:20:50: train_ones:0.03842163
- 2021-11-18 05:20:50: train_distortion:0.103462145
- 2021-11-18 05:20:50: train_loss:1.6301311
- 2021-11-18 05:24:06: Running time:(mins): 1946
- 2021-11-18 05:24:06: ==========Train Epoch 29 Step: 29349
- 2021-11-18 05:24:06: bpp_ae: [0.4264]
- 2021-11-18 05:24:06: bpp_hyper: [0.1087]
- 2021-11-18 05:24:06: bpp: [0.5352]
- 2021-11-18 05:24:06: IoU: [0.6981]
- 2021-11-18 05:24:06: train_zeros:0.032682654
- 2021-11-18 05:24:06: train_ones:0.04936569
- 2021-11-18 05:24:06: train_distortion:0.14741364
- 2021-11-18 05:24:06: train_loss:2.023736
- 2021-11-18 05:27:21: Running time:(mins): 1949
- 2021-11-18 05:27:21: ==========Train Epoch 29 Step: 29399
- 2021-11-18 05:27:21: bpp_ae: [0.428]
- 2021-11-18 05:27:21: bpp_hyper: [0.1077]
- 2021-11-18 05:27:21: bpp: [0.5357]
- 2021-11-18 05:27:21: IoU: [0.691]
- 2021-11-18 05:27:21: train_zeros:0.024554972
- 2021-11-18 05:27:21: train_ones:0.03681031
- 2021-11-18 05:27:21: train_distortion:0.11047523
- 2021-11-18 05:27:21: train_loss:1.6305358
- 2021-11-18 05:30:31: Running time:(mins): 1952
- 2021-11-18 05:30:31: ==========Train Epoch 29 Step: 29449
- 2021-11-18 05:30:31: bpp_ae: [0.439]
- 2021-11-18 05:30:31: bpp_hyper: [0.1112]
- 2021-11-18 05:30:31: bpp: [0.5502]
- 2021-11-18 05:30:31: IoU: [0.7014]
- 2021-11-18 05:30:31: train_zeros:0.0370974
- 2021-11-18 05:30:31: train_ones:0.037683576
- 2021-11-18 05:30:31: train_distortion:0.14897577
- 2021-11-18 05:30:31: train_loss:2.0566878
- 2021-11-18 05:33:42: Running time:(mins): 1955
- 2021-11-18 05:33:42: ==========Train Epoch 29 Step: 29499
- 2021-11-18 05:33:42: bpp_ae: [0.4352]
- 2021-11-18 05:33:42: bpp_hyper: [0.1106]
- 2021-11-18 05:33:42: bpp: [0.5458]
- 2021-11-18 05:33:42: IoU: [0.7012]
- 2021-11-18 05:33:42: train_zeros:0.021723775
- 2021-11-18 05:33:42: train_ones:0.042958867
- 2021-11-18 05:33:42: train_distortion:0.10813019
- 2021-11-18 05:33:42: train_loss:1.6110084
- 2021-11-18 05:36:54: Running time:(mins): 1959
- 2021-11-18 05:36:54: ==========Train Epoch 29 Step: 29549
- 2021-11-18 05:36:54: bpp_ae: [0.4381]
- 2021-11-18 05:36:54: bpp_hyper: [0.1109]
- 2021-11-18 05:36:54: bpp: [0.549]
- 2021-11-18 05:36:54: IoU: [0.6892]
- 2021-11-18 05:36:54: train_zeros:0.0327758
- 2021-11-18 05:36:54: train_ones:0.039585933
- 2021-11-18 05:36:54: train_distortion:0.13791333
- 2021-11-18 05:36:54: train_loss:1.9324843
- 2021-11-18 05:40:06: Running time:(mins): 1962
- 2021-11-18 05:40:06: ==========Train Epoch 29 Step: 29599
- 2021-11-18 05:40:06: bpp_ae: [0.429]
- 2021-11-18 05:40:06: bpp_hyper: [0.1088]
- 2021-11-18 05:40:06: bpp: [0.5378]
- 2021-11-18 05:40:06: IoU: [0.6931]
- 2021-11-18 05:40:06: train_zeros:0.026894476
- 2021-11-18 05:40:06: train_ones:0.0393478
- 2021-11-18 05:40:06: train_distortion:0.12003122
- 2021-11-18 05:40:06: train_loss:1.765827
- 2021-11-18 05:43:24: Running time:(mins): 1965
- 2021-11-18 05:43:24: ==========Train Epoch 29 Step: 29649
- 2021-11-18 05:43:24: bpp_ae: [0.4316]
- 2021-11-18 05:43:24: bpp_hyper: [0.1097]
- 2021-11-18 05:43:24: bpp: [0.5413]
- 2021-11-18 05:43:24: IoU: [0.6947]
- 2021-11-18 05:43:24: train_zeros:0.038100727
- 2021-11-18 05:43:24: train_ones:0.043600913
- 2021-11-18 05:43:24: train_distortion:0.15790309
- 2021-11-18 05:43:24: train_loss:2.1199799
- 2021-11-18 05:46:41: Running time:(mins): 1968
- 2021-11-18 05:46:41: ==========Train Epoch 29 Step: 29699
- 2021-11-18 05:46:41: bpp_ae: [0.4286]
- 2021-11-18 05:46:41: bpp_hyper: [0.108]
- 2021-11-18 05:46:41: bpp: [0.5366]
- 2021-11-18 05:46:41: IoU: [0.6976]
- 2021-11-18 05:46:41: train_zeros:0.016411671
- 2021-11-18 05:46:41: train_ones:0.033926576
- 2021-11-18 05:46:41: train_distortion:0.08316159
- 2021-11-18 05:46:41: train_loss:1.409054
- 2021-11-18 05:50:05: Running time:(mins): 1972
- 2021-11-18 05:50:05: ==========Train Epoch 29 Step: 29749
- 2021-11-18 05:50:05: bpp_ae: [0.4318]
- 2021-11-18 05:50:05: bpp_hyper: [0.1119]
- 2021-11-18 05:50:05: bpp: [0.5437]
- 2021-11-18 05:50:05: IoU: [0.6979]
- 2021-11-18 05:50:05: train_zeros:0.031781092
- 2021-11-18 05:50:05: train_ones:0.037142187
- 2021-11-18 05:50:05: train_distortion:0.13248546
- 2021-11-18 05:50:05: train_loss:1.8438381
- 2021-11-18 05:53:17: Running time:(mins): 1975
- 2021-11-18 05:53:17: ==========Train Epoch 29 Step: 29799
- 2021-11-18 05:53:17: bpp_ae: [0.4328]
- 2021-11-18 05:53:17: bpp_hyper: [0.1101]
- 2021-11-18 05:53:17: bpp: [0.5429]
- 2021-11-18 05:53:17: IoU: [0.6834]
- 2021-11-18 05:53:17: train_zeros:0.030112514
- 2021-11-18 05:53:17: train_ones:0.042886432
- 2021-11-18 05:53:17: train_distortion:0.13322398
- 2021-11-18 05:53:17: train_loss:1.8345392
- 2021-11-18 05:56:34: Running time:(mins): 1978
- 2021-11-18 05:56:34: ==========Train Epoch 29 Step: 29849
- 2021-11-18 05:56:34: bpp_ae: [0.4413]
- 2021-11-18 05:56:34: bpp_hyper: [0.1136]
- 2021-11-18 05:56:34: bpp: [0.5548]
- 2021-11-18 05:56:34: IoU: [0.7019]
- 2021-11-18 05:56:34: train_zeros:0.028097223
- 2021-11-18 05:56:34: train_ones:0.034795783
- 2021-11-18 05:56:34: train_distortion:0.11908745
- 2021-11-18 05:56:34: train_loss:1.7583365
- 2021-11-18 05:59:51: Running time:(mins): 1982
- 2021-11-18 05:59:51: ==========Train Epoch 29 Step: 29899
- 2021-11-18 05:59:51: bpp_ae: [0.436]
- 2021-11-18 05:59:51: bpp_hyper: [0.1099]
- 2021-11-18 05:59:51: bpp: [0.5459]
- 2021-11-18 05:59:51: IoU: [0.6954]
- 2021-11-18 05:59:51: train_zeros:0.025287887
- 2021-11-18 05:59:51: train_ones:0.030457146
- 2021-11-18 05:59:51: train_distortion:0.106320806
- 2021-11-18 05:59:51: train_loss:1.6297512
- 2021-11-18 06:03:06: Running time:(mins): 1985
- 2021-11-18 06:03:06: ==========Train Epoch 29 Step: 29949
- 2021-11-18 06:03:06: bpp_ae: [0.4312]
- 2021-11-18 06:03:06: bpp_hyper: [0.1092]
- 2021-11-18 06:03:06: bpp: [0.5405]
- 2021-11-18 06:03:06: IoU: [0.6955]
- 2021-11-18 06:03:06: train_zeros:0.027366027
- 2021-11-18 06:03:06: train_ones:0.03861782
- 2021-11-18 06:03:06: train_distortion:0.1207159
- 2021-11-18 06:03:06: train_loss:1.7411909
- 2021-11-18 06:06:18: Running time:(mins): 1988
- 2021-11-18 06:06:18: ==========Train Epoch 29 Step: 29999
- 2021-11-18 06:06:18: bpp_ae: [0.4277]
- 2021-11-18 06:06:18: bpp_hyper: [0.1059]
- 2021-11-18 06:06:18: bpp: [0.5336]
- 2021-11-18 06:06:18: IoU: [0.6917]
- 2021-11-18 06:06:18: train_zeros:0.027832447
- 2021-11-18 06:06:18: train_ones:0.038882546
- 2021-11-18 06:06:18: train_distortion:0.122379884
- 2021-11-18 06:06:18: train_loss:1.762906
- 2021-11-18 06:06:18: Saved model on epoch: 29, for epoch finished.
