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- 2021-11-19 20:17:28: Loaded checkpoint from /userhome/PCGCv1/tensorlayer2/ckpts/hyper_tl1/epoch_35.npz
- 2021-11-19 20:17:28: 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<>
- >
- 2021-11-19 20:17:30: ========================================
- Training Epoch: 0
- 2021-11-19 20:17:30: alpha:6 beta:3.0
- 2021-11-19 20:17:30: LR:0.0002
- 2021-11-19 20:17:30: Training Files length:1000
- 2021-11-19 20:21:06: Saved model on epoch: 0, global_step: 49, for better bpp.
- 2021-11-19 20:21:07: Running time:(mins): 4
- 2021-11-19 20:21:07: ==========Train Epoch 0 Step: 49
- 2021-11-19 20:21:07: bpp_ae: [0.4807]
- 2021-11-19 20:21:07: bpp_hyper: [0.1101]
- 2021-11-19 20:21:07: bpp: [0.5909]
- 2021-11-19 20:21:07: IoU: [0.5747]
- 2021-11-19 20:21:07: train_zeros:0.028812714
- 2021-11-19 20:21:07: train_ones:0.050865687
- 2021-11-19 20:21:07: train_distortion:0.13730383
- 2021-11-19 20:21:07: train_loss:1.3443446
- 2021-11-19 20:24:38: Saved model on epoch: 0, global_step: 99, for better bpp.
- 2021-11-19 20:24:39: Running time:(mins): 7
- 2021-11-19 20:24:39: ==========Train Epoch 0 Step: 99
- 2021-11-19 20:24:39: bpp_ae: [0.4189]
- 2021-11-19 20:24:39: bpp_hyper: [0.1092]
- 2021-11-19 20:24:39: bpp: [0.5281]
- 2021-11-19 20:24:39: IoU: [0.67]
- 2021-11-19 20:24:39: train_zeros:0.03390582
- 2021-11-19 20:24:39: train_ones:0.04525833
- 2021-11-19 20:24:39: train_distortion:0.14697579
- 2021-11-19 20:24:39: train_loss:1.392477
- 2021-11-19 20:28:02: Running time:(mins): 11
- 2021-11-19 20:28:02: ==========Train Epoch 0 Step: 149
- 2021-11-19 20:28:02: bpp_ae: [0.4232]
- 2021-11-19 20:28:02: bpp_hyper: [0.1072]
- 2021-11-19 20:28:02: bpp: [0.5304]
- 2021-11-19 20:28:02: IoU: [0.6815]
- 2021-11-19 20:28:02: train_zeros:0.020223873
- 2021-11-19 20:28:02: train_ones:0.035507284
- 2021-11-19 20:28:02: train_distortion:0.096178904
- 2021-11-19 20:28:02: train_loss:1.1161319
- 2021-11-19 20:31:32: Saved model on epoch: 0, global_step: 199, for better bpp.
- 2021-11-19 20:31:32: Running time:(mins): 14
- 2021-11-19 20:31:32: ==========Train Epoch 0 Step: 199
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- 2021-11-19 20:35:16: ==========Train Epoch 0 Step: 249
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- 2021-11-19 20:38:44: ==========Train Epoch 0 Step: 299
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- 2021-11-19 20:42:12: ==========Train Epoch 0 Step: 349
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- 2021-11-19 20:49:07: ==========Train Epoch 0 Step: 449
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- 2021-11-19 20:52:32: ==========Train Epoch 0 Step: 499
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- 2021-11-19 21:02:33: ==========Train Epoch 0 Step: 649
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- 2021-11-19 21:09:06: ==========Train Epoch 0 Step: 749
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- 2021-11-19 21:25:25: Testing Files length:12
- 2021-11-19 21:25:50: ==========Test Epoch 1 Step: 0
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- 2021-11-19 21:25:50: ========================================
- Training Epoch: 1
- 2021-11-19 21:25:50: alpha:6 beta:3.0
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- 2021-11-19 21:25:50: Training Files length:1000
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- 2021-11-19 21:29:05: ==========Train Epoch 1 Step: 1049
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- 2021-11-19 21:42:11: ==========Train Epoch 1 Step: 1249
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- 2021-11-19 21:45:23: ==========Train Epoch 1 Step: 1299
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- 2021-11-19 21:52:02: ==========Train Epoch 1 Step: 1399
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- 2021-11-19 21:55:11: ==========Train Epoch 1 Step: 1449
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- 2021-11-19 21:58:25: Running time:(mins): 101
- 2021-11-19 21:58:25: ==========Train Epoch 1 Step: 1499
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- 2021-11-19 22:04:50: ==========Train Epoch 1 Step: 1599
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- 2021-11-19 22:08:03: ==========Train Epoch 1 Step: 1649
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- 2021-11-19 22:11:08: ==========Train Epoch 1 Step: 1699
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- 2021-11-19 22:17:20: train_loss:1.4776058
- 2021-11-19 22:20:30: Running time:(mins): 123
- 2021-11-19 22:20:30: ==========Train Epoch 1 Step: 1849
- 2021-11-19 22:20:30: bpp_ae: [0.4026]
- 2021-11-19 22:20:30: bpp_hyper: [0.1033]
- 2021-11-19 22:20:30: bpp: [0.5059]
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- 2021-11-19 22:20:30: train_zeros:0.020448672
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- 2021-11-19 22:20:30: train_loss:1.2145299
- 2021-11-19 22:23:38: Saved model on epoch: 1, global_step: 1899, for better bpp.
- 2021-11-19 22:23:39: Running time:(mins): 126
- 2021-11-19 22:23:39: ==========Train Epoch 1 Step: 1899
- 2021-11-19 22:23:39: bpp_ae: [0.3757]
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- 2021-11-19 22:26:46: Running time:(mins): 129
- 2021-11-19 22:26:46: ==========Train Epoch 1 Step: 1949
- 2021-11-19 22:26:46: bpp_ae: [0.3837]
- 2021-11-19 22:26:46: bpp_hyper: [0.1028]
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- 2021-11-19 22:29:48: Running time:(mins): 132
- 2021-11-19 22:29:48: ==========Train Epoch 1 Step: 1999
- 2021-11-19 22:29:48: bpp_ae: [0.3836]
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- 2021-11-19 22:29:48: train_loss:1.4644835
- 2021-11-19 22:29:48: Saved model on epoch: 1, for epoch finished.