- 2021-11-18 06:06:18: Testing Files length:12
- 2021-11-18 06:06:48: ==========Test Epoch 30 Step: 0
- 2021-11-18 06:06:48: bpp_ae: [0.3989]
- 2021-11-18 06:06:48: bpp_hyper: [0.0789]
- 2021-11-18 06:06:48: bpp: [0.4778]
- 2021-11-18 06:06:48: IoU: [0.6885]
- 2021-11-18 06:06:48: ========================================
- Training Epoch: 30
- 2021-11-18 06:06:48: alpha:10 beta:3.0
- 2021-11-18 06:06:48: LR:1e-05
- 2021-11-18 06:06:48: Training Files length:1000
- 2021-11-18 06:09:53: Running time:(mins): 1992
- 2021-11-18 06:09:53: ==========Train Epoch 30 Step: 30049
- 2021-11-18 06:09:53: bpp_ae: [0.4324]
- 2021-11-18 06:09:53: bpp_hyper: [0.1072]
- 2021-11-18 06:09:53: bpp: [0.5396]
- 2021-11-18 06:09:53: IoU: [0.6952]
- 2021-11-18 06:09:53: train_zeros:0.023567956
- 2021-11-18 06:09:53: train_ones:0.03553874
- 2021-11-18 06:09:53: train_distortion:0.106242605
- 2021-11-18 06:09:53: train_loss:1.6040328
- 2021-11-18 06:13:15: Running time:(mins): 1995
- 2021-11-18 06:13:15: ==========Train Epoch 30 Step: 30099
- 2021-11-18 06:13:15: bpp_ae: [0.4327]
- 2021-11-18 06:13:15: bpp_hyper: [0.1097]
- 2021-11-18 06:13:15: bpp: [0.5424]
- 2021-11-18 06:13:15: IoU: [0.6958]
- 2021-11-18 06:13:15: train_zeros:0.025358848
- 2021-11-18 06:13:15: train_ones:0.035898812
- 2021-11-18 06:13:15: train_distortion:0.11197536
- 2021-11-18 06:13:15: train_loss:1.6606076
- 2021-11-18 06:16:34: Running time:(mins): 1998
- 2021-11-18 06:16:34: ==========Train Epoch 30 Step: 30149
- 2021-11-18 06:16:34: bpp_ae: [0.4354]
- 2021-11-18 06:16:34: bpp_hyper: [0.1087]
- 2021-11-18 06:16:34: bpp: [0.544]
- 2021-11-18 06:16:34: IoU: [0.6979]
- 2021-11-18 06:16:34: train_zeros:0.035963446
- 2021-11-18 06:16:34: train_ones:0.042127907
- 2021-11-18 06:16:34: train_distortion:0.15001824
- 2021-11-18 06:16:34: train_loss:2.021967
- 2021-11-18 06:19:48: Running time:(mins): 2002
- 2021-11-18 06:19:48: ==========Train Epoch 30 Step: 30199
- 2021-11-18 06:19:48: bpp_ae: [0.432]
- 2021-11-18 06:19:48: bpp_hyper: [0.1104]
- 2021-11-18 06:19:48: bpp: [0.5424]
- 2021-11-18 06:19:48: IoU: [0.695]
- 2021-11-18 06:19:48: train_zeros:0.019314189
- 2021-11-18 06:19:48: train_ones:0.03470644
- 2021-11-18 06:19:48: train_distortion:0.092649005
- 2021-11-18 06:19:48: train_loss:1.4987665
- 2021-11-18 06:23:01: Running time:(mins): 2005
- 2021-11-18 06:23:01: ==========Train Epoch 30 Step: 30249
- 2021-11-18 06:23:01: bpp_ae: [0.4336]
- 2021-11-18 06:23:01: bpp_hyper: [0.1095]
- 2021-11-18 06:23:01: bpp: [0.5431]
- 2021-11-18 06:23:01: IoU: [0.6978]
- 2021-11-18 06:23:01: train_zeros:0.02952857
- 2021-11-18 06:23:01: train_ones:0.036908746
- 2021-11-18 06:23:01: train_distortion:0.12549445
- 2021-11-18 06:23:01: train_loss:1.8169155
- 2021-11-18 06:26:18: Running time:(mins): 2008
- 2021-11-18 06:26:18: ==========Train Epoch 30 Step: 30299
- 2021-11-18 06:26:18: bpp_ae: [0.43]
- 2021-11-18 06:26:18: bpp_hyper: [0.1105]
- 2021-11-18 06:26:18: bpp: [0.5405]
- 2021-11-18 06:26:18: IoU: [0.6944]
- 2021-11-18 06:26:18: train_zeros:0.028168462
- 2021-11-18 06:26:18: train_ones:0.03400036
- 2021-11-18 06:26:18: train_distortion:0.118505746
- 2021-11-18 06:26:18: train_loss:1.7034171
- 2021-11-18 06:29:35: Running time:(mins): 2011
- 2021-11-18 06:29:35: ==========Train Epoch 30 Step: 30349
- 2021-11-18 06:29:35: bpp_ae: [0.4326]
- 2021-11-18 06:29:35: bpp_hyper: [0.1113]
- 2021-11-18 06:29:35: bpp: [0.544]
- 2021-11-18 06:29:35: IoU: [0.6971]
- 2021-11-18 06:29:35: train_zeros:0.035805784
- 2021-11-18 06:29:35: train_ones:0.03271757
- 2021-11-18 06:29:35: train_distortion:0.14013493
- 2021-11-18 06:29:35: train_loss:1.9536232
- 2021-11-18 06:32:59: Running time:(mins): 2015
- 2021-11-18 06:32:59: ==========Train Epoch 30 Step: 30399
- 2021-11-18 06:32:59: bpp_ae: [0.4313]
- 2021-11-18 06:32:59: bpp_hyper: [0.1093]
- 2021-11-18 06:32:59: bpp: [0.5406]
- 2021-11-18 06:32:59: IoU: [0.6919]
- 2021-11-18 06:32:59: train_zeros:0.027583424
- 2021-11-18 06:32:59: train_ones:0.03160557
- 2021-11-18 06:32:59: train_distortion:0.11435585
- 2021-11-18 06:32:59: train_loss:1.7004741
- 2021-11-18 06:36:12: Running time:(mins): 2018
- 2021-11-18 06:36:12: ==========Train Epoch 30 Step: 30449
- 2021-11-18 06:36:12: bpp_ae: [0.4289]
- 2021-11-18 06:36:12: bpp_hyper: [0.1064]
- 2021-11-18 06:36:12: bpp: [0.5353]
- 2021-11-18 06:36:12: IoU: [0.6874]
- 2021-11-18 06:36:12: train_zeros:0.028219223
- 2021-11-18 06:36:12: train_ones:0.040552493
- 2021-11-18 06:36:12: train_distortion:0.12521017
- 2021-11-18 06:36:12: train_loss:1.802176
- 2021-11-18 06:39:28: Running time:(mins): 2021
- 2021-11-18 06:39:28: ==========Train Epoch 30 Step: 30499
- 2021-11-18 06:39:28: bpp_ae: [0.4385]
- 2021-11-18 06:39:28: bpp_hyper: [0.1123]
- 2021-11-18 06:39:28: bpp: [0.5509]
- 2021-11-18 06:39:28: IoU: [0.7054]
- 2021-11-18 06:39:28: train_zeros:0.031602796
- 2021-11-18 06:39:28: train_ones:0.03603136
- 2021-11-18 06:39:28: train_distortion:0.13083975
- 2021-11-18 06:39:28: train_loss:1.8205214
- 2021-11-18 06:42:39: Running time:(mins): 2024
- 2021-11-18 06:42:39: ==========Train Epoch 30 Step: 30549
- 2021-11-18 06:42:39: bpp_ae: [0.4364]
- 2021-11-18 06:42:39: bpp_hyper: [0.1096]
- 2021-11-18 06:42:39: bpp: [0.546]
- 2021-11-18 06:42:39: IoU: [0.6988]
- 2021-11-18 06:42:39: train_zeros:0.021665385
- 2021-11-18 06:42:39: train_ones:0.04226219
- 2021-11-18 06:42:39: train_distortion:0.10725834
- 2021-11-18 06:42:39: train_loss:1.6766928
- 2021-11-18 06:45:53: Running time:(mins): 2028
- 2021-11-18 06:45:53: ==========Train Epoch 30 Step: 30599
- 2021-11-18 06:45:53: bpp_ae: [0.4362]
- 2021-11-18 06:45:53: bpp_hyper: [0.1112]
- 2021-11-18 06:45:53: bpp: [0.5474]
- 2021-11-18 06:45:53: IoU: [0.6939]
- 2021-11-18 06:45:53: train_zeros:0.023276249
- 2021-11-18 06:45:53: train_ones:0.039293073
- 2021-11-18 06:45:53: train_distortion:0.10912182
- 2021-11-18 06:45:53: train_loss:1.6771713
- 2021-11-18 06:49:06: Running time:(mins): 2031
- 2021-11-18 06:49:06: ==========Train Epoch 30 Step: 30649
- 2021-11-18 06:49:06: bpp_ae: [0.4388]
- 2021-11-18 06:49:06: bpp_hyper: [0.1115]
- 2021-11-18 06:49:06: bpp: [0.5503]
- 2021-11-18 06:49:06: IoU: [0.6908]
- 2021-11-18 06:49:06: train_zeros:0.026368702
- 2021-11-18 06:49:06: train_ones:0.031817485
- 2021-11-18 06:49:06: train_distortion:0.11092359
- 2021-11-18 06:49:06: train_loss:1.6971802
- 2021-11-18 06:52:20: Running time:(mins): 2034
- 2021-11-18 06:52:20: ==========Train Epoch 30 Step: 30699
- 2021-11-18 06:52:20: bpp_ae: [0.4374]
- 2021-11-18 06:52:20: bpp_hyper: [0.1113]
- 2021-11-18 06:52:20: bpp: [0.5487]
- 2021-11-18 06:52:20: IoU: [0.6939]
- 2021-11-18 06:52:20: train_zeros:0.0362226
- 2021-11-18 06:52:20: train_ones:0.034479573
- 2021-11-18 06:52:20: train_distortion:0.14314738
- 2021-11-18 06:52:20: train_loss:1.9628298
- 2021-11-18 06:55:38: Running time:(mins): 2037
- 2021-11-18 06:55:38: ==========Train Epoch 30 Step: 30749
- 2021-11-18 06:55:38: bpp_ae: [0.4337]
- 2021-11-18 06:55:38: bpp_hyper: [0.1108]
- 2021-11-18 06:55:38: bpp: [0.5445]
- 2021-11-18 06:55:38: IoU: [0.6934]
- 2021-11-18 06:55:38: train_zeros:0.035847787
- 2021-11-18 06:55:38: train_ones:0.04065563
- 2021-11-18 06:55:38: train_distortion:0.14819899
- 2021-11-18 06:55:38: train_loss:1.9860203
- 2021-11-18 06:58:57: Running time:(mins): 2041
- 2021-11-18 06:58:57: ==========Train Epoch 30 Step: 30799
- 2021-11-18 06:58:57: bpp_ae: [0.4322]
- 2021-11-18 06:58:57: bpp_hyper: [0.1104]
- 2021-11-18 06:58:57: bpp: [0.5425]
- 2021-11-18 06:58:57: IoU: [0.6947]
- 2021-11-18 06:58:57: train_zeros:0.024009146
- 2021-11-18 06:58:57: train_ones:0.035416517
- 2021-11-18 06:58:57: train_distortion:0.10744396
- 2021-11-18 06:58:57: train_loss:1.636777
- 2021-11-18 07:02:17: Running time:(mins): 2044
- 2021-11-18 07:02:17: ==========Train Epoch 30 Step: 30849
- 2021-11-18 07:02:17: bpp_ae: [0.4281]
- 2021-11-18 07:02:17: bpp_hyper: [0.1112]
- 2021-11-18 07:02:17: bpp: [0.5393]
- 2021-11-18 07:02:17: IoU: [0.6954]
- 2021-11-18 07:02:17: train_zeros:0.018290445
- 2021-11-18 07:02:17: train_ones:0.034523897
- 2021-11-18 07:02:17: train_distortion:0.08939523
- 2021-11-18 07:02:17: train_loss:1.4865857
- 2021-11-18 07:05:33: Running time:(mins): 2047
- 2021-11-18 07:05:33: ==========Train Epoch 30 Step: 30899
- 2021-11-18 07:05:33: bpp_ae: [0.4297]
- 2021-11-18 07:05:33: bpp_hyper: [0.1095]
- 2021-11-18 07:05:33: bpp: [0.5392]
- 2021-11-18 07:05:33: IoU: [0.6948]
- 2021-11-18 07:05:33: train_zeros:0.030150022
- 2021-11-18 07:05:33: train_ones:0.03467998
- 2021-11-18 07:05:33: train_distortion:0.12513004
- 2021-11-18 07:05:33: train_loss:1.7689204
- 2021-11-18 07:08:58: Running time:(mins): 2051
- 2021-11-18 07:08:58: ==========Train Epoch 30 Step: 30949
- 2021-11-18 07:08:58: bpp_ae: [0.4333]
- 2021-11-18 07:08:58: bpp_hyper: [0.1096]
- 2021-11-18 07:08:58: bpp: [0.5429]
- 2021-11-18 07:08:58: IoU: [0.691]
- 2021-11-18 07:08:58: train_zeros:0.026166484
- 2021-11-18 07:08:58: train_ones:0.047406364
- 2021-11-18 07:08:58: train_distortion:0.12590581
- 2021-11-18 07:08:58: train_loss:1.8245465
- 2021-11-18 07:12:16: Running time:(mins): 2054
- 2021-11-18 07:12:16: ==========Train Epoch 30 Step: 30999
- 2021-11-18 07:12:16: bpp_ae: [0.4347]
- 2021-11-18 07:12:16: bpp_hyper: [0.1084]
- 2021-11-18 07:12:16: bpp: [0.5431]
- 2021-11-18 07:12:16: IoU: [0.6949]
- 2021-11-18 07:12:16: train_zeros:0.02838163
- 2021-11-18 07:12:16: train_ones:0.039801273
- 2021-11-18 07:12:16: train_distortion:0.12494616
- 2021-11-18 07:12:16: train_loss:1.7887114
- 2021-11-18 07:12:16: Saved model on epoch: 30, for epoch finished.
- 2021-11-18 07:12:16: Testing Files length:12
- 2021-11-18 07:12:49: ==========Test Epoch 31 Step: 0
- 2021-11-18 07:12:49: bpp_ae: [0.3978]
- 2021-11-18 07:12:49: bpp_hyper: [0.082]
- 2021-11-18 07:12:49: bpp: [0.4797]
- 2021-11-18 07:12:49: IoU: [0.7007]
- 2021-11-18 07:12:49: ========================================
- Training Epoch: 31
- 2021-11-18 07:12:49: alpha:10 beta:3.0
- 2021-11-18 07:12:49: LR:1e-05
- 2021-11-18 07:12:49: Training Files length:1000
- 2021-11-18 07:15:54: Running time:(mins): 2058
- 2021-11-18 07:15:54: ==========Train Epoch 31 Step: 31049
- 2021-11-18 07:15:54: bpp_ae: [0.433]
- 2021-11-18 07:15:54: bpp_hyper: [0.112]
- 2021-11-18 07:15:54: bpp: [0.5449]
- 2021-11-18 07:15:54: IoU: [0.6912]
- 2021-11-18 07:15:54: train_zeros:0.027630389
- 2021-11-18 07:15:54: train_ones:0.039404176
- 2021-11-18 07:15:54: train_distortion:0.12229534
- 2021-11-18 07:15:54: train_loss:1.769032
- 2021-11-18 07:19:17: Running time:(mins): 2061
- 2021-11-18 07:19:17: ==========Train Epoch 31 Step: 31099
- 2021-11-18 07:19:17: bpp_ae: [0.4314]
- 2021-11-18 07:19:17: bpp_hyper: [0.1081]
- 2021-11-18 07:19:17: bpp: [0.5395]
- 2021-11-18 07:19:17: IoU: [0.6948]
- 2021-11-18 07:19:17: train_zeros:0.04156324
- 2021-11-18 07:19:17: train_ones:0.048478045
- 2021-11-18 07:19:17: train_distortion:0.17316777
- 2021-11-18 07:19:17: train_loss:2.2985334
- 2021-11-18 07:22:46: Running time:(mins): 2065
- 2021-11-18 07:22:46: ==========Train Epoch 31 Step: 31149
- 2021-11-18 07:22:46: bpp_ae: [0.4268]
- 2021-11-18 07:22:46: bpp_hyper: [0.1073]
- 2021-11-18 07:22:46: bpp: [0.5341]
- 2021-11-18 07:22:46: IoU: [0.6964]
- 2021-11-18 07:22:46: train_zeros:0.026375003
- 2021-11-18 07:22:46: train_ones:0.039394964
- 2021-11-18 07:22:46: train_distortion:0.11851998
- 2021-11-18 07:22:46: train_loss:1.7255379
- 2021-11-18 07:26:08: Running time:(mins): 2068
- 2021-11-18 07:26:08: ==========Train Epoch 31 Step: 31199
- 2021-11-18 07:26:08: bpp_ae: [0.4289]
- 2021-11-18 07:26:08: bpp_hyper: [0.1093]
- 2021-11-18 07:26:08: bpp: [0.5382]
- 2021-11-18 07:26:08: IoU: [0.6961]
- 2021-11-18 07:26:08: train_zeros:0.017709972
- 2021-11-18 07:26:08: train_ones:0.032406706
- 2021-11-18 07:26:08: train_distortion:0.08553663
- 2021-11-18 07:26:08: train_loss:1.4235377
- 2021-11-18 07:29:36: Running time:(mins): 2071
- 2021-11-18 07:29:36: ==========Train Epoch 31 Step: 31249
- 2021-11-18 07:29:36: bpp_ae: [0.4296]
- 2021-11-18 07:29:36: bpp_hyper: [0.1116]
- 2021-11-18 07:29:36: bpp: [0.5412]
- 2021-11-18 07:29:36: IoU: [0.6852]
- 2021-11-18 07:29:36: train_zeros:0.031520728
- 2021-11-18 07:29:36: train_ones:0.044886578
- 2021-11-18 07:29:36: train_distortion:0.13944876
- 2021-11-18 07:29:36: train_loss:1.9692463
- 2021-11-18 07:33:02: Running time:(mins): 2075
- 2021-11-18 07:33:02: ==========Train Epoch 31 Step: 31299
- 2021-11-18 07:33:02: bpp_ae: [0.4292]
- 2021-11-18 07:33:02: bpp_hyper: [0.1092]
- 2021-11-18 07:33:02: bpp: [0.5384]
- 2021-11-18 07:33:02: IoU: [0.6939]
- 2021-11-18 07:33:02: train_zeros:0.032135624
- 2021-11-18 07:33:02: train_ones:0.04110459
- 2021-11-18 07:33:02: train_distortion:0.13751146
- 2021-11-18 07:33:02: train_loss:1.8719236
- 2021-11-18 07:36:28: Running time:(mins): 2078
- 2021-11-18 07:36:28: ==========Train Epoch 31 Step: 31349
- 2021-11-18 07:36:28: bpp_ae: [0.4332]
- 2021-11-18 07:36:28: bpp_hyper: [0.1111]
- 2021-11-18 07:36:28: bpp: [0.5443]
- 2021-11-18 07:36:28: IoU: [0.6968]
- 2021-11-18 07:36:28: train_zeros:0.05401642
- 2021-11-18 07:36:28: train_ones:0.061801743
- 2021-11-18 07:36:28: train_distortion:0.22385101
- 2021-11-18 07:36:28: train_loss:2.7348397
- 2021-11-18 07:39:46: Running time:(mins): 2082
- 2021-11-18 07:39:46: ==========Train Epoch 31 Step: 31399
- 2021-11-18 07:39:46: bpp_ae: [0.4303]
- 2021-11-18 07:39:46: bpp_hyper: [0.1122]
- 2021-11-18 07:39:46: bpp: [0.5426]
- 2021-11-18 07:39:46: IoU: [0.6962]
- 2021-11-18 07:39:46: train_zeros:0.024155108
- 2021-11-18 07:39:46: train_ones:0.04081576
- 2021-11-18 07:39:46: train_distortion:0.113281086
- 2021-11-18 07:39:46: train_loss:1.6542104
- 2021-11-18 07:43:10: Running time:(mins): 2085
- 2021-11-18 07:43:10: ==========Train Epoch 31 Step: 31449
- 2021-11-18 07:43:10: bpp_ae: [0.4335]
- 2021-11-18 07:43:10: bpp_hyper: [0.1113]
- 2021-11-18 07:43:10: bpp: [0.5447]
- 2021-11-18 07:43:10: IoU: [0.6952]
- 2021-11-18 07:43:10: train_zeros:0.030182786
- 2021-11-18 07:43:10: train_ones:0.03973983
- 2021-11-18 07:43:10: train_distortion:0.13028818
- 2021-11-18 07:43:10: train_loss:1.8468324
- 2021-11-18 07:46:35: Running time:(mins): 2088
- 2021-11-18 07:46:35: ==========Train Epoch 31 Step: 31499
- 2021-11-18 07:46:35: bpp_ae: [0.4296]
- 2021-11-18 07:46:35: bpp_hyper: [0.1101]
- 2021-11-18 07:46:35: bpp: [0.5397]
- 2021-11-18 07:46:35: IoU: [0.6963]
- 2021-11-18 07:46:35: train_zeros:0.030675257
- 2021-11-18 07:46:35: train_ones:0.039263625
- 2021-11-18 07:46:35: train_distortion:0.1312894
- 2021-11-18 07:46:35: train_loss:1.8401097
- 2021-11-18 07:49:54: Running time:(mins): 2092
- 2021-11-18 07:49:54: ==========Train Epoch 31 Step: 31549
- 2021-11-18 07:49:54: bpp_ae: [0.4265]
- 2021-11-18 07:49:54: bpp_hyper: [0.1098]
- 2021-11-18 07:49:54: bpp: [0.5363]
- 2021-11-18 07:49:54: IoU: [0.6928]
- 2021-11-18 07:49:54: train_zeros:0.024558319
- 2021-11-18 07:49:54: train_ones:0.033893656
- 2021-11-18 07:49:54: train_distortion:0.10756861
- 2021-11-18 07:49:54: train_loss:1.611086
- 2021-11-18 07:53:15: Running time:(mins): 2095
- 2021-11-18 07:53:15: ==========Train Epoch 31 Step: 31599
- 2021-11-18 07:53:15: bpp_ae: [0.4294]
- 2021-11-18 07:53:15: bpp_hyper: [0.1114]
- 2021-11-18 07:53:15: bpp: [0.5408]
- 2021-11-18 07:53:15: IoU: [0.7008]
- 2021-11-18 07:53:15: train_zeros:0.02858852
- 2021-11-18 07:53:15: train_ones:0.035682227
- 2021-11-18 07:53:15: train_distortion:0.12144779
- 2021-11-18 07:53:15: train_loss:1.7458113
- 2021-11-18 07:56:33: Running time:(mins): 2098
- 2021-11-18 07:56:33: ==========Train Epoch 31 Step: 31649
- 2021-11-18 07:56:33: bpp_ae: [0.4313]
- 2021-11-18 07:56:33: bpp_hyper: [0.1087]
- 2021-11-18 07:56:33: bpp: [0.54]
- 2021-11-18 07:56:33: IoU: [0.6925]
- 2021-11-18 07:56:33: train_zeros:0.021296812
- 2021-11-18 07:56:33: train_ones:0.034118675
- 2021-11-18 07:56:33: train_distortion:0.09800911
- 2021-11-18 07:56:33: train_loss:1.5271478
- 2021-11-18 08:00:10: Running time:(mins): 2102
- 2021-11-18 08:00:10: ==========Train Epoch 31 Step: 31699
- 2021-11-18 08:00:10: bpp_ae: [0.4354]
- 2021-11-18 08:00:10: bpp_hyper: [0.1104]
- 2021-11-18 08:00:10: bpp: [0.5458]
- 2021-11-18 08:00:10: IoU: [0.6963]
- 2021-11-18 08:00:10: train_zeros:0.021520488
- 2021-11-18 08:00:10: train_ones:0.040941793
- 2021-11-18 08:00:10: train_distortion:0.10550326
- 2021-11-18 08:00:10: train_loss:1.6513019
- 2021-11-18 08:03:39: Running time:(mins): 2105
- 2021-11-18 08:03:39: ==========Train Epoch 31 Step: 31749
- 2021-11-18 08:03:39: bpp_ae: [0.4421]
- 2021-11-18 08:03:39: bpp_hyper: [0.1126]
- 2021-11-18 08:03:39: bpp: [0.5547]
- 2021-11-18 08:03:39: IoU: [0.6979]
- 2021-11-18 08:03:39: train_zeros:0.036600295
- 2021-11-18 08:03:39: train_ones:0.044877436
- 2021-11-18 08:03:39: train_distortion:0.15467833
- 2021-11-18 08:03:39: train_loss:2.1043801
- 2021-11-18 08:07:09: Running time:(mins): 2109
- 2021-11-18 08:07:09: ==========Train Epoch 31 Step: 31799
- 2021-11-18 08:07:09: bpp_ae: [0.4335]
- 2021-11-18 08:07:09: bpp_hyper: [0.109]
- 2021-11-18 08:07:09: bpp: [0.5426]
- 2021-11-18 08:07:09: IoU: [0.6931]
- 2021-11-18 08:07:09: train_zeros:0.034206368
- 2021-11-18 08:07:09: train_ones:0.039626643
- 2021-11-18 08:07:09: train_distortion:0.14224574
- 2021-11-18 08:07:09: train_loss:1.9756043
- 2021-11-18 08:10:32: Running time:(mins): 2112
- 2021-11-18 08:10:32: ==========Train Epoch 31 Step: 31849
- 2021-11-18 08:10:32: bpp_ae: [0.4324]
- 2021-11-18 08:10:32: bpp_hyper: [0.1099]
- 2021-11-18 08:10:32: bpp: [0.5424]
- 2021-11-18 08:10:32: IoU: [0.6946]
- 2021-11-18 08:10:32: train_zeros:0.02397956
- 2021-11-18 08:10:32: train_ones:0.03697192
- 2021-11-18 08:10:32: train_distortion:0.1089106
- 2021-11-18 08:10:32: train_loss:1.6486524
- 2021-11-18 08:14:08: Running time:(mins): 2116
- 2021-11-18 08:14:08: ==========Train Epoch 31 Step: 31899
- 2021-11-18 08:14:08: bpp_ae: [0.4339]
- 2021-11-18 08:14:08: bpp_hyper: [0.1106]
- 2021-11-18 08:14:08: bpp: [0.5444]
- 2021-11-18 08:14:08: IoU: [0.7013]
- 2021-11-18 08:14:08: train_zeros:0.021364227
- 2021-11-18 08:14:08: train_ones:0.03258267
- 2021-11-18 08:14:08: train_distortion:0.09667535
- 2021-11-18 08:14:08: train_loss:1.5124767
- 2021-11-18 08:17:32: Running time:(mins): 2119
- 2021-11-18 08:17:32: ==========Train Epoch 31 Step: 31949
- 2021-11-18 08:17:32: bpp_ae: [0.4292]
- 2021-11-18 08:17:32: bpp_hyper: [0.1095]
- 2021-11-18 08:17:32: bpp: [0.5387]
- 2021-11-18 08:17:32: IoU: [0.696]
- 2021-11-18 08:17:32: train_zeros:0.03264582
- 2021-11-18 08:17:32: train_ones:0.03931565
- 2021-11-18 08:17:32: train_distortion:0.1372531
- 2021-11-18 08:17:32: train_loss:1.8983146
- 2021-11-18 08:20:58: Running time:(mins): 2123
- 2021-11-18 08:20:58: ==========Train Epoch 31 Step: 31999
- 2021-11-18 08:20:58: bpp_ae: [0.4363]
- 2021-11-18 08:20:58: bpp_hyper: [0.1097]
- 2021-11-18 08:20:58: bpp: [0.546]
- 2021-11-18 08:20:58: IoU: [0.6996]
- 2021-11-18 08:20:58: train_zeros:0.031623203
- 2021-11-18 08:20:58: train_ones:0.03004219
- 2021-11-18 08:20:58: train_distortion:0.1249118
- 2021-11-18 08:20:58: train_loss:1.8055698
- 2021-11-18 08:20:58: Saved model on epoch: 31, for epoch finished.