- 2021-11-19 22:29:49: Testing Files length:12
- 2021-11-19 22:30:14: ==========Test Epoch 2 Step: 0
- 2021-11-19 22:30:14: bpp_ae: [0.3184]
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- 2021-11-19 22:30:14: ========================================
- Training Epoch: 2
- 2021-11-19 22:30:14: alpha:6 beta:3.0
- 2021-11-19 22:30:14: LR:0.0002
- 2021-11-19 22:30:14: Training Files length:1000
- 2021-11-19 22:33:22: Running time:(mins): 136
- 2021-11-19 22:33:22: ==========Train Epoch 2 Step: 2049
- 2021-11-19 22:33:22: bpp_ae: [0.3862]
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- 2021-11-19 22:36:36: Running time:(mins): 139
- 2021-11-19 22:36:36: ==========Train Epoch 2 Step: 2099
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- 2021-11-19 22:39:50: Running time:(mins): 142
- 2021-11-19 22:39:50: ==========Train Epoch 2 Step: 2149
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- 2021-11-19 22:43:00: Running time:(mins): 146
- 2021-11-19 22:43:00: ==========Train Epoch 2 Step: 2199
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- 2021-11-19 22:46:14: Running time:(mins): 149
- 2021-11-19 22:46:14: ==========Train Epoch 2 Step: 2249
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- 2021-11-19 22:49:12: Running time:(mins): 152
- 2021-11-19 22:49:12: ==========Train Epoch 2 Step: 2299
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- 2021-11-19 22:52:13: Running time:(mins): 155
- 2021-11-19 22:52:13: ==========Train Epoch 2 Step: 2349
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- 2021-11-19 22:55:10: Running time:(mins): 158
- 2021-11-19 22:55:10: ==========Train Epoch 2 Step: 2399
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- 2021-11-19 22:58:05: Running time:(mins): 161
- 2021-11-19 22:58:05: ==========Train Epoch 2 Step: 2449
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- 2021-11-19 23:01:02: ==========Train Epoch 2 Step: 2499
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- 2021-11-19 23:04:05: Running time:(mins): 167
- 2021-11-19 23:04:05: ==========Train Epoch 2 Step: 2549
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- 2021-11-19 23:07:02: ==========Train Epoch 2 Step: 2599
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- 2021-11-19 23:10:04: ==========Train Epoch 2 Step: 2649
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- 2021-11-19 23:13:00: ==========Train Epoch 2 Step: 2699
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- 2021-11-19 23:16:02: ==========Train Epoch 2 Step: 2749
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- 2021-11-19 23:19:02: ==========Train Epoch 2 Step: 2799
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- 2021-11-19 23:22:11: ==========Train Epoch 2 Step: 2849
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- 2021-11-19 23:25:21: Running time:(mins): 188
- 2021-11-19 23:25:21: ==========Train Epoch 2 Step: 2899
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- 2021-11-19 23:28:28: Running time:(mins): 191
- 2021-11-19 23:28:28: ==========Train Epoch 2 Step: 2949
- 2021-11-19 23:28:28: bpp_ae: [0.3866]
- 2021-11-19 23:28:28: bpp_hyper: [0.0994]
- 2021-11-19 23:28:28: bpp: [0.486]
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- 2021-11-19 23:28:28: train_zeros:0.02726782
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- 2021-11-19 23:28:28: train_distortion:0.13463524
- 2021-11-19 23:28:28: train_loss:1.2981197
- 2021-11-19 23:31:33: Running time:(mins): 194
- 2021-11-19 23:31:33: ==========Train Epoch 2 Step: 2999
- 2021-11-19 23:31:33: bpp_ae: [0.3875]
- 2021-11-19 23:31:33: bpp_hyper: [0.102]
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- 2021-11-19 23:31:33: IoU: [0.6673]
- 2021-11-19 23:31:33: train_zeros:0.046236746
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- 2021-11-19 23:31:33: train_loss:1.4916303
- 2021-11-19 23:31:33: Saved model on epoch: 2, for epoch finished.
- 2021-11-19 23:31:33: Testing Files length:12
- 2021-11-19 23:31:58: ==========Test Epoch 3 Step: 0
- 2021-11-19 23:31:58: bpp_ae: [0.3103]
- 2021-11-19 23:31:58: bpp_hyper: [0.0769]
- 2021-11-19 23:31:58: bpp: [0.3872]
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- 2021-11-19 23:31:58: ========================================
- Training Epoch: 3
- 2021-11-19 23:31:58: alpha:6 beta:3.0
- 2021-11-19 23:31:58: LR:0.0002
- 2021-11-19 23:31:58: Training Files length:1000
- 2021-11-19 23:34:57: Running time:(mins): 197
- 2021-11-19 23:34:57: ==========Train Epoch 3 Step: 3049
- 2021-11-19 23:34:57: bpp_ae: [0.3909]
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- 2021-11-19 23:37:55: Running time:(mins): 200
- 2021-11-19 23:37:55: ==========Train Epoch 3 Step: 3099
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- 2021-11-19 23:40:49: Running time:(mins): 203
- 2021-11-19 23:40:49: ==========Train Epoch 3 Step: 3149
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- 2021-11-19 23:43:43: Running time:(mins): 206
- 2021-11-19 23:43:43: ==========Train Epoch 3 Step: 3199
- 2021-11-19 23:43:43: bpp_ae: [0.382]
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- 2021-11-19 23:46:43: Running time:(mins): 209
- 2021-11-19 23:46:43: ==========Train Epoch 3 Step: 3249
- 2021-11-19 23:46:43: bpp_ae: [0.3925]
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- 2021-11-19 23:49:45: Running time:(mins): 212
- 2021-11-19 23:49:45: ==========Train Epoch 3 Step: 3299
- 2021-11-19 23:49:45: bpp_ae: [0.3908]
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- 2021-11-19 23:52:54: Running time:(mins): 215
- 2021-11-19 23:52:54: ==========Train Epoch 3 Step: 3349
- 2021-11-19 23:52:54: bpp_ae: [0.3803]
- 2021-11-19 23:52:54: bpp_hyper: [0.1001]
- 2021-11-19 23:52:54: bpp: [0.4804]
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- 2021-11-19 23:55:59: Running time:(mins): 219
- 2021-11-19 23:55:59: ==========Train Epoch 3 Step: 3399
- 2021-11-19 23:55:59: bpp_ae: [0.3796]
- 2021-11-19 23:55:59: bpp_hyper: [0.0988]