- 2021-11-18 08:20:58: Testing Files length:12
- 2021-11-18 08:21:26: ==========Test Epoch 32 Step: 0
- 2021-11-18 08:21:26: bpp_ae: [0.4038]
- 2021-11-18 08:21:26: bpp_hyper: [0.0829]
- 2021-11-18 08:21:26: bpp: [0.4866]
- 2021-11-18 08:21:26: IoU: [0.6918]
- 2021-11-18 08:21:26: ========================================
- Training Epoch: 32
- 2021-11-18 08:21:26: alpha:10 beta:3.0
- 2021-11-18 08:21:26: LR:1e-05
- 2021-11-18 08:21:26: Training Files length:1000
- 2021-11-18 08:24:54: Running time:(mins): 2127
- 2021-11-18 08:24:54: ==========Train Epoch 32 Step: 32049
- 2021-11-18 08:24:54: bpp_ae: [0.4344]
- 2021-11-18 08:24:54: bpp_hyper: [0.1118]
- 2021-11-18 08:24:54: bpp: [0.5463]
- 2021-11-18 08:24:54: IoU: [0.6937]
- 2021-11-18 08:24:54: train_zeros:0.02012677
- 2021-11-18 08:24:54: train_ones:0.03258668
- 2021-11-18 08:24:54: train_distortion:0.09296699
- 2021-11-18 08:24:54: train_loss:1.4670405
- 2021-11-18 08:28:06: Running time:(mins): 2130
- 2021-11-18 08:28:06: ==========Train Epoch 32 Step: 32099
- 2021-11-18 08:28:06: bpp_ae: [0.4292]
- 2021-11-18 08:28:06: bpp_hyper: [0.1096]
- 2021-11-18 08:28:06: bpp: [0.5388]
- 2021-11-18 08:28:06: IoU: [0.6951]
- 2021-11-18 08:28:06: train_zeros:0.038256295
- 2021-11-18 08:28:06: train_ones:0.036863863
- 2021-11-18 08:28:06: train_distortion:0.15163276
- 2021-11-18 08:28:06: train_loss:2.0387366
- 2021-11-18 08:31:26: Running time:(mins): 2133
- 2021-11-18 08:31:26: ==========Train Epoch 32 Step: 32149
- 2021-11-18 08:31:26: bpp_ae: [0.4308]
- 2021-11-18 08:31:26: bpp_hyper: [0.1105]
- 2021-11-18 08:31:26: bpp: [0.5413]
- 2021-11-18 08:31:26: IoU: [0.6889]
- 2021-11-18 08:31:26: train_zeros:0.046406295
- 2021-11-18 08:31:26: train_ones:0.05195706
- 2021-11-18 08:31:26: train_distortion:0.19117594
- 2021-11-18 08:31:26: train_loss:2.4498682
- 2021-11-18 08:34:42: Running time:(mins): 2136
- 2021-11-18 08:34:42: ==========Train Epoch 32 Step: 32199
- 2021-11-18 08:34:42: bpp_ae: [0.4353]
- 2021-11-18 08:34:42: bpp_hyper: [0.1116]
- 2021-11-18 08:34:42: bpp: [0.5469]
- 2021-11-18 08:34:42: IoU: [0.6957]
- 2021-11-18 08:34:42: train_zeros:0.02952603
- 2021-11-18 08:34:42: train_ones:0.03995535
- 2021-11-18 08:34:42: train_distortion:0.12853344
- 2021-11-18 08:34:42: train_loss:1.8255312
- 2021-11-18 08:38:06: Running time:(mins): 2140
- 2021-11-18 08:38:06: ==========Train Epoch 32 Step: 32249
- 2021-11-18 08:38:06: bpp_ae: [0.4299]
- 2021-11-18 08:38:06: bpp_hyper: [0.1102]
- 2021-11-18 08:38:06: bpp: [0.5402]
- 2021-11-18 08:38:06: IoU: [0.6958]
- 2021-11-18 08:38:06: train_zeros:0.026011974
- 2021-11-18 08:38:06: train_ones:0.03574043
- 2021-11-18 08:38:06: train_distortion:0.113776356
- 2021-11-18 08:38:06: train_loss:1.6909993
- 2021-11-18 08:41:20: Running time:(mins): 2143
- 2021-11-18 08:41:20: ==========Train Epoch 32 Step: 32299
- 2021-11-18 08:41:20: bpp_ae: [0.4326]
- 2021-11-18 08:41:20: bpp_hyper: [0.1079]
- 2021-11-18 08:41:20: bpp: [0.5405]
- 2021-11-18 08:41:20: IoU: [0.7036]
- 2021-11-18 08:41:20: train_zeros:0.025921201
- 2021-11-18 08:41:20: train_ones:0.040270537
- 2021-11-18 08:41:20: train_distortion:0.11803414
- 2021-11-18 08:41:20: train_loss:1.728959
- 2021-11-18 08:44:34: Running time:(mins): 2146
- 2021-11-18 08:44:34: ==========Train Epoch 32 Step: 32349
- 2021-11-18 08:44:34: bpp_ae: [0.436]
- 2021-11-18 08:44:34: bpp_hyper: [0.1093]
- 2021-11-18 08:44:34: bpp: [0.5452]
- 2021-11-18 08:44:34: IoU: [0.6999]
- 2021-11-18 08:44:34: train_zeros:0.02338167
- 2021-11-18 08:44:34: train_ones:0.03860088
- 2021-11-18 08:44:34: train_distortion:0.10874589
- 2021-11-18 08:44:34: train_loss:1.6924199
- 2021-11-18 08:47:45: Running time:(mins): 2150
- 2021-11-18 08:47:45: ==========Train Epoch 32 Step: 32399
- 2021-11-18 08:47:45: bpp_ae: [0.4324]
- 2021-11-18 08:47:45: bpp_hyper: [0.1097]
- 2021-11-18 08:47:45: bpp: [0.5421]
- 2021-11-18 08:47:45: IoU: [0.6996]
- 2021-11-18 08:47:45: train_zeros:0.040568385
- 2021-11-18 08:47:45: train_ones:0.044515863
- 2021-11-18 08:47:45: train_distortion:0.16622102
- 2021-11-18 08:47:45: train_loss:2.1706936
- 2021-11-18 08:50:59: Running time:(mins): 2153
- 2021-11-18 08:50:59: ==========Train Epoch 32 Step: 32449
- 2021-11-18 08:50:59: bpp_ae: [0.4329]
- 2021-11-18 08:50:59: bpp_hyper: [0.1112]
- 2021-11-18 08:50:59: bpp: [0.5441]
- 2021-11-18 08:50:59: IoU: [0.6927]
- 2021-11-18 08:50:59: train_zeros:0.034048326
- 2021-11-18 08:50:59: train_ones:0.03928538
- 2021-11-18 08:50:59: train_distortion:0.14143036
- 2021-11-18 08:50:59: train_loss:1.9324524
- 2021-11-18 08:54:12: Running time:(mins): 2156
- 2021-11-18 08:54:12: ==========Train Epoch 32 Step: 32499
- 2021-11-18 08:54:12: bpp_ae: [0.4308]
- 2021-11-18 08:54:12: bpp_hyper: [0.1089]
- 2021-11-18 08:54:12: bpp: [0.5397]
- 2021-11-18 08:54:12: IoU: [0.6919]
- 2021-11-18 08:54:12: train_zeros:0.027771864
- 2021-11-18 08:54:12: train_ones:0.03709519
- 2021-11-18 08:54:12: train_distortion:0.120410785
- 2021-11-18 08:54:12: train_loss:1.7807168
- 2021-11-18 08:57:29: Running time:(mins): 2159
- 2021-11-18 08:57:29: ==========Train Epoch 32 Step: 32549
- 2021-11-18 08:57:29: bpp_ae: [0.433]
- 2021-11-18 08:57:29: bpp_hyper: [0.1114]
- 2021-11-18 08:57:29: bpp: [0.5444]
- 2021-11-18 08:57:29: IoU: [0.6926]
- 2021-11-18 08:57:29: train_zeros:0.022705572
- 2021-11-18 08:57:29: train_ones:0.037287474
- 2021-11-18 08:57:29: train_distortion:0.10540419
- 2021-11-18 08:57:29: train_loss:1.641732
- 2021-11-18 09:00:45: Running time:(mins): 2163
- 2021-11-18 09:00:45: ==========Train Epoch 32 Step: 32599
- 2021-11-18 09:00:45: bpp_ae: [0.4289]
- 2021-11-18 09:00:45: bpp_hyper: [0.1089]
- 2021-11-18 09:00:45: bpp: [0.5379]
- 2021-11-18 09:00:45: IoU: [0.6953]
- 2021-11-18 09:00:45: train_zeros:0.026307741
- 2021-11-18 09:00:45: train_ones:0.034068294
- 2021-11-18 09:00:45: train_distortion:0.11299152
- 2021-11-18 09:00:45: train_loss:1.6420012
- 2021-11-18 09:04:07: Running time:(mins): 2166
- 2021-11-18 09:04:07: ==========Train Epoch 32 Step: 32649
- 2021-11-18 09:04:07: bpp_ae: [0.4336]
- 2021-11-18 09:04:07: bpp_hyper: [0.1113]
- 2021-11-18 09:04:07: bpp: [0.545]
- 2021-11-18 09:04:07: IoU: [0.6946]
- 2021-11-18 09:04:07: train_zeros:0.030308291
- 2021-11-18 09:04:07: train_ones:0.036473855
- 2021-11-18 09:04:07: train_distortion:0.12739873
- 2021-11-18 09:04:07: train_loss:1.8423753
- 2021-11-18 09:07:22: Running time:(mins): 2169
- 2021-11-18 09:07:22: ==========Train Epoch 32 Step: 32699
- 2021-11-18 09:07:22: bpp_ae: [0.4276]
- 2021-11-18 09:07:22: bpp_hyper: [0.1078]
- 2021-11-18 09:07:22: bpp: [0.5355]
- 2021-11-18 09:07:22: IoU: [0.6907]
- 2021-11-18 09:07:22: train_zeros:0.039356492
- 2021-11-18 09:07:22: train_ones:0.046035096
- 2021-11-18 09:07:22: train_distortion:0.16410458
- 2021-11-18 09:07:22: train_loss:2.1848133
- 2021-11-18 09:10:35: Running time:(mins): 2172
- 2021-11-18 09:10:35: ==========Train Epoch 32 Step: 32749
- 2021-11-18 09:10:35: bpp_ae: [0.4313]
- 2021-11-18 09:10:35: bpp_hyper: [0.1119]
- 2021-11-18 09:10:35: bpp: [0.5431]
- 2021-11-18 09:10:35: IoU: [0.7054]
- 2021-11-18 09:10:35: train_zeros:0.0200722
- 2021-11-18 09:10:35: train_ones:0.02834868
- 2021-11-18 09:10:35: train_distortion:0.088565275
- 2021-11-18 09:10:35: train_loss:1.442843
- 2021-11-18 09:13:57: Running time:(mins): 2176
- 2021-11-18 09:13:57: ==========Train Epoch 32 Step: 32799
- 2021-11-18 09:13:57: bpp_ae: [0.4363]
- 2021-11-18 09:13:57: bpp_hyper: [0.1128]
- 2021-11-18 09:13:57: bpp: [0.5491]
- 2021-11-18 09:13:57: IoU: [0.6934]
- 2021-11-18 09:13:57: train_zeros:0.022561276
- 2021-11-18 09:13:57: train_ones:0.034701366
- 2021-11-18 09:13:57: train_distortion:0.10238519
- 2021-11-18 09:13:57: train_loss:1.5539303
- 2021-11-18 09:17:13: Running time:(mins): 2179
- 2021-11-18 09:17:13: ==========Train Epoch 32 Step: 32849
- 2021-11-18 09:17:13: bpp_ae: [0.4324]
- 2021-11-18 09:17:13: bpp_hyper: [0.1126]
- 2021-11-18 09:17:13: bpp: [0.5451]
- 2021-11-18 09:17:13: IoU: [0.6995]
- 2021-11-18 09:17:13: train_zeros:0.026252642
- 2021-11-18 09:17:13: train_ones:0.030999767
- 2021-11-18 09:17:13: train_distortion:0.10975769
- 2021-11-18 09:17:13: train_loss:1.6613821
- 2021-11-18 09:20:30: Running time:(mins): 2182
- 2021-11-18 09:20:30: ==========Train Epoch 32 Step: 32899
- 2021-11-18 09:20:30: bpp_ae: [0.4337]
- 2021-11-18 09:20:30: bpp_hyper: [0.1123]
- 2021-11-18 09:20:30: bpp: [0.5461]
- 2021-11-18 09:20:30: IoU: [0.6958]
- 2021-11-18 09:20:30: train_zeros:0.018449595
- 2021-11-18 09:20:30: train_ones:0.03154537
- 2021-11-18 09:20:30: train_distortion:0.086894155
- 2021-11-18 09:20:30: train_loss:1.4442387
- 2021-11-18 09:23:50: Running time:(mins): 2186
- 2021-11-18 09:23:50: ==========Train Epoch 32 Step: 32949
- 2021-11-18 09:23:50: bpp_ae: [0.4319]
- 2021-11-18 09:23:50: bpp_hyper: [0.1109]
- 2021-11-18 09:23:50: bpp: [0.5428]
- 2021-11-18 09:23:50: IoU: [0.6924]
- 2021-11-18 09:23:50: train_zeros:0.02467935
- 2021-11-18 09:23:50: train_ones:0.033533677
- 2021-11-18 09:23:50: train_distortion:0.10757173
- 2021-11-18 09:23:50: train_loss:1.6290733
- 2021-11-18 09:27:05: Running time:(mins): 2189
- 2021-11-18 09:27:05: ==========Train Epoch 32 Step: 32999
- 2021-11-18 09:27:05: bpp_ae: [0.4381]
- 2021-11-18 09:27:05: bpp_hyper: [0.1131]
- 2021-11-18 09:27:05: bpp: [0.5512]
- 2021-11-18 09:27:05: IoU: [0.7048]
- 2021-11-18 09:27:05: train_zeros:0.024478167
- 2021-11-18 09:27:05: train_ones:0.036281865
- 2021-11-18 09:27:05: train_distortion:0.10971637
- 2021-11-18 09:27:05: train_loss:1.7056477
- 2021-11-18 09:27:05: Saved model on epoch: 32, for epoch finished.