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- 2021-11-19 23:55:59: train_zeros:0.027562438
- 2021-11-19 23:55:59: train_ones:0.03578916
- 2021-11-19 23:55:59: train_distortion:0.118476465
- 2021-11-19 23:55:59: train_loss:1.2132475
- 2021-11-19 23:59:15: Running time:(mins): 222
- 2021-11-19 23:59:15: ==========Train Epoch 3 Step: 3449
- 2021-11-19 23:59:15: bpp_ae: [0.3766]
- 2021-11-19 23:59:15: bpp_hyper: [0.0995]
- 2021-11-19 23:59:15: bpp: [0.4762]
- 2021-11-19 23:59:15: IoU: [0.6651]
- 2021-11-19 23:59:15: train_zeros:0.03749791
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- 2021-11-19 23:59:15: train_distortion:0.16174352
- 2021-11-19 23:59:15: train_loss:1.3921094
- 2021-11-20 00:02:29: Running time:(mins): 225
- 2021-11-20 00:02:29: ==========Train Epoch 3 Step: 3499
- 2021-11-20 00:02:29: bpp_ae: [0.3874]
- 2021-11-20 00:02:29: bpp_hyper: [0.0978]
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- 2021-11-20 00:05:39: Running time:(mins): 228
- 2021-11-20 00:05:39: ==========Train Epoch 3 Step: 3549
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- 2021-11-20 00:05:39: bpp_hyper: [0.0994]
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- 2021-11-20 00:08:45: Running time:(mins): 231
- 2021-11-20 00:08:45: ==========Train Epoch 3 Step: 3599
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- 2021-11-20 00:11:55: Running time:(mins): 234
- 2021-11-20 00:11:55: ==========Train Epoch 3 Step: 3649
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- 2021-11-20 00:14:56: ==========Train Epoch 3 Step: 3699
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- 2021-11-20 00:18:03: ==========Train Epoch 3 Step: 3749
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- 2021-11-20 00:21:00: ==========Train Epoch 3 Step: 3799
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- 2021-11-20 00:23:57: ==========Train Epoch 3 Step: 3849
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- 2021-11-20 00:26:53: Running time:(mins): 249
- 2021-11-20 00:26:53: ==========Train Epoch 3 Step: 3899
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- 2021-11-20 00:29:55: Running time:(mins): 252
- 2021-11-20 00:29:55: ==========Train Epoch 3 Step: 3949
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- 2021-11-20 00:32:49: Running time:(mins): 255
- 2021-11-20 00:32:49: ==========Train Epoch 3 Step: 3999
- 2021-11-20 00:32:49: bpp_ae: [0.3805]
- 2021-11-20 00:32:49: bpp_hyper: [0.1005]
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- 2021-11-20 00:32:49: train_zeros:0.037087124
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- 2021-11-20 00:32:49: train_distortion:0.1671849
- 2021-11-20 00:32:49: train_loss:1.4786906
- 2021-11-20 00:32:49: Saved model on epoch: 3, for epoch finished.
- 2021-11-20 00:32:49: Testing Files length:12
- 2021-11-20 00:33:11: ==========Test Epoch 4 Step: 0
- 2021-11-20 00:33:11: bpp_ae: [0.3017]
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- 2021-11-20 00:33:12: ========================================
- Training Epoch: 4
- 2021-11-20 00:33:12: alpha:6 beta:3.0
- 2021-11-20 00:33:12: LR:0.0002
- 2021-11-20 00:33:12: Training Files length:1000
- 2021-11-20 00:36:07: Running time:(mins): 259
- 2021-11-20 00:36:07: ==========Train Epoch 4 Step: 4049
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- 2021-11-20 00:38:57: ==========Train Epoch 4 Step: 4099
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- 2021-11-20 00:41:49: Running time:(mins): 264
- 2021-11-20 00:41:49: ==========Train Epoch 4 Step: 4149
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- 2021-11-20 00:44:39: Running time:(mins): 267
- 2021-11-20 00:44:39: ==========Train Epoch 4 Step: 4199
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- 2021-11-20 00:47:32: ==========Train Epoch 4 Step: 4249
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- 2021-11-20 00:47:32: train_loss:1.2136658
- 2021-11-20 00:50:24: Running time:(mins): 273
- 2021-11-20 00:50:24: ==========Train Epoch 4 Step: 4299
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- 2021-11-20 00:50:24: bpp_hyper: [0.098]
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- 2021-11-20 00:50:24: train_zeros:0.0400426
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- 2021-11-20 00:50:24: train_distortion:0.17116344
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- 2021-11-20 00:53:16: Running time:(mins): 276
- 2021-11-20 00:53:16: ==========Train Epoch 4 Step: 4349
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- 2021-11-20 00:53:16: train_loss:1.4563276
- 2021-11-20 00:56:08: Saved model on epoch: 4, global_step: 4399, for better bpp.
- 2021-11-20 00:56:08: Running time:(mins): 279
- 2021-11-20 00:56:08: ==========Train Epoch 4 Step: 4399
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- 2021-11-20 00:56:08: train_distortion:0.20268938
- 2021-11-20 00:56:08: train_loss:1.6716543
- 2021-11-20 00:59:07: Running time:(mins): 282
- 2021-11-20 00:59:07: ==========Train Epoch 4 Step: 4449
- 2021-11-20 00:59:07: bpp_ae: [0.3741]
- 2021-11-20 00:59:07: bpp_hyper: [0.0949]
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- 2021-11-20 00:59:07: train_zeros:0.04830248
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- 2021-11-20 01:02:11: Running time:(mins): 285
- 2021-11-20 01:02:11: ==========Train Epoch 4 Step: 4499
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- 2021-11-20 01:02:11: train_loss:1.3341565
- 2021-11-20 01:05:14: Running time:(mins): 288
- 2021-11-20 01:05:14: ==========Train Epoch 4 Step: 4549
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- 2021-11-20 01:05:14: train_loss:1.2566442
- 2021-11-20 01:08:16: Saved model on epoch: 4, global_step: 4599, for better bpp.
- 2021-11-20 01:08:16: Running time:(mins): 291
- 2021-11-20 01:08:16: ==========Train Epoch 4 Step: 4599
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- 2021-11-20 01:08:16: train_loss:1.2077761
- 2021-11-20 01:11:09: Saved model on epoch: 4, global_step: 4649, for better bpp.