- 2021-11-18 09:27:05: Testing Files length:12
- 2021-11-18 09:27:33: ==========Test Epoch 33 Step: 0
- 2021-11-18 09:27:33: bpp_ae: [0.3823]
- 2021-11-18 09:27:33: bpp_hyper: [0.0795]
- 2021-11-18 09:27:33: bpp: [0.4618]
- 2021-11-18 09:27:33: IoU: [0.6863]
- 2021-11-18 09:27:33: ========================================
- Training Epoch: 33
- 2021-11-18 09:27:33: alpha:10 beta:3.0
- 2021-11-18 09:27:33: LR:1e-05
- 2021-11-18 09:27:33: Training Files length:1000
- 2021-11-18 09:30:51: Running time:(mins): 2193
- 2021-11-18 09:30:51: ==========Train Epoch 33 Step: 33049
- 2021-11-18 09:30:51: bpp_ae: [0.4335]
- 2021-11-18 09:30:51: bpp_hyper: [0.1116]
- 2021-11-18 09:30:51: bpp: [0.5451]
- 2021-11-18 09:30:51: IoU: [0.6882]
- 2021-11-18 09:30:51: train_zeros:0.027062757
- 2021-11-18 09:30:51: train_ones:0.040262844
- 2021-11-18 09:30:51: train_distortion:0.12145111
- 2021-11-18 09:30:51: train_loss:1.7650031
- 2021-11-18 09:34:10: Running time:(mins): 2196
- 2021-11-18 09:34:10: ==========Train Epoch 33 Step: 33099
- 2021-11-18 09:34:10: bpp_ae: [0.434]
- 2021-11-18 09:34:10: bpp_hyper: [0.1085]
- 2021-11-18 09:34:10: bpp: [0.5425]
- 2021-11-18 09:34:10: IoU: [0.6895]
- 2021-11-18 09:34:10: train_zeros:0.02249854
- 2021-11-18 09:34:10: train_ones:0.03492614
- 2021-11-18 09:34:10: train_distortion:0.10242176
- 2021-11-18 09:34:10: train_loss:1.572129
- 2021-11-18 09:37:21: Running time:(mins): 2199
- 2021-11-18 09:37:21: ==========Train Epoch 33 Step: 33149
- 2021-11-18 09:37:21: bpp_ae: [0.4361]
- 2021-11-18 09:37:21: bpp_hyper: [0.1121]
- 2021-11-18 09:37:21: bpp: [0.5482]
- 2021-11-18 09:37:21: IoU: [0.6944]
- 2021-11-18 09:37:21: train_zeros:0.024860965
- 2021-11-18 09:37:21: train_ones:0.032379884
- 2021-11-18 09:37:21: train_distortion:0.106962785
- 2021-11-18 09:37:21: train_loss:1.6123459
- 2021-11-18 09:41:01: Running time:(mins): 2203
- 2021-11-18 09:41:01: ==========Train Epoch 33 Step: 33199
- 2021-11-18 09:41:01: bpp_ae: [0.4302]
- 2021-11-18 09:41:01: bpp_hyper: [0.1078]
- 2021-11-18 09:41:01: bpp: [0.538]
- 2021-11-18 09:41:01: IoU: [0.6839]
- 2021-11-18 09:41:01: train_zeros:0.022887522
- 2021-11-18 09:41:01: train_ones:0.04317068
- 2021-11-18 09:41:01: train_distortion:0.111833245
- 2021-11-18 09:41:01: train_loss:1.6739808
- 2021-11-18 09:44:32: Running time:(mins): 2206
- 2021-11-18 09:44:32: ==========Train Epoch 33 Step: 33249
- 2021-11-18 09:44:32: bpp_ae: [0.435]
- 2021-11-18 09:44:32: bpp_hyper: [0.1114]
- 2021-11-18 09:44:32: bpp: [0.5464]
- 2021-11-18 09:44:32: IoU: [0.7036]
- 2021-11-18 09:44:32: train_zeros:0.032948304
- 2021-11-18 09:44:32: train_ones:0.0421089
- 2021-11-18 09:44:32: train_distortion:0.14095381
- 2021-11-18 09:44:32: train_loss:1.9431542
- 2021-11-18 09:47:57: Running time:(mins): 2210
- 2021-11-18 09:47:57: ==========Train Epoch 33 Step: 33299
- 2021-11-18 09:47:57: bpp_ae: [0.4287]
- 2021-11-18 09:47:57: bpp_hyper: [0.1109]
- 2021-11-18 09:47:57: bpp: [0.5396]
- 2021-11-18 09:47:57: IoU: [0.7]
- 2021-11-18 09:47:57: train_zeros:0.016479103
- 2021-11-18 09:47:57: train_ones:0.037060063
- 2021-11-18 09:47:57: train_distortion:0.08649737
- 2021-11-18 09:47:57: train_loss:1.4230359
- 2021-11-18 09:51:15: Running time:(mins): 2213
- 2021-11-18 09:51:15: ==========Train Epoch 33 Step: 33349
- 2021-11-18 09:51:15: bpp_ae: [0.4341]
- 2021-11-18 09:51:15: bpp_hyper: [0.1126]
- 2021-11-18 09:51:15: bpp: [0.5467]
- 2021-11-18 09:51:15: IoU: [0.6974]
- 2021-11-18 09:51:15: train_zeros:0.01893573
- 2021-11-18 09:51:15: train_ones:0.037258424
- 2021-11-18 09:51:15: train_distortion:0.094065614
- 2021-11-18 09:51:15: train_loss:1.51434
- 2021-11-18 09:54:51: Running time:(mins): 2217
- 2021-11-18 09:54:51: ==========Train Epoch 33 Step: 33399
- 2021-11-18 09:54:51: bpp_ae: [0.4271]
- 2021-11-18 09:54:51: bpp_hyper: [0.1085]
- 2021-11-18 09:54:51: bpp: [0.5356]
- 2021-11-18 09:54:51: IoU: [0.6944]
- 2021-11-18 09:54:51: train_zeros:0.03715412
- 2021-11-18 09:54:51: train_ones:0.044554263
- 2021-11-18 09:54:51: train_distortion:0.15601662
- 2021-11-18 09:54:51: train_loss:2.1108773
- 2021-11-18 09:58:15: Running time:(mins): 2220
- 2021-11-18 09:58:15: ==========Train Epoch 33 Step: 33449
- 2021-11-18 09:58:15: bpp_ae: [0.43]
- 2021-11-18 09:58:15: bpp_hyper: [0.1108]
- 2021-11-18 09:58:15: bpp: [0.5408]
- 2021-11-18 09:58:15: IoU: [0.7026]
- 2021-11-18 09:58:15: train_zeros:0.027929526
- 2021-11-18 09:58:15: train_ones:0.038775463
- 2021-11-18 09:58:15: train_distortion:0.12256403
- 2021-11-18 09:58:15: train_loss:1.7592845
- 2021-11-18 10:01:41: Running time:(mins): 2223
- 2021-11-18 10:01:41: ==========Train Epoch 33 Step: 33499
- 2021-11-18 10:01:41: bpp_ae: [0.4344]
- 2021-11-18 10:01:41: bpp_hyper: [0.1119]
- 2021-11-18 10:01:41: bpp: [0.5464]
- 2021-11-18 10:01:41: IoU: [0.6971]
- 2021-11-18 10:01:41: train_zeros:0.035787154
- 2021-11-18 10:01:41: train_ones:0.04066482
- 2021-11-18 10:01:41: train_distortion:0.14802629
- 2021-11-18 10:01:41: train_loss:2.0134587
- 2021-11-18 10:05:08: Running time:(mins): 2227
- 2021-11-18 10:05:08: ==========Train Epoch 33 Step: 33549
- 2021-11-18 10:05:08: bpp_ae: [0.4388]
- 2021-11-18 10:05:08: bpp_hyper: [0.1117]
- 2021-11-18 10:05:08: bpp: [0.5505]
- 2021-11-18 10:05:08: IoU: [0.6983]
- 2021-11-18 10:05:08: train_zeros:0.033131097
- 2021-11-18 10:05:08: train_ones:0.036692537
- 2021-11-18 10:05:08: train_distortion:0.13608584
- 2021-11-18 10:05:08: train_loss:1.8921629
- 2021-11-18 10:08:37: Running time:(mins): 2230
- 2021-11-18 10:08:37: ==========Train Epoch 33 Step: 33599
- 2021-11-18 10:08:37: bpp_ae: [0.433]
- 2021-11-18 10:08:37: bpp_hyper: [0.1081]
- 2021-11-18 10:08:37: bpp: [0.541]
- 2021-11-18 10:08:37: IoU: [0.6908]
- 2021-11-18 10:08:37: train_zeros:0.02579101
- 2021-11-18 10:08:37: train_ones:0.040391766
- 2021-11-18 10:08:37: train_distortion:0.11776479
- 2021-11-18 10:08:37: train_loss:1.7364837
- 2021-11-18 10:12:09: Running time:(mins): 2234
- 2021-11-18 10:12:09: ==========Train Epoch 33 Step: 33649
- 2021-11-18 10:12:09: bpp_ae: [0.432]
- 2021-11-18 10:12:09: bpp_hyper: [0.1109]
- 2021-11-18 10:12:09: bpp: [0.543]
- 2021-11-18 10:12:09: IoU: [0.6994]
- 2021-11-18 10:12:09: train_zeros:0.02983708
- 2021-11-18 10:12:09: train_ones:0.058536824
- 2021-11-18 10:12:09: train_distortion:0.14804806
- 2021-11-18 10:12:09: train_loss:2.043784
- 2021-11-18 10:15:37: Running time:(mins): 2237
- 2021-11-18 10:15:37: ==========Train Epoch 33 Step: 33699
- 2021-11-18 10:15:37: bpp_ae: [0.4277]
- 2021-11-18 10:15:37: bpp_hyper: [0.1114]
- 2021-11-18 10:15:37: bpp: [0.5391]
- 2021-11-18 10:15:37: IoU: [0.6962]
- 2021-11-18 10:15:37: train_zeros:0.03386485
- 2021-11-18 10:15:37: train_ones:0.037954044
- 2021-11-18 10:15:37: train_distortion:0.13954858
- 2021-11-18 10:15:37: train_loss:1.9045215
- 2021-11-18 10:19:00: Running time:(mins): 2241
- 2021-11-18 10:19:00: ==========Train Epoch 33 Step: 33749
- 2021-11-18 10:19:00: bpp_ae: [0.4262]
- 2021-11-18 10:19:00: bpp_hyper: [0.1084]
- 2021-11-18 10:19:00: bpp: [0.5346]
- 2021-11-18 10:19:00: IoU: [0.6942]
- 2021-11-18 10:19:00: train_zeros:0.03744579
- 2021-11-18 10:19:00: train_ones:0.043436
- 2021-11-18 10:19:00: train_distortion:0.15577337
- 2021-11-18 10:19:00: train_loss:2.0425334
- 2021-11-18 10:22:31: Running time:(mins): 2244
- 2021-11-18 10:22:31: ==========Train Epoch 33 Step: 33799
- 2021-11-18 10:22:31: bpp_ae: [0.4285]
- 2021-11-18 10:22:31: bpp_hyper: [0.1085]
- 2021-11-18 10:22:31: bpp: [0.5369]
- 2021-11-18 10:22:31: IoU: [0.6878]
- 2021-11-18 10:22:31: train_zeros:0.029115912
- 2021-11-18 10:22:31: train_ones:0.036088355
- 2021-11-18 10:22:31: train_distortion:0.123436086
- 2021-11-18 10:22:31: train_loss:1.7959508
- 2021-11-18 10:26:04: Running time:(mins): 2248
- 2021-11-18 10:26:04: ==========Train Epoch 33 Step: 33849
- 2021-11-18 10:26:04: bpp_ae: [0.4318]
- 2021-11-18 10:26:04: bpp_hyper: [0.1105]
- 2021-11-18 10:26:04: bpp: [0.5423]
- 2021-11-18 10:26:04: IoU: [0.7001]
- 2021-11-18 10:26:04: train_zeros:0.037664216
- 2021-11-18 10:26:04: train_ones:0.03545177
- 2021-11-18 10:26:04: train_distortion:0.14844441
- 2021-11-18 10:26:04: train_loss:2.0352998
- 2021-11-18 10:29:38: Running time:(mins): 2251
- 2021-11-18 10:29:38: ==========Train Epoch 33 Step: 33899
- 2021-11-18 10:29:38: bpp_ae: [0.4333]
- 2021-11-18 10:29:38: bpp_hyper: [0.1119]
- 2021-11-18 10:29:38: bpp: [0.5452]
- 2021-11-18 10:29:38: IoU: [0.6981]
- 2021-11-18 10:29:38: train_zeros:0.029245637
- 2021-11-18 10:29:38: train_ones:0.03633643
- 2021-11-18 10:29:38: train_distortion:0.12407334
- 2021-11-18 10:29:38: train_loss:1.8021679
- 2021-11-18 10:33:09: Running time:(mins): 2255
- 2021-11-18 10:33:09: ==========Train Epoch 33 Step: 33949
- 2021-11-18 10:33:09: bpp_ae: [0.4355]
- 2021-11-18 10:33:09: bpp_hyper: [0.1118]
- 2021-11-18 10:33:09: bpp: [0.5474]
- 2021-11-18 10:33:09: IoU: [0.6996]
- 2021-11-18 10:33:09: train_zeros:0.035746444
- 2021-11-18 10:33:09: train_ones:0.047312792
- 2021-11-18 10:33:09: train_distortion:0.15455213
- 2021-11-18 10:33:09: train_loss:2.1176603
- 2021-11-18 10:36:41: Running time:(mins): 2258
- 2021-11-18 10:36:41: ==========Train Epoch 33 Step: 33999
- 2021-11-18 10:36:41: bpp_ae: [0.4337]
- 2021-11-18 10:36:41: bpp_hyper: [0.1113]
- 2021-11-18 10:36:41: bpp: [0.5449]
- 2021-11-18 10:36:41: IoU: [0.703]
- 2021-11-18 10:36:41: train_zeros:0.025344705
- 2021-11-18 10:36:41: train_ones:0.038046844
- 2021-11-18 10:36:41: train_distortion:0.11408096
- 2021-11-18 10:36:41: train_loss:1.6781751
- 2021-11-18 10:36:41: Saved model on epoch: 33, for epoch finished.