- 2021-11-20 01:11:10: Running time:(mins): 294
- 2021-11-20 01:11:10: ==========Train Epoch 4 Step: 4649
- 2021-11-20 01:11:10: bpp_ae: [0.3568]
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- 2021-11-20 01:11:10: train_zeros:0.03323437
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- 2021-11-20 01:11:10: train_loss:1.3962293
- 2021-11-20 01:14:06: Running time:(mins): 297
- 2021-11-20 01:14:06: ==========Train Epoch 4 Step: 4699
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- 2021-11-20 01:17:16: Running time:(mins): 300
- 2021-11-20 01:17:16: ==========Train Epoch 4 Step: 4749
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- 2021-11-20 01:20:29: Running time:(mins): 303
- 2021-11-20 01:20:29: ==========Train Epoch 4 Step: 4799
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- 2021-11-20 01:23:33: Running time:(mins): 306
- 2021-11-20 01:23:33: ==========Train Epoch 4 Step: 4849
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- 2021-11-20 01:23:33: train_distortion:0.1507574
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- 2021-11-20 01:26:34: Running time:(mins): 309
- 2021-11-20 01:26:34: ==========Train Epoch 4 Step: 4899
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- 2021-11-20 01:26:34: bpp_hyper: [0.0974]
- 2021-11-20 01:26:34: bpp: [0.474]
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- 2021-11-20 01:26:34: train_zeros:0.027064476
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- 2021-11-20 01:26:34: train_distortion:0.11153231
- 2021-11-20 01:26:34: train_loss:1.1398569
- 2021-11-20 01:29:31: Running time:(mins): 312
- 2021-11-20 01:29:31: ==========Train Epoch 4 Step: 4949
- 2021-11-20 01:29:31: bpp_ae: [0.376]
- 2021-11-20 01:29:31: bpp_hyper: [0.0974]
- 2021-11-20 01:29:31: bpp: [0.4734]
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- 2021-11-20 01:29:31: train_zeros:0.02486535
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- 2021-11-20 01:29:31: train_distortion:0.14097765
- 2021-11-20 01:29:31: train_loss:1.3057126
- 2021-11-20 01:32:30: Running time:(mins): 315
- 2021-11-20 01:32:30: ==========Train Epoch 4 Step: 4999
- 2021-11-20 01:32:30: bpp_ae: [0.3642]
- 2021-11-20 01:32:30: bpp_hyper: [0.0975]
- 2021-11-20 01:32:30: bpp: [0.4617]
- 2021-11-20 01:32:30: IoU: [0.6758]
- 2021-11-20 01:32:30: train_zeros:0.037542567
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- 2021-11-20 01:32:30: train_distortion:0.15621616
- 2021-11-20 01:32:30: train_loss:1.3985946
- 2021-11-20 01:32:30: Saved model on epoch: 4, for epoch finished.
- 2021-11-20 01:32:30: Testing Files length:12
- 2021-11-20 01:32:52: ==========Test Epoch 5 Step: 0
- 2021-11-20 01:32:52: bpp_ae: [0.3015]
- 2021-11-20 01:32:52: bpp_hyper: [0.0739]
- 2021-11-20 01:32:52: bpp: [0.3754]
- 2021-11-20 01:32:52: IoU: [0.6523]
- 2021-11-20 01:32:52: ========================================
- Training Epoch: 5
- 2021-11-20 01:32:52: alpha:6 beta:3.0
- 2021-11-20 01:32:53: LR:0.0002
- 2021-11-20 01:32:53: Training Files length:1000
- 2021-11-20 01:35:43: Running time:(mins): 318
- 2021-11-20 01:35:43: ==========Train Epoch 5 Step: 5049
- 2021-11-20 01:35:43: bpp_ae: [0.3647]
- 2021-11-20 01:35:43: bpp_hyper: [0.0986]
- 2021-11-20 01:35:43: bpp: [0.4633]
- 2021-11-20 01:35:43: IoU: [0.6712]
- 2021-11-20 01:35:43: train_zeros:0.031087497
- 2021-11-20 01:35:43: train_ones:0.053597398
- 2021-11-20 01:35:43: train_distortion:0.14685988
- 2021-11-20 01:35:43: train_loss:1.3673522
- 2021-11-20 01:38:32: Running time:(mins): 321
- 2021-11-20 01:38:32: ==========Train Epoch 5 Step: 5099
- 2021-11-20 01:38:32: bpp_ae: [0.3668]
- 2021-11-20 01:38:32: bpp_hyper: [0.0994]
- 2021-11-20 01:38:32: bpp: [0.4662]
- 2021-11-20 01:38:32: IoU: [0.6742]
- 2021-11-20 01:38:32: train_zeros:0.034903053
- 2021-11-20 01:38:32: train_ones:0.034747418
- 2021-11-20 01:38:32: train_distortion:0.13945659
- 2021-11-20 01:38:32: train_loss:1.2901747
- 2021-11-20 01:41:24: Running time:(mins): 324
- 2021-11-20 01:41:24: ==========Train Epoch 5 Step: 5149
- 2021-11-20 01:41:24: bpp_ae: [0.3689]
- 2021-11-20 01:41:24: bpp_hyper: [0.0952]
- 2021-11-20 01:41:24: bpp: [0.4641]
- 2021-11-20 01:41:24: IoU: [0.6646]
- 2021-11-20 01:41:24: train_zeros:0.03752374
- 2021-11-20 01:41:24: train_ones:0.059133936
- 2021-11-20 01:41:24: train_distortion:0.17170516
- 2021-11-20 01:41:24: train_loss:1.454198
- 2021-11-20 01:44:16: Running time:(mins): 327
- 2021-11-20 01:44:16: ==========Train Epoch 5 Step: 5199
- 2021-11-20 01:44:16: bpp_ae: [0.3671]
- 2021-11-20 01:44:16: bpp_hyper: [0.0984]
- 2021-11-20 01:44:16: bpp: [0.4655]
- 2021-11-20 01:44:16: IoU: [0.6712]
- 2021-11-20 01:44:16: train_zeros:0.03972757
- 2021-11-20 01:44:16: train_ones:0.04233842
- 2021-11-20 01:44:16: train_distortion:0.16152112
- 2021-11-20 01:44:16: train_loss:1.4058788
- 2021-11-20 01:47:08: Running time:(mins): 330
- 2021-11-20 01:47:08: ==========Train Epoch 5 Step: 5249
- 2021-11-20 01:47:08: bpp_ae: [0.3699]
- 2021-11-20 01:47:08: bpp_hyper: [0.0992]
- 2021-11-20 01:47:08: bpp: [0.4691]
- 2021-11-20 01:47:08: IoU: [0.6655]
- 2021-11-20 01:47:08: train_zeros:0.037003525
- 2021-11-20 01:47:08: train_ones:0.037057772
- 2021-11-20 01:47:08: train_distortion:0.14806834
- 2021-11-20 01:47:08: train_loss:1.3524827
- 2021-11-20 01:50:05: Running time:(mins): 333
- 2021-11-20 01:50:05: ==========Train Epoch 5 Step: 5299
- 2021-11-20 01:50:05: bpp_ae: [0.3669]
- 2021-11-20 01:50:05: bpp_hyper: [0.0951]
- 2021-11-20 01:50:05: bpp: [0.462]
- 2021-11-20 01:50:05: IoU: [0.6752]
- 2021-11-20 01:50:05: train_zeros:0.038022988
- 2021-11-20 01:50:05: train_ones:0.046993513
- 2021-11-20 01:50:05: train_distortion:0.16106248
- 2021-11-20 01:50:05: train_loss:1.407727
- 2021-11-20 01:53:00: Running time:(mins): 336
- 2021-11-20 01:53:00: ==========Train Epoch 5 Step: 5349
- 2021-11-20 01:53:00: bpp_ae: [0.3693]
- 2021-11-20 01:53:00: bpp_hyper: [0.097]
- 2021-11-20 01:53:00: bpp: [0.4664]
- 2021-11-20 01:53:00: IoU: [0.661]
- 2021-11-20 01:53:00: train_zeros:0.04232944
- 2021-11-20 01:53:00: train_ones:0.043307107
- 2021-11-20 01:53:00: train_distortion:0.17029543
- 2021-11-20 01:53:00: train_loss:1.5067362
- 2021-11-20 01:56:04: Running time:(mins): 339
- 2021-11-20 01:56:04: ==========Train Epoch 5 Step: 5399
- 2021-11-20 01:56:04: bpp_ae: [0.3681]
- 2021-11-20 01:56:04: bpp_hyper: [0.0958]
- 2021-11-20 01:56:04: bpp: [0.4639]
- 2021-11-20 01:56:04: IoU: [0.668]
- 2021-11-20 01:56:04: train_zeros:0.029701164
- 2021-11-20 01:56:04: train_ones:0.044957805
- 2021-11-20 01:56:04: train_distortion:0.13406129
- 2021-11-20 01:56:04: train_loss:1.2823324
- 2021-11-20 01:59:04: Running time:(mins): 342
- 2021-11-20 01:59:04: ==========Train Epoch 5 Step: 5449
- 2021-11-20 01:59:04: bpp_ae: [0.3743]
- 2021-11-20 01:59:04: bpp_hyper: [0.0991]
- 2021-11-20 01:59:04: bpp: [0.4734]
- 2021-11-20 01:59:04: IoU: [0.6777]
- 2021-11-20 01:59:04: train_zeros:0.02311857
- 2021-11-20 01:59:04: train_ones:0.028589644
- 2021-11-20 01:59:04: train_distortion:0.097945355
- 2021-11-20 01:59:04: train_loss:1.0955081
- 2021-11-20 02:01:59: Running time:(mins): 345
- 2021-11-20 02:01:59: ==========Train Epoch 5 Step: 5499
- 2021-11-20 02:01:59: bpp_ae: [0.3656]
- 2021-11-20 02:01:59: bpp_hyper: [0.0967]
- 2021-11-20 02:01:59: bpp: [0.4623]
- 2021-11-20 02:01:59: IoU: [0.674]
- 2021-11-20 02:01:59: train_zeros:0.030658707
- 2021-11-20 02:01:59: train_ones:0.042227574
- 2021-11-20 02:01:59: train_distortion:0.1342037
- 2021-11-20 02:01:59: train_loss:1.2470394
- 2021-11-20 02:04:50: Running time:(mins): 347
- 2021-11-20 02:04:50: ==========Train Epoch 5 Step: 5549
- 2021-11-20 02:04:50: bpp_ae: [0.3767]
- 2021-11-20 02:04:50: bpp_hyper: [0.1]
- 2021-11-20 02:04:50: bpp: [0.4767]
- 2021-11-20 02:04:50: IoU: [0.6685]
- 2021-11-20 02:04:50: train_zeros:0.029487599
- 2021-11-20 02:04:50: train_ones:0.03912399
- 2021-11-20 02:04:50: train_distortion:0.12758678
- 2021-11-20 02:04:50: train_loss:1.2297738
- 2021-11-20 02:07:46: Running time:(mins): 350
- 2021-11-20 02:07:46: ==========Train Epoch 5 Step: 5599
- 2021-11-20 02:07:46: bpp_ae: [0.3632]
- 2021-11-20 02:07:46: bpp_hyper: [0.0958]
- 2021-11-20 02:07:46: bpp: [0.4591]
- 2021-11-20 02:07:46: IoU: [0.6723]
- 2021-11-20 02:07:46: train_zeros:0.02148116
- 2021-11-20 02:07:46: train_ones:0.042702645
- 2021-11-20 02:07:46: train_distortion:0.10714613
- 2021-11-20 02:07:46: train_loss:1.1056372
- 2021-11-20 02:10:40: Running time:(mins): 353