- 2021-11-18 10:36:42: Testing Files length:12
- 2021-11-18 10:37:14: ==========Test Epoch 34 Step: 0
- 2021-11-18 10:37:14: bpp_ae: [0.3961]
- 2021-11-18 10:37:14: bpp_hyper: [0.0809]
- 2021-11-18 10:37:14: bpp: [0.477]
- 2021-11-18 10:37:14: IoU: [0.7002]
- 2021-11-18 10:37:14: ========================================
- Training Epoch: 34
- 2021-11-18 10:37:14: alpha:10 beta:3.0
- 2021-11-18 10:37:14: LR:1e-05
- 2021-11-18 10:37:14: Training Files length:1000
- 2021-11-18 10:40:35: Running time:(mins): 2262
- 2021-11-18 10:40:35: ==========Train Epoch 34 Step: 34049
- 2021-11-18 10:40:35: bpp_ae: [0.4292]
- 2021-11-18 10:40:35: bpp_hyper: [0.1061]
- 2021-11-18 10:40:36: bpp: [0.5353]
- 2021-11-18 10:40:36: IoU: [0.6941]
- 2021-11-18 10:40:36: train_zeros:0.03761662
- 2021-11-18 10:40:36: train_ones:0.03960247
- 2021-11-18 10:40:36: train_distortion:0.15245233
- 2021-11-18 10:40:36: train_loss:2.0442507
- 2021-11-18 10:44:00: Running time:(mins): 2266
- 2021-11-18 10:44:00: ==========Train Epoch 34 Step: 34099
- 2021-11-18 10:44:00: bpp_ae: [0.4303]
- 2021-11-18 10:44:00: bpp_hyper: [0.109]
- 2021-11-18 10:44:00: bpp: [0.5392]
- 2021-11-18 10:44:00: IoU: [0.6987]
- 2021-11-18 10:44:00: train_zeros:0.021226263
- 2021-11-18 10:44:00: train_ones:0.033755302
- 2021-11-18 10:44:00: train_distortion:0.09743409
- 2021-11-18 10:44:00: train_loss:1.5443354
- 2021-11-18 10:47:26: Running time:(mins): 2269
- 2021-11-18 10:47:26: ==========Train Epoch 34 Step: 34149
- 2021-11-18 10:47:26: bpp_ae: [0.4322]
- 2021-11-18 10:47:26: bpp_hyper: [0.111]
- 2021-11-18 10:47:26: bpp: [0.5432]
- 2021-11-18 10:47:26: IoU: [0.6961]
- 2021-11-18 10:47:26: train_zeros:0.036504444
- 2021-11-18 10:47:26: train_ones:0.040716115
- 2021-11-18 10:47:26: train_distortion:0.15022944
- 2021-11-18 10:47:26: train_loss:2.0108097
- 2021-11-18 10:50:51: Running time:(mins): 2273
- 2021-11-18 10:50:51: ==========Train Epoch 34 Step: 34199
- 2021-11-18 10:50:51: bpp_ae: [0.4287]
- 2021-11-18 10:50:51: bpp_hyper: [0.1098]
- 2021-11-18 10:50:51: bpp: [0.5385]
- 2021-11-18 10:50:51: IoU: [0.6901]
- 2021-11-18 10:50:51: train_zeros:0.025832454
- 2021-11-18 10:50:51: train_ones:0.03360927
- 2021-11-18 10:50:51: train_distortion:0.111106634
- 2021-11-18 10:50:51: train_loss:1.6666385
- 2021-11-18 10:54:14: Running time:(mins): 2276
- 2021-11-18 10:54:14: ==========Train Epoch 34 Step: 34249
- 2021-11-18 10:54:14: bpp_ae: [0.4358]
- 2021-11-18 10:54:14: bpp_hyper: [0.1125]
- 2021-11-18 10:54:14: bpp: [0.5483]
- 2021-11-18 10:54:14: IoU: [0.6902]
- 2021-11-18 10:54:14: train_zeros:0.040685363
- 2021-11-18 10:54:14: train_ones:0.05044858
- 2021-11-18 10:54:14: train_distortion:0.17250466
- 2021-11-18 10:54:14: train_loss:2.230976
- 2021-11-18 10:57:36: Running time:(mins): 2279
- 2021-11-18 10:57:36: ==========Train Epoch 34 Step: 34299
- 2021-11-18 10:57:36: bpp_ae: [0.433]
- 2021-11-18 10:57:36: bpp_hyper: [0.1083]
- 2021-11-18 10:57:36: bpp: [0.5413]
- 2021-11-18 10:57:36: IoU: [0.6942]
- 2021-11-18 10:57:36: train_zeros:0.040849067
- 2021-11-18 10:57:36: train_ones:0.045127694
- 2021-11-18 10:57:36: train_distortion:0.1676749
- 2021-11-18 10:57:36: train_loss:2.215552
- 2021-11-18 11:01:12: Running time:(mins): 2283
- 2021-11-18 11:01:12: ==========Train Epoch 34 Step: 34349
- 2021-11-18 11:01:12: bpp_ae: [0.4324]
- 2021-11-18 11:01:12: bpp_hyper: [0.1116]
- 2021-11-18 11:01:12: bpp: [0.5439]
- 2021-11-18 11:01:12: IoU: [0.7039]
- 2021-11-18 11:01:12: train_zeros:0.037125707
- 2021-11-18 11:01:12: train_ones:0.034122154
- 2021-11-18 11:01:12: train_distortion:0.14549927
- 2021-11-18 11:01:12: train_loss:2.0350773
- 2021-11-18 11:04:30: Running time:(mins): 2286
- 2021-11-18 11:04:30: ==========Train Epoch 34 Step: 34399
- 2021-11-18 11:04:30: bpp_ae: [0.4328]
- 2021-11-18 11:04:30: bpp_hyper: [0.1094]
- 2021-11-18 11:04:30: bpp: [0.5421]
- 2021-11-18 11:04:30: IoU: [0.7031]
- 2021-11-18 11:04:30: train_zeros:0.0311697
- 2021-11-18 11:04:30: train_ones:0.049877856
- 2021-11-18 11:04:30: train_distortion:0.14338696
- 2021-11-18 11:04:30: train_loss:1.9403131
- 2021-11-18 11:07:47: Running time:(mins): 2290
- 2021-11-18 11:07:47: ==========Train Epoch 34 Step: 34449
- 2021-11-18 11:07:47: bpp_ae: [0.4279]
- 2021-11-18 11:07:47: bpp_hyper: [0.1089]
- 2021-11-18 11:07:47: bpp: [0.5368]
- 2021-11-18 11:07:47: IoU: [0.6938]
- 2021-11-18 11:07:47: train_zeros:0.025986744
- 2021-11-18 11:07:47: train_ones:0.036796596
- 2021-11-18 11:07:47: train_distortion:0.11475682
- 2021-11-18 11:07:47: train_loss:1.6836143
- 2021-11-18 11:11:12: Running time:(mins): 2293
- 2021-11-18 11:11:12: ==========Train Epoch 34 Step: 34499
- 2021-11-18 11:11:12: bpp_ae: [0.4384]
- 2021-11-18 11:11:12: bpp_hyper: [0.1129]
- 2021-11-18 11:11:12: bpp: [0.5513]
- 2021-11-18 11:11:12: IoU: [0.7027]
- 2021-11-18 11:11:12: train_zeros:0.018935097
- 2021-11-18 11:11:12: train_ones:0.03469117
- 2021-11-18 11:11:12: train_distortion:0.09149646
- 2021-11-18 11:11:12: train_loss:1.5264293
- 2021-11-18 11:14:36: Running time:(mins): 2296
- 2021-11-18 11:14:36: ==========Train Epoch 34 Step: 34549
- 2021-11-18 11:14:36: bpp_ae: [0.4291]
- 2021-11-18 11:14:36: bpp_hyper: [0.1107]
- 2021-11-18 11:14:36: bpp: [0.5399]
- 2021-11-18 11:14:36: IoU: [0.6996]
- 2021-11-18 11:14:36: train_zeros:0.035641614
- 2021-11-18 11:14:36: train_ones:0.03298627
- 2021-11-18 11:14:36: train_distortion:0.13991112
- 2021-11-18 11:14:36: train_loss:1.9039052
- 2021-11-18 11:18:00: Running time:(mins): 2300
- 2021-11-18 11:18:00: ==========Train Epoch 34 Step: 34599
- 2021-11-18 11:18:00: bpp_ae: [0.4324]
- 2021-11-18 11:18:00: bpp_hyper: [0.1075]
- 2021-11-18 11:18:00: bpp: [0.5399]
- 2021-11-18 11:18:00: IoU: [0.6944]
- 2021-11-18 11:18:00: train_zeros:0.019164437
- 2021-11-18 11:18:00: train_ones:0.032949753
- 2021-11-18 11:18:00: train_distortion:0.09044307
- 2021-11-18 11:18:00: train_loss:1.4513141
- 2021-11-18 11:21:34: Running time:(mins): 2303
- 2021-11-18 11:21:34: ==========Train Epoch 34 Step: 34649
- 2021-11-18 11:21:34: bpp_ae: [0.4324]
- 2021-11-18 11:21:34: bpp_hyper: [0.1086]
- 2021-11-18 11:21:34: bpp: [0.5409]
- 2021-11-18 11:21:34: IoU: [0.7013]
- 2021-11-18 11:21:34: train_zeros:0.035732847
- 2021-11-18 11:21:34: train_ones:0.042358566
- 2021-11-18 11:21:34: train_distortion:0.1495571
- 2021-11-18 11:21:34: train_loss:2.0072258
- 2021-11-18 11:25:01: Running time:(mins): 2307
- 2021-11-18 11:25:01: ==========Train Epoch 34 Step: 34699
- 2021-11-18 11:25:01: bpp_ae: [0.428]
- 2021-11-18 11:25:01: bpp_hyper: [0.1075]
- 2021-11-18 11:25:01: bpp: [0.5355]
- 2021-11-18 11:25:01: IoU: [0.6883]
- 2021-11-18 11:25:01: train_zeros:0.041547135
- 2021-11-18 11:25:01: train_ones:0.04854195
- 2021-11-18 11:25:01: train_distortion:0.17318335
- 2021-11-18 11:25:01: train_loss:2.2630577
- 2021-11-18 11:28:27: Running time:(mins): 2310
- 2021-11-18 11:28:27: ==========Train Epoch 34 Step: 34749
- 2021-11-18 11:28:27: bpp_ae: [0.4346]
- 2021-11-18 11:28:27: bpp_hyper: [0.1125]
- 2021-11-18 11:28:27: bpp: [0.5471]
- 2021-11-18 11:28:27: IoU: [0.6952]
- 2021-11-18 11:28:27: train_zeros:0.031220514
- 2021-11-18 11:28:27: train_ones:0.039385095
- 2021-11-18 11:28:27: train_distortion:0.13304664
- 2021-11-18 11:28:27: train_loss:1.8588305
- 2021-11-18 11:31:50: Running time:(mins): 2314
- 2021-11-18 11:31:50: ==========Train Epoch 34 Step: 34799
- 2021-11-18 11:31:50: bpp_ae: [0.4358]
- 2021-11-18 11:31:50: bpp_hyper: [0.1133]
- 2021-11-18 11:31:50: bpp: [0.5491]
- 2021-11-18 11:31:50: IoU: [0.697]
- 2021-11-18 11:31:50: train_zeros:0.022273242
- 2021-11-18 11:31:50: train_ones:0.029262163
- 2021-11-18 11:31:50: train_distortion:0.09608189
- 2021-11-18 11:31:50: train_loss:1.5210278
- 2021-11-18 11:35:14: Running time:(mins): 2317
- 2021-11-18 11:35:14: ==========Train Epoch 34 Step: 34849
- 2021-11-18 11:35:14: bpp_ae: [0.4289]
- 2021-11-18 11:35:14: bpp_hyper: [0.1105]
- 2021-11-18 11:35:14: bpp: [0.5394]
- 2021-11-18 11:35:14: IoU: [0.7058]
- 2021-11-18 11:35:14: train_zeros:0.036454648
- 2021-11-18 11:35:14: train_ones:0.031285953
- 2021-11-18 11:35:14: train_distortion:0.1406499
- 2021-11-18 11:35:14: train_loss:1.9099066
- 2021-11-18 11:38:31: Running time:(mins): 2320
- 2021-11-18 11:38:31: ==========Train Epoch 34 Step: 34899
- 2021-11-18 11:38:31: bpp_ae: [0.4247]
- 2021-11-18 11:38:31: bpp_hyper: [0.1052]
- 2021-11-18 11:38:31: bpp: [0.5299]
- 2021-11-18 11:38:31: IoU: [0.6933]
- 2021-11-18 11:38:31: train_zeros:0.030911418
- 2021-11-18 11:38:31: train_ones:0.04166859
- 2021-11-18 11:38:31: train_distortion:0.13440284
- 2021-11-18 11:38:31: train_loss:1.8757335
- 2021-11-18 11:41:40: Running time:(mins): 2323
- 2021-11-18 11:41:40: ==========Train Epoch 34 Step: 34949
- 2021-11-18 11:41:40: bpp_ae: [0.4321]
- 2021-11-18 11:41:40: bpp_hyper: [0.1086]
- 2021-11-18 11:41:40: bpp: [0.5406]
- 2021-11-18 11:41:40: IoU: [0.696]
- 2021-11-18 11:41:40: train_zeros:0.030473681
- 2021-11-18 11:41:40: train_ones:0.04129338
- 2021-11-18 11:41:40: train_distortion:0.13271442
- 2021-11-18 11:41:40: train_loss:1.8671052
- 2021-11-18 11:44:57: Running time:(mins): 2327
- 2021-11-18 11:44:57: ==========Train Epoch 34 Step: 34999
- 2021-11-18 11:44:57: bpp_ae: [0.4312]
- 2021-11-18 11:44:57: bpp_hyper: [0.1106]
- 2021-11-18 11:44:57: bpp: [0.5418]
- 2021-11-18 11:44:57: IoU: [0.6983]
- 2021-11-18 11:44:57: train_zeros:0.03098868
- 2021-11-18 11:44:57: train_ones:0.038448878
- 2021-11-18 11:44:57: train_distortion:0.13141492
- 2021-11-18 11:44:57: train_loss:1.844703
- 2021-11-18 11:44:57: Saved model on epoch: 34, for epoch finished.