- 2021-11-20 02:10:40: ==========Train Epoch 5 Step: 5649
- 2021-11-20 02:10:40: bpp_ae: [0.3912]
- 2021-11-20 02:10:40: bpp_hyper: [0.0957]
- 2021-11-20 02:10:40: bpp: [0.4869]
- 2021-11-20 02:10:40: IoU: [0.6731]
- 2021-11-20 02:10:40: train_zeros:0.021140276
- 2021-11-20 02:10:40: train_ones:0.052742235
- 2021-11-20 02:10:40: train_distortion:0.11616306
- 2021-11-20 02:10:40: train_loss:1.179163
- 2021-11-20 02:13:36: Running time:(mins): 356
- 2021-11-20 02:13:36: ==========Train Epoch 5 Step: 5699
- 2021-11-20 02:13:36: bpp_ae: [0.3862]
- 2021-11-20 02:13:36: bpp_hyper: [0.096]
- 2021-11-20 02:13:36: bpp: [0.4822]
- 2021-11-20 02:13:36: IoU: [0.6671]
- 2021-11-20 02:13:36: train_zeros:0.03606696
- 2021-11-20 02:13:36: train_ones:0.05204982
- 2021-11-20 02:13:36: train_distortion:0.1602507
- 2021-11-20 02:13:36: train_loss:1.432105
- 2021-11-20 02:16:33: Running time:(mins): 359
- 2021-11-20 02:16:33: ==========Train Epoch 5 Step: 5749
- 2021-11-20 02:16:33: bpp_ae: [0.3748]
- 2021-11-20 02:16:33: bpp_hyper: [0.0981]
- 2021-11-20 02:16:33: bpp: [0.4729]
- 2021-11-20 02:16:33: IoU: [0.6714]
- 2021-11-20 02:16:33: train_zeros:0.03622439
- 2021-11-20 02:16:33: train_ones:0.035324797
- 2021-11-20 02:16:33: train_distortion:0.14399797
- 2021-11-20 02:16:33: train_loss:1.3113434
- 2021-11-20 02:19:31: Running time:(mins): 362
- 2021-11-20 02:19:32: ==========Train Epoch 5 Step: 5799
- 2021-11-20 02:19:32: bpp_ae: [0.378]
- 2021-11-20 02:19:32: bpp_hyper: [0.0988]
- 2021-11-20 02:19:32: bpp: [0.4768]
- 2021-11-20 02:19:32: IoU: [0.6702]
- 2021-11-20 02:19:32: train_zeros:0.032894425
- 2021-11-20 02:19:32: train_ones:0.034971718
- 2021-11-20 02:19:32: train_distortion:0.133655
- 2021-11-20 02:19:32: train_loss:1.2780159
- 2021-11-20 02:22:23: Running time:(mins): 365
- 2021-11-20 02:22:23: ==========Train Epoch 5 Step: 5849
- 2021-11-20 02:22:23: bpp_ae: [0.3743]
- 2021-11-20 02:22:23: bpp_hyper: [0.0995]
- 2021-11-20 02:22:23: bpp: [0.4737]
- 2021-11-20 02:22:23: IoU: [0.6654]
- 2021-11-20 02:22:23: train_zeros:0.037108243
- 2021-11-20 02:22:23: train_ones:0.038707346
- 2021-11-20 02:22:23: train_distortion:0.15003207
- 2021-11-20 02:22:23: train_loss:1.3455783
- 2021-11-20 02:25:21: Running time:(mins): 368
- 2021-11-20 02:25:21: ==========Train Epoch 5 Step: 5899
- 2021-11-20 02:25:21: bpp_ae: [0.361]
- 2021-11-20 02:25:21: bpp_hyper: [0.0957]
- 2021-11-20 02:25:21: bpp: [0.4567]
- 2021-11-20 02:25:21: IoU: [0.6666]
- 2021-11-20 02:25:21: train_zeros:0.04599436
- 2021-11-20 02:25:21: train_ones:0.05841184
- 2021-11-20 02:25:21: train_distortion:0.19639492
- 2021-11-20 02:25:21: train_loss:1.5757513
- 2021-11-20 02:28:19: Running time:(mins): 371
- 2021-11-20 02:28:19: ==========Train Epoch 5 Step: 5949
- 2021-11-20 02:28:19: bpp_ae: [0.3593]
- 2021-11-20 02:28:19: bpp_hyper: [0.098]
- 2021-11-20 02:28:19: bpp: [0.4573]
- 2021-11-20 02:28:19: IoU: [0.6683]
- 2021-11-20 02:28:19: train_zeros:0.03299571
- 2021-11-20 02:28:19: train_ones:0.035331745
- 2021-11-20 02:28:19: train_distortion:0.13431887
- 2021-11-20 02:28:19: train_loss:1.2567953
- 2021-11-20 02:31:13: Running time:(mins): 374
- 2021-11-20 02:31:13: ==========Train Epoch 5 Step: 5999
- 2021-11-20 02:31:13: bpp_ae: [0.3667]
- 2021-11-20 02:31:13: bpp_hyper: [0.0979]
- 2021-11-20 02:31:13: bpp: [0.4646]
- 2021-11-20 02:31:13: IoU: [0.668]
- 2021-11-20 02:31:13: train_zeros:0.042859074
- 2021-11-20 02:31:13: train_ones:0.04287706
- 2021-11-20 02:31:13: train_distortion:0.17145428
- 2021-11-20 02:31:13: train_loss:1.4667872
- 2021-11-20 02:31:13: Saved model on epoch: 5, for epoch finished.
- 2021-11-20 02:31:13: Testing Files length:12
- 2021-11-20 02:31:36: ==========Test Epoch 6 Step: 0
- 2021-11-20 02:31:36: bpp_ae: [0.306]
- 2021-11-20 02:31:36: bpp_hyper: [0.0721]
- 2021-11-20 02:31:36: bpp: [0.3781]
- 2021-11-20 02:31:36: IoU: [0.6688]
- 2021-11-20 02:31:36: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_5.npz
- 2021-11-20 02:31:36: ========================================
- Training Epoch: 6
- 2021-11-20 02:31:36: alpha:6 beta:3.0
- 2021-11-20 02:31:36: LR:0.0001
- 2021-11-20 02:31:36: Training Files length:1000
- 2021-11-20 02:34:42: Saved model on epoch: 6, global_step: 6049, for better bpp.
- 2021-11-20 02:34:43: Running time:(mins): 377
- 2021-11-20 02:34:43: ==========Train Epoch 6 Step: 6049
- 2021-11-20 02:34:43: bpp_ae: [0.3558]
- 2021-11-20 02:34:43: bpp_hyper: [0.0949]
- 2021-11-20 02:34:43: bpp: [0.4507]
- 2021-11-20 02:34:43: IoU: [0.6752]
- 2021-11-20 02:34:43: train_zeros:0.030574366
- 2021-11-20 02:34:43: train_ones:0.046710946
- 2021-11-20 02:34:43: train_distortion:0.13843405
- 2021-11-20 02:34:43: train_loss:1.2681925
- 2021-11-20 02:37:39: Running time:(mins): 380
- 2021-11-20 02:37:39: ==========Train Epoch 6 Step: 6099
- 2021-11-20 02:37:39: bpp_ae: [0.3566]
- 2021-11-20 02:37:39: bpp_hyper: [0.0964]
- 2021-11-20 02:37:39: bpp: [0.4529]
- 2021-11-20 02:37:39: IoU: [0.6703]
- 2021-11-20 02:37:39: train_zeros:0.020638144
- 2021-11-20 02:37:39: train_ones:0.043478742
- 2021-11-20 02:37:39: train_distortion:0.10539317
- 2021-11-20 02:37:39: train_loss:1.0776031
- 2021-11-20 02:40:33: Running time:(mins): 383
- 2021-11-20 02:40:33: ==========Train Epoch 6 Step: 6149
- 2021-11-20 02:40:33: bpp_ae: [0.3594]
- 2021-11-20 02:40:33: bpp_hyper: [0.0956]
- 2021-11-20 02:40:33: bpp: [0.4549]
- 2021-11-20 02:40:33: IoU: [0.673]
- 2021-11-20 02:40:33: train_zeros:0.025093524
- 2021-11-20 02:40:33: train_ones:0.042761326
- 2021-11-20 02:40:33: train_distortion:0.118041895
- 2021-11-20 02:40:33: train_loss:1.2065032
- 2021-11-20 02:43:29: Running time:(mins): 386
- 2021-11-20 02:43:29: ==========Train Epoch 6 Step: 6199
- 2021-11-20 02:43:29: bpp_ae: [0.3549]
- 2021-11-20 02:43:29: bpp_hyper: [0.0968]
- 2021-11-20 02:43:29: bpp: [0.4518]
- 2021-11-20 02:43:29: IoU: [0.6706]
- 2021-11-20 02:43:29: train_zeros:0.046066463
- 2021-11-20 02:43:29: train_ones:0.046110097
- 2021-11-20 02:43:29: train_distortion:0.18430948
- 2021-11-20 02:43:29: train_loss:1.5524303
- 2021-11-20 02:46:25: Saved model on epoch: 6, global_step: 6249, for better bpp.
- 2021-11-20 02:46:25: Running time:(mins): 389
- 2021-11-20 02:46:25: ==========Train Epoch 6 Step: 6249
- 2021-11-20 02:46:25: bpp_ae: [0.3541]
- 2021-11-20 02:46:25: bpp_hyper: [0.0961]
- 2021-11-20 02:46:25: bpp: [0.4502]
- 2021-11-20 02:46:25: IoU: [0.6758]
- 2021-11-20 02:46:25: train_zeros:0.034894697
- 2021-11-20 02:46:25: train_ones:0.04288484
- 2021-11-20 02:46:25: train_distortion:0.14756894
- 2021-11-20 02:46:25: train_loss:1.3322208
- 2021-11-20 02:49:27: Running time:(mins): 392
- 2021-11-20 02:49:27: ==========Train Epoch 6 Step: 6299
- 2021-11-20 02:49:27: bpp_ae: [0.3621]
- 2021-11-20 02:49:27: bpp_hyper: [0.0975]
- 2021-11-20 02:49:27: bpp: [0.4596]
- 2021-11-20 02:49:27: IoU: [0.6735]
- 2021-11-20 02:49:27: train_zeros:0.028126702
- 2021-11-20 02:49:27: train_ones:0.04655899
- 2021-11-20 02:49:27: train_distortion:0.1309391
- 2021-11-20 02:49:27: train_loss:1.249007
- 2021-11-20 02:52:33: Running time:(mins): 395
- 2021-11-20 02:52:33: ==========Train Epoch 6 Step: 6349
- 2021-11-20 02:52:33: bpp_ae: [0.3585]
- 2021-11-20 02:52:33: bpp_hyper: [0.0951]
- 2021-11-20 02:52:33: bpp: [0.4536]
- 2021-11-20 02:52:33: IoU: [0.6801]
- 2021-11-20 02:52:33: train_zeros:0.029349176
- 2021-11-20 02:52:33: train_ones:0.036592394
- 2021-11-20 02:52:33: train_distortion:0.12463992
- 2021-11-20 02:52:33: train_loss:1.187459
- 2021-11-20 02:55:36: Running time:(mins): 398
- 2021-11-20 02:55:36: ==========Train Epoch 6 Step: 6399
- 2021-11-20 02:55:36: bpp_ae: [0.3582]
- 2021-11-20 02:55:36: bpp_hyper: [0.0956]
- 2021-11-20 02:55:36: bpp: [0.4538]
- 2021-11-20 02:55:36: IoU: [0.683]
- 2021-11-20 02:55:36: train_zeros:0.024459518
- 2021-11-20 02:55:36: train_ones:0.03870617
- 2021-11-20 02:55:36: train_distortion:0.112084724
- 2021-11-20 02:55:36: train_loss:1.1188133
- 2021-11-20 02:58:38: Running time:(mins): 401
- 2021-11-20 02:58:38: ==========Train Epoch 6 Step: 6449
- 2021-11-20 02:58:38: bpp_ae: [0.363]
- 2021-11-20 02:58:38: bpp_hyper: [0.0984]
- 2021-11-20 02:58:38: bpp: [0.4614]
- 2021-11-20 02:58:38: IoU: [0.6821]
- 2021-11-20 02:58:38: train_zeros:0.02305556
- 2021-11-20 02:58:38: train_ones:0.041706923
- 2021-11-20 02:58:38: train_distortion:0.11087361
- 2021-11-20 02:58:38: train_loss:1.1367099
- 2021-11-20 03:01:33: Running time:(mins): 404
- 2021-11-20 03:01:33: ==========Train Epoch 6 Step: 6499
- 2021-11-20 03:01:33: bpp_ae: [0.3621]
- 2021-11-20 03:01:33: bpp_hyper: [0.0979]
- 2021-11-20 03:01:33: bpp: [0.4599]
- 2021-11-20 03:01:33: IoU: [0.6699]