- 2021-11-18 11:44:57: Testing Files length:12
- 2021-11-18 11:45:28: ==========Test Epoch 35 Step: 0
- 2021-11-18 11:45:28: bpp_ae: [0.3924]
- 2021-11-18 11:45:28: bpp_hyper: [0.082]
- 2021-11-18 11:45:28: bpp: [0.4744]
- 2021-11-18 11:45:28: IoU: [0.6998]
- 2021-11-18 11:45:28: ========================================
- Training Epoch: 35
- 2021-11-18 11:45:28: alpha:10 beta:3.0
- 2021-11-18 11:45:28: LR:1e-05
- 2021-11-18 11:45:28: Training Files length:1000
- 2021-11-18 11:48:50: Running time:(mins): 2331
- 2021-11-18 11:48:50: ==========Train Epoch 35 Step: 35049
- 2021-11-18 11:48:50: bpp_ae: [0.4305]
- 2021-11-18 11:48:50: bpp_hyper: [0.1077]
- 2021-11-18 11:48:50: bpp: [0.5382]
- 2021-11-18 11:48:50: IoU: [0.6926]
- 2021-11-18 11:48:50: train_zeros:0.031657003
- 2021-11-18 11:48:50: train_ones:0.03724867
- 2021-11-18 11:48:50: train_distortion:0.13221967
- 2021-11-18 11:48:50: train_loss:1.859765
- 2021-11-18 11:52:05: Running time:(mins): 2334
- 2021-11-18 11:52:05: ==========Train Epoch 35 Step: 35099
- 2021-11-18 11:52:05: bpp_ae: [0.4294]
- 2021-11-18 11:52:05: bpp_hyper: [0.1109]
- 2021-11-18 11:52:05: bpp: [0.5403]
- 2021-11-18 11:52:05: IoU: [0.6961]
- 2021-11-18 11:52:05: train_zeros:0.02503013
- 2021-11-18 11:52:05: train_ones:0.036643617
- 2021-11-18 11:52:05: train_distortion:0.11173401
- 2021-11-18 11:52:05: train_loss:1.6466098
- 2021-11-18 11:55:24: Running time:(mins): 2337
- 2021-11-18 11:55:24: ==========Train Epoch 35 Step: 35149
- 2021-11-18 11:55:24: bpp_ae: [0.4347]
- 2021-11-18 11:55:24: bpp_hyper: [0.1119]
- 2021-11-18 11:55:24: bpp: [0.5467]
- 2021-11-18 11:55:24: IoU: [0.6949]
- 2021-11-18 11:55:24: train_zeros:0.029913234
- 2021-11-18 11:55:24: train_ones:0.042551022
- 2021-11-18 11:55:24: train_distortion:0.13229072
- 2021-11-18 11:55:24: train_loss:1.8481205
- 2021-11-18 11:58:48: Running time:(mins): 2341
- 2021-11-18 11:58:48: ==========Train Epoch 35 Step: 35199
- 2021-11-18 11:58:48: bpp_ae: [0.4307]
- 2021-11-18 11:58:48: bpp_hyper: [0.1116]
- 2021-11-18 11:58:48: bpp: [0.5422]
- 2021-11-18 11:58:48: IoU: [0.7023]
- 2021-11-18 11:58:48: train_zeros:0.026595578
- 2021-11-18 11:58:48: train_ones:0.038285416
- 2021-11-18 11:58:48: train_distortion:0.11807215
- 2021-11-18 11:58:48: train_loss:1.7297522
- 2021-11-18 12:02:12: Running time:(mins): 2344
- 2021-11-18 12:02:12: ==========Train Epoch 35 Step: 35249
- 2021-11-18 12:02:12: bpp_ae: [0.4335]
- 2021-11-18 12:02:12: bpp_hyper: [0.1095]
- 2021-11-18 12:02:12: bpp: [0.543]
- 2021-11-18 12:02:12: IoU: [0.7001]
- 2021-11-18 12:02:12: train_zeros:0.027921384
- 2021-11-18 12:02:12: train_ones:0.03819257
- 2021-11-18 12:02:12: train_distortion:0.12195672
- 2021-11-18 12:02:12: train_loss:1.75157
- 2021-11-18 12:05:29: Running time:(mins): 2347
- 2021-11-18 12:05:29: ==========Train Epoch 35 Step: 35299
- 2021-11-18 12:05:29: bpp_ae: [0.4361]
- 2021-11-18 12:05:29: bpp_hyper: [0.1124]
- 2021-11-18 12:05:29: bpp: [0.5485]
- 2021-11-18 12:05:29: IoU: [0.6995]
- 2021-11-18 12:05:29: train_zeros:0.015468915
- 2021-11-18 12:05:29: train_ones:0.03142297
- 2021-11-18 12:05:29: train_distortion:0.07782972
- 2021-11-18 12:05:29: train_loss:1.364597
- 2021-11-18 12:08:46: Running time:(mins): 2351
- 2021-11-18 12:08:46: ==========Train Epoch 35 Step: 35349
- 2021-11-18 12:08:46: bpp_ae: [0.4353]
- 2021-11-18 12:08:46: bpp_hyper: [0.1094]
- 2021-11-18 12:08:46: bpp: [0.5447]
- 2021-11-18 12:08:46: IoU: [0.69]
- 2021-11-18 12:08:46: train_zeros:0.030903786
- 2021-11-18 12:08:46: train_ones:0.03897144
- 2021-11-18 12:08:46: train_distortion:0.1316828
- 2021-11-18 12:08:46: train_loss:1.867914
- 2021-11-18 12:12:06: Running time:(mins): 2354
- 2021-11-18 12:12:06: ==========Train Epoch 35 Step: 35399
- 2021-11-18 12:12:06: bpp_ae: [0.4375]
- 2021-11-18 12:12:06: bpp_hyper: [0.111]
- 2021-11-18 12:12:06: bpp: [0.5485]
- 2021-11-18 12:12:06: IoU: [0.695]
- 2021-11-18 12:12:06: train_zeros:0.030259738
- 2021-11-18 12:12:06: train_ones:0.038712323
- 2021-11-18 12:12:06: train_distortion:0.12949154
- 2021-11-18 12:12:06: train_loss:1.8817878
- 2021-11-18 12:15:30: Running time:(mins): 2357
- 2021-11-18 12:15:30: ==========Train Epoch 35 Step: 35449
- 2021-11-18 12:15:30: bpp_ae: [0.4328]
- 2021-11-18 12:15:30: bpp_hyper: [0.1133]
- 2021-11-18 12:15:30: bpp: [0.5461]
- 2021-11-18 12:15:30: IoU: [0.6992]
- 2021-11-18 12:15:30: train_zeros:0.026301878
- 2021-11-18 12:15:30: train_ones:0.032314025
- 2021-11-18 12:15:30: train_distortion:0.11121966
- 2021-11-18 12:15:30: train_loss:1.655721
- 2021-11-18 12:18:45: Running time:(mins): 2361
- 2021-11-18 12:18:45: ==========Train Epoch 35 Step: 35499
- 2021-11-18 12:18:45: bpp_ae: [0.4292]
- 2021-11-18 12:18:45: bpp_hyper: [0.1123]
- 2021-11-18 12:18:45: bpp: [0.5415]
- 2021-11-18 12:18:45: IoU: [0.6986]
- 2021-11-18 12:18:45: train_zeros:0.029687595
- 2021-11-18 12:18:45: train_ones:0.043855526
- 2021-11-18 12:18:45: train_distortion:0.1329183
- 2021-11-18 12:18:45: train_loss:1.8449202
- 2021-11-18 12:22:07: Running time:(mins): 2364
- 2021-11-18 12:22:07: ==========Train Epoch 35 Step: 35549
- 2021-11-18 12:22:07: bpp_ae: [0.428]
- 2021-11-18 12:22:07: bpp_hyper: [0.1102]
- 2021-11-18 12:22:07: bpp: [0.5382]
- 2021-11-18 12:22:07: IoU: [0.7058]
- 2021-11-18 12:22:07: train_zeros:0.032153286
- 2021-11-18 12:22:07: train_ones:0.0437569
- 2021-11-18 12:22:07: train_distortion:0.14021675
- 2021-11-18 12:22:07: train_loss:1.9303719
- 2021-11-18 12:25:30: Running time:(mins): 2367
- 2021-11-18 12:25:30: ==========Train Epoch 35 Step: 35599
- 2021-11-18 12:25:30: bpp_ae: [0.4268]
- 2021-11-18 12:25:30: bpp_hyper: [0.1097]
- 2021-11-18 12:25:30: bpp: [0.5365]
- 2021-11-18 12:25:30: IoU: [0.6876]
- 2021-11-18 12:25:30: train_zeros:0.027636336
- 2021-11-18 12:25:30: train_ones:0.032839313
- 2021-11-18 12:25:30: train_distortion:0.11574832
- 2021-11-18 12:25:30: train_loss:1.6929789
- 2021-11-18 12:28:46: Running time:(mins): 2371
- 2021-11-18 12:28:46: ==========Train Epoch 35 Step: 35649
- 2021-11-18 12:28:46: bpp_ae: [0.4276]
- 2021-11-18 12:28:46: bpp_hyper: [0.1104]
- 2021-11-18 12:28:46: bpp: [0.538]
- 2021-11-18 12:28:46: IoU: [0.6972]
- 2021-11-18 12:28:46: train_zeros:0.020877007
- 2021-11-18 12:28:46: train_ones:0.03829375
- 2021-11-18 12:28:46: train_distortion:0.100924775
- 2021-11-18 12:28:46: train_loss:1.5571132
- 2021-11-18 12:32:18: Running time:(mins): 2374
- 2021-11-18 12:32:18: ==========Train Epoch 35 Step: 35699
- 2021-11-18 12:32:18: bpp_ae: [0.4281]
- 2021-11-18 12:32:18: bpp_hyper: [0.1103]
- 2021-11-18 12:32:18: bpp: [0.5385]
- 2021-11-18 12:32:18: IoU: [0.6993]
- 2021-11-18 12:32:18: train_zeros:0.02747375
- 2021-11-18 12:32:18: train_ones:0.040441163
- 2021-11-18 12:32:18: train_distortion:0.12286241
- 2021-11-18 12:32:18: train_loss:1.7719495
- 2021-11-18 12:35:34: Running time:(mins): 2377
- 2021-11-18 12:35:34: ==========Train Epoch 35 Step: 35749
- 2021-11-18 12:35:34: bpp_ae: [0.4313]
- 2021-11-18 12:35:34: bpp_hyper: [0.1112]
- 2021-11-18 12:35:34: bpp: [0.5425]
- 2021-11-18 12:35:34: IoU: [0.696]
- 2021-11-18 12:35:34: train_zeros:0.0429001
- 2021-11-18 12:35:34: train_ones:0.05492676
- 2021-11-18 12:35:34: train_distortion:0.18362707
- 2021-11-18 12:35:34: train_loss:2.3841815
- 2021-11-18 12:39:02: Running time:(mins): 2381
- 2021-11-18 12:39:02: ==========Train Epoch 35 Step: 35799
- 2021-11-18 12:39:02: bpp_ae: [0.4367]
- 2021-11-18 12:39:02: bpp_hyper: [0.1111]
- 2021-11-18 12:39:02: bpp: [0.5478]
- 2021-11-18 12:39:02: IoU: [0.6879]
- 2021-11-18 12:39:02: train_zeros:0.05504999
- 2021-11-18 12:39:02: train_ones:0.05298139
- 2021-11-18 12:39:02: train_distortion:0.21813136
- 2021-11-18 12:39:02: train_loss:2.7060049
- 2021-11-18 12:42:25: Running time:(mins): 2384
- 2021-11-18 12:42:25: ==========Train Epoch 35 Step: 35849
- 2021-11-18 12:42:25: bpp_ae: [0.4317]
- 2021-11-18 12:42:25: bpp_hyper: [0.1124]
- 2021-11-18 12:42:25: bpp: [0.5441]
- 2021-11-18 12:42:25: IoU: [0.6923]
- 2021-11-18 12:42:25: train_zeros:0.01737872
- 2021-11-18 12:42:25: train_ones:0.043230325
- 2021-11-18 12:42:25: train_distortion:0.095366485
- 2021-11-18 12:42:25: train_loss:1.5804768
- 2021-11-18 12:45:56: Running time:(mins): 2388
- 2021-11-18 12:45:56: ==========Train Epoch 35 Step: 35899
- 2021-11-18 12:45:56: bpp_ae: [0.4374]
- 2021-11-18 12:45:56: bpp_hyper: [0.1122]
- 2021-11-18 12:45:56: bpp: [0.5496]
- 2021-11-18 12:45:56: IoU: [0.6898]
- 2021-11-18 12:45:56: train_zeros:0.022990393
- 2021-11-18 12:45:56: train_ones:0.036321025
- 2021-11-18 12:45:56: train_distortion:0.1052922
- 2021-11-18 12:45:56: train_loss:1.6210655
- 2021-11-18 12:49:17: Running time:(mins): 2391
- 2021-11-18 12:49:17: ==========Train Epoch 35 Step: 35949
- 2021-11-18 12:49:17: bpp_ae: [0.426]
- 2021-11-18 12:49:17: bpp_hyper: [0.1075]
- 2021-11-18 12:49:17: bpp: [0.5335]
- 2021-11-18 12:49:17: IoU: [0.6945]
- 2021-11-18 12:49:17: train_zeros:0.034580544
- 2021-11-18 12:49:17: train_ones:0.04018684
- 2021-11-18 12:49:17: train_distortion:0.14392847
- 2021-11-18 12:49:17: train_loss:1.9681194
- 2021-11-18 12:52:45: Running time:(mins): 2395
- 2021-11-18 12:52:45: ==========Train Epoch 35 Step: 35999
- 2021-11-18 12:52:45: bpp_ae: [0.4182]
- 2021-11-18 12:52:45: bpp_hyper: [0.1084]
- 2021-11-18 12:52:45: bpp: [0.5266]
- 2021-11-18 12:52:45: IoU: [0.696]
- 2021-11-18 12:52:45: train_zeros:0.025770336
- 2021-11-18 12:52:45: train_ones:0.046803083
- 2021-11-18 12:52:45: train_distortion:0.124114096
- 2021-11-18 12:52:45: train_loss:1.7988389
- 2021-11-18 12:52:45: Saved model on epoch: 35, for epoch finished. 可以
- 2021-11-18 12:52:45: Testing Files length:12
- 2021-11-18 12:53:14: ==========Test Epoch 36 Step: 0
- 2021-11-18 12:53:14: bpp_ae: [0.3964]
- 2021-11-18 12:53:14: bpp_hyper: [0.0816]
- 2021-11-18 12:53:14: bpp: [0.478]
- 2021-11-18 12:53:14: IoU: [0.6923]
- 2021-11-18 12:53:14: ========================================
- Training Epoch: 36
- 2021-11-18 12:53:14: alpha:10 beta:3.0
- 2021-11-18 12:53:14: LR:1e-05
- 2021-11-18 12:53:14: Training Files length:1000
- 2021-11-18 12:56:36: Running time:(mins): 2398
- 2021-11-18 12:56:36: ==========Train Epoch 36 Step: 36049
- 2021-11-18 12:56:36: bpp_ae: [0.4326]
- 2021-11-18 12:56:36: bpp_hyper: [0.1088]
- 2021-11-18 12:56:36: bpp: [0.5414]
- 2021-11-18 12:56:36: IoU: [0.6963]
- 2021-11-18 12:56:36: train_zeros:0.031107051
- 2021-11-18 12:56:36: train_ones:0.03918471
- 2021-11-18 12:56:36: train_distortion:0.13250586
- 2021-11-18 12:56:36: train_loss:1.8361448
- 2021-11-18 12:59:50: Running time:(mins): 2402
- 2021-11-18 12:59:50: ==========Train Epoch 36 Step: 36099
- 2021-11-18 12:59:50: bpp_ae: [0.4412]
- 2021-11-18 12:59:50: bpp_hyper: [0.1124]
- 2021-11-18 12:59:50: bpp: [0.5536]
- 2021-11-18 12:59:50: IoU: [0.7006]
- 2021-11-18 12:59:50: train_zeros:0.022858473
- 2021-11-18 12:59:50: train_ones:0.038117092
- 2021-11-18 12:59:50: train_distortion:0.10669251
- 2021-11-18 12:59:50: train_loss:1.6618924
- 2021-11-18 13:03:07: Running time:(mins): 2405
- 2021-11-18 13:03:07: ==========Train Epoch 36 Step: 36149
- 2021-11-18 13:03:07: bpp_ae: [0.4312]
- 2021-11-18 13:03:07: bpp_hyper: [0.1105]
- 2021-11-18 13:03:07: bpp: [0.5418]
- 2021-11-18 13:03:07: IoU: [0.6985]
- 2021-11-18 13:03:07: train_zeros:0.035132196
- 2021-11-18 13:03:07: train_ones:0.04428335
- 2021-11-18 13:03:07: train_distortion:0.14967993
- 2021-11-18 13:03:07: train_loss:1.9889148
- 2021-11-18 13:06:30: Running time:(mins): 2408
- 2021-11-18 13:06:30: ==========Train Epoch 36 Step: 36199
- 2021-11-18 13:06:30: bpp_ae: [0.4278]
- 2021-11-18 13:06:30: bpp_hyper: [0.1102]
- 2021-11-18 13:06:30: bpp: [0.538]
- 2021-11-18 13:06:30: IoU: [0.6937]
- 2021-11-18 13:06:30: train_zeros:0.03648569
- 2021-11-18 13:06:30: train_ones:0.041662157
- 2021-11-18 13:06:30: train_distortion:0.15111923
- 2021-11-18 13:06:30: train_loss:2.0298886
- 2021-11-18 13:09:47: Running time:(mins): 2412
- 2021-11-18 13:09:47: ==========Train Epoch 36 Step: 36249
- 2021-11-18 13:09:47: bpp_ae: [0.4301]
- 2021-11-18 13:09:47: bpp_hyper: [0.1126]
- 2021-11-18 13:09:47: bpp: [0.5427]
- 2021-11-18 13:09:47: IoU: [0.6999]
- 2021-11-18 13:09:47: train_zeros:0.02051253
- 2021-11-18 13:09:47: train_ones:0.031569015
- 2021-11-18 13:09:47: train_distortion:0.09310661
- 2021-11-18 13:09:47: train_loss:1.4997475
- 2021-11-18 13:13:03: Running time:(mins): 2415
- 2021-11-18 13:13:03: ==========Train Epoch 36 Step: 36299
- 2021-11-18 13:13:03: bpp_ae: [0.4305]
- 2021-11-18 13:13:03: bpp_hyper: [0.1114]
- 2021-11-18 13:13:03: bpp: [0.5419]
- 2021-11-18 13:13:03: IoU: [0.6944]
- 2021-11-18 13:13:03: train_zeros:0.026515594
- 2021-11-18 13:13:03: train_ones:0.03265921
- 2021-11-18 13:13:03: train_distortion:0.11220599
- 2021-11-18 13:13:03: train_loss:1.6159319
- 2021-11-18 13:16:30: Running time:(mins): 2418
- 2021-11-18 13:16:30: ==========Train Epoch 36 Step: 36349
- 2021-11-18 13:16:30: bpp_ae: [0.4293]
- 2021-11-18 13:16:30: bpp_hyper: [0.1103]
- 2021-11-18 13:16:30: bpp: [0.5396]
- 2021-11-18 13:16:30: IoU: [0.7003]
- 2021-11-18 13:16:30: train_zeros:0.03654628
- 2021-11-18 13:16:30: train_ones:0.034650017
- 2021-11-18 13:16:30: train_distortion:0.14428885
- 2021-11-18 13:16:30: train_loss:1.9540541
- 2021-11-18 13:19:57: Running time:(mins): 2422
- 2021-11-18 13:19:57: ==========Train Epoch 36 Step: 36399
- 2021-11-18 13:19:57: bpp_ae: [0.4262]
- 2021-11-18 13:19:57: bpp_hyper: [0.1071]
- 2021-11-18 13:19:57: bpp: [0.5333]
- 2021-11-18 13:19:57: IoU: [0.6936]
- 2021-11-18 13:19:57: train_zeros:0.031775586
- 2021-11-18 13:19:57: train_ones:0.041981306
- 2021-11-18 13:19:57: train_distortion:0.13730806
- 2021-11-18 13:19:57: train_loss:1.886042
- 2021-11-18 13:23:20: Running time:(mins): 2425
- 2021-11-18 13:23:20: ==========Train Epoch 36 Step: 36449
- 2021-11-18 13:23:20: bpp_ae: [0.4288]
- 2021-11-18 13:23:20: bpp_hyper: [0.1099]
- 2021-11-18 13:23:20: bpp: [0.5386]
- 2021-11-18 13:23:20: IoU: [0.6915]
- 2021-11-18 13:23:20: train_zeros:0.038942795
- 2021-11-18 13:23:20: train_ones:0.045171544
- 2021-11-18 13:23:20: train_distortion:0.16199993
- 2021-11-18 13:23:20: train_loss:2.1666365
- 2021-11-18 13:26:46: Running time:(mins): 2429
- 2021-11-18 13:26:46: ==========Train Epoch 36 Step: 36499
- 2021-11-18 13:26:46: bpp_ae: [0.4312]
- 2021-11-18 13:26:46: bpp_hyper: [0.1101]
- 2021-11-18 13:26:46: bpp: [0.5413]
- 2021-11-18 13:26:46: IoU: [0.7024]
- 2021-11-18 13:26:46: train_zeros:0.019718543
- 2021-11-18 13:26:46: train_ones:0.04175768
- 2021-11-18 13:26:46: train_distortion:0.10091331
- 2021-11-18 13:26:46: train_loss:1.5969367
- 2021-11-18 13:30:12: Running time:(mins): 2432
- 2021-11-18 13:30:12: ==========Train Epoch 36 Step: 36549
- 2021-11-18 13:30:12: bpp_ae: [0.4325]
- 2021-11-18 13:30:12: bpp_hyper: [0.1118]
- 2021-11-18 13:30:12: bpp: [0.5443]
- 2021-11-18 13:30:12: IoU: [0.7002]
- 2021-11-18 13:30:12: train_zeros:0.018379204
- 2021-11-18 13:30:12: train_ones:0.029493298
- 2021-11-18 13:30:12: train_distortion:0.08463091
- 2021-11-18 13:30:12: train_loss:1.4098277
- 2021-11-18 13:33:36: Running time:(mins): 2435
- 2021-11-18 13:33:36: ==========Train Epoch 36 Step: 36599
- 2021-11-18 13:33:36: bpp_ae: [0.4226]
- 2021-11-18 13:33:36: bpp_hyper: [0.1075]
- 2021-11-18 13:33:36: bpp: [0.5301]
- 2021-11-18 13:33:36: IoU: [0.6882]
- 2021-11-18 13:33:36: train_zeros:0.038022116
- 2021-11-18 13:33:36: train_ones:0.046834853
- 2021-11-18 13:33:36: train_distortion:0.1609012
- 2021-11-18 13:33:36: train_loss:2.1161182
- 2021-11-18 13:36:59: Running time:(mins): 2439
- 2021-11-18 13:36:59: ==========Train Epoch 36 Step: 36649
- 2021-11-18 13:36:59: bpp_ae: [0.4296]
- 2021-11-18 13:36:59: bpp_hyper: [0.1117]
- 2021-11-18 13:36:59: bpp: [0.5413]
- 2021-11-18 13:36:59: IoU: [0.6915]
- 2021-11-18 13:36:59: train_zeros:0.036152687
- 2021-11-18 13:36:59: train_ones:0.034128323
- 2021-11-18 13:36:59: train_distortion:0.14258638
- 2021-11-18 13:36:59: train_loss:1.9493234
- 2021-11-18 13:40:25: Running time:(mins): 2442
- 2021-11-18 13:40:25: ==========Train Epoch 36 Step: 36699
- 2021-11-18 13:40:25: bpp_ae: [0.4341]
- 2021-11-18 13:40:25: bpp_hyper: [0.1061]
- 2021-11-18 13:40:25: bpp: [0.5402]
- 2021-11-18 13:40:25: IoU: [0.6958]
- 2021-11-18 13:40:25: train_zeros:0.024702644
- 2021-11-18 13:40:25: train_ones:0.039892215
- 2021-11-18 13:40:25: train_distortion:0.11400014
- 2021-11-18 13:40:25: train_loss:1.6753284
- 2021-11-18 13:43:47: Running time:(mins): 2446
- 2021-11-18 13:43:47: ==========Train Epoch 36 Step: 36749
- 2021-11-18 13:43:47: bpp_ae: [0.4295]
- 2021-11-18 13:43:47: bpp_hyper: [0.1085]
- 2021-11-18 13:43:47: bpp: [0.538]
- 2021-11-18 13:43:47: IoU: [0.701]
- 2021-11-18 13:43:47: train_zeros:0.034387395
- 2021-11-18 13:43:47: train_ones:0.039457288
- 2021-11-18 13:43:47: train_distortion:0.14261948
- 2021-11-18 13:43:47: train_loss:1.9276873
- 2021-11-18 13:47:19: Running time:(mins): 2449
- 2021-11-18 13:47:19: ==========Train Epoch 36 Step: 36799
- 2021-11-18 13:47:19: bpp_ae: [0.4255]
- 2021-11-18 13:47:19: bpp_hyper: [0.1088]
- 2021-11-18 13:47:19: bpp: [0.5343]
- 2021-11-18 13:47:19: IoU: [0.6969]
- 2021-11-18 13:47:19: train_zeros:0.023052393
- 2021-11-18 13:47:19: train_ones:0.04139915
- 2021-11-18 13:47:19: train_distortion:0.11055633
- 2021-11-18 13:47:19: train_loss:1.668992
- 2021-11-18 13:50:52: Running time:(mins): 2453
- 2021-11-18 13:50:52: ==========Train Epoch 36 Step: 36849
- 2021-11-18 13:50:52: bpp_ae: [0.4317]
- 2021-11-18 13:50:52: bpp_hyper: [0.1085]
- 2021-11-18 13:50:52: bpp: [0.5402]
- 2021-11-18 13:50:52: IoU: [0.6998]
- 2021-11-18 13:50:52: train_zeros:0.028219666
- 2021-11-18 13:50:52: train_ones:0.02568138
- 2021-11-18 13:50:52: train_distortion:0.11034037
- 2021-11-18 13:50:52: train_loss:1.6313344
- 2021-11-18 13:54:30: Running time:(mins): 2456
- 2021-11-18 13:54:30: ==========Train Epoch 36 Step: 36899
- 2021-11-18 13:54:30: bpp_ae: [0.4304]
- 2021-11-18 13:54:30: bpp_hyper: [0.1079]
- 2021-11-18 13:54:30: bpp: [0.5384]
- 2021-11-18 13:54:30: IoU: [0.693]
- 2021-11-18 13:54:30: train_zeros:0.03951996
- 2021-11-18 13:54:30: train_ones:0.055378046
- 2021-11-18 13:54:30: train_distortion:0.17393792
- 2021-11-18 13:54:30: train_loss:2.2933807
- 2021-11-18 13:58:02: Running time:(mins): 2460
- 2021-11-18 13:58:02: ==========Train Epoch 36 Step: 36949
- 2021-11-18 13:58:02: bpp_ae: [0.43]
- 2021-11-18 13:58:02: bpp_hyper: [0.1084]
- 2021-11-18 13:58:02: bpp: [0.5384]
- 2021-11-18 13:58:02: IoU: [0.7002]
- 2021-11-18 13:58:02: train_zeros:0.0232485
- 2021-11-18 13:58:02: train_ones:0.03575802
- 2021-11-18 13:58:02: train_distortion:0.105503514
- 2021-11-18 13:58:02: train_loss:1.6127436
- 2021-11-18 14:01:38: Running time:(mins): 2463
- 2021-11-18 14:01:38: ==========Train Epoch 36 Step: 36999
- 2021-11-18 14:01:38: bpp_ae: [0.4305]
- 2021-11-18 14:01:38: bpp_hyper: [0.107]
- 2021-11-18 14:01:38: bpp: [0.5375]
- 2021-11-18 14:01:38: IoU: [0.6952]
- 2021-11-18 14:01:38: train_zeros:0.021884175
- 2021-11-18 14:01:38: train_ones:0.033516627
- 2021-11-18 14:01:38: train_distortion:0.09916915
- 2021-11-18 14:01:38: train_loss:1.5372692
- 2021-11-18 14:01:38: Saved model on epoch: 36, for epoch finished.
- 2021-11-18 14:01:38: Testing Files length:12
- 2021-11-18 14:02:13: ==========Test Epoch 37 Step: 0
- 2021-11-18 14:02:13: bpp_ae: [0.3953]
- 2021-11-18 14:02:13: bpp_hyper: [0.0825]
- 2021-11-18 14:02:13: bpp: [0.4777]
- 2021-11-18 14:02:13: IoU: [0.689]
|