- 2021-11-20 03:01:33: train_zeros:0.0427374
- 2021-11-20 03:01:33: train_ones:0.043418255
- 2021-11-20 03:01:33: train_distortion:0.17163046
- 2021-11-20 03:01:33: train_loss:1.4701245
- 2021-11-20 03:04:29: Running time:(mins): 407
- 2021-11-20 03:04:29: ==========Train Epoch 6 Step: 6549
- 2021-11-20 03:04:29: bpp_ae: [0.3601]
- 2021-11-20 03:04:29: bpp_hyper: [0.0974]
- 2021-11-20 03:04:29: bpp: [0.4574]
- 2021-11-20 03:04:29: IoU: [0.6761]
- 2021-11-20 03:04:29: train_zeros:0.06444081
- 2021-11-20 03:04:29: train_ones:0.0415239
- 2021-11-20 03:04:29: train_distortion:0.23484632
- 2021-11-20 03:04:29: train_loss:1.8452569
- 2021-11-20 03:07:24: Running time:(mins): 410
- 2021-11-20 03:07:24: ==========Train Epoch 6 Step: 6599
- 2021-11-20 03:07:24: bpp_ae: [0.3595]
- 2021-11-20 03:07:24: bpp_hyper: [0.0966]
- 2021-11-20 03:07:24: bpp: [0.4561]
- 2021-11-20 03:07:24: IoU: [0.6793]
- 2021-11-20 03:07:24: train_zeros:0.033445016
- 2021-11-20 03:07:24: train_ones:0.041018534
- 2021-11-20 03:07:24: train_distortion:0.14135358
- 2021-11-20 03:07:24: train_loss:1.2753811
- 2021-11-20 03:10:34: Running time:(mins): 413
- 2021-11-20 03:10:34: ==========Train Epoch 6 Step: 6649
- 2021-11-20 03:10:34: bpp_ae: [0.3652]
- 2021-11-20 03:10:34: bpp_hyper: [0.0963]
- 2021-11-20 03:10:34: bpp: [0.4615]
- 2021-11-20 03:10:34: IoU: [0.6743]
- 2021-11-20 03:10:34: train_zeros:0.032642156
- 2021-11-20 03:10:34: train_ones:0.03123351
- 2021-11-20 03:10:34: train_distortion:0.12915997
- 2021-11-20 03:10:34: train_loss:1.2075768
- 2021-11-20 03:13:31: Running time:(mins): 416
- 2021-11-20 03:13:31: ==========Train Epoch 6 Step: 6699
- 2021-11-20 03:13:31: bpp_ae: [0.3584]
- 2021-11-20 03:13:31: bpp_hyper: [0.0976]
- 2021-11-20 03:13:31: bpp: [0.456]
- 2021-11-20 03:13:31: IoU: [0.6797]
- 2021-11-20 03:13:31: train_zeros:0.02932054
- 2021-11-20 03:13:31: train_ones:0.04709725
- 2021-11-20 03:13:31: train_distortion:0.13505888
- 2021-11-20 03:13:31: train_loss:1.2669643
- 2021-11-20 03:16:30: Running time:(mins): 419
- 2021-11-20 03:16:30: ==========Train Epoch 6 Step: 6749
- 2021-11-20 03:16:30: bpp_ae: [0.3549]
- 2021-11-20 03:16:30: bpp_hyper: [0.0984]
- 2021-11-20 03:16:30: bpp: [0.4533]
- 2021-11-20 03:16:30: IoU: [0.6748]
- 2021-11-20 03:16:30: train_zeros:0.03431913
- 2021-11-20 03:16:30: train_ones:0.04997642
- 2021-11-20 03:16:30: train_distortion:0.1529338
- 2021-11-20 03:16:30: train_loss:1.345942
- 2021-11-20 03:19:26: Running time:(mins): 422
- 2021-11-20 03:19:26: ==========Train Epoch 6 Step: 6799
- 2021-11-20 03:19:26: bpp_ae: [0.357]
- 2021-11-20 03:19:26: bpp_hyper: [0.0957]
- 2021-11-20 03:19:26: bpp: [0.4527]
- 2021-11-20 03:19:26: IoU: [0.6793]
- 2021-11-20 03:19:26: train_zeros:0.03779078
- 2021-11-20 03:19:26: train_ones:0.04727477
- 2021-11-20 03:19:26: train_distortion:0.16064711
- 2021-11-20 03:19:26: train_loss:1.3932729
- 2021-11-20 03:22:23: Running time:(mins): 425
- 2021-11-20 03:22:24: ==========Train Epoch 6 Step: 6849
- 2021-11-20 03:22:24: bpp_ae: [0.3628]
- 2021-11-20 03:22:24: bpp_hyper: [0.098]
- 2021-11-20 03:22:24: bpp: [0.4608]
- 2021-11-20 03:22:24: IoU: [0.6782]
- 2021-11-20 03:22:24: train_zeros:0.033335876
- 2021-11-20 03:22:24: train_ones:0.052008405
- 2021-11-20 03:22:24: train_distortion:0.15201603
- 2021-11-20 03:22:24: train_loss:1.3520824
- 2021-11-20 03:25:17: Running time:(mins): 428
- 2021-11-20 03:25:17: ==========Train Epoch 6 Step: 6899
- 2021-11-20 03:25:17: bpp_ae: [0.3588]
- 2021-11-20 03:25:17: bpp_hyper: [0.0974]
- 2021-11-20 03:25:17: bpp: [0.4562]
- 2021-11-20 03:25:17: IoU: [0.682]
- 2021-11-20 03:25:17: train_zeros:0.035053626
- 2021-11-20 03:25:17: train_ones:0.03021816
- 2021-11-20 03:25:17: train_distortion:0.13537903
- 2021-11-20 03:25:17: train_loss:1.2393674
- 2021-11-20 03:28:09: Running time:(mins): 431
- 2021-11-20 03:28:09: ==========Train Epoch 6 Step: 6949
- 2021-11-20 03:28:09: bpp_ae: [0.3601]
- 2021-11-20 03:28:09: bpp_hyper: [0.0981]
- 2021-11-20 03:28:09: bpp: [0.4582]
- 2021-11-20 03:28:09: IoU: [0.6723]
- 2021-11-20 03:28:09: train_zeros:0.041241497
- 2021-11-20 03:28:09: train_ones:0.03939143
- 2021-11-20 03:28:09: train_distortion:0.16311592
- 2021-11-20 03:28:09: train_loss:1.4641634
- 2021-11-20 03:31:06: Saved model on epoch: 6, global_step: 6999, for better bpp.
- 2021-11-20 03:31:06: Running time:(mins): 434
- 2021-11-20 03:31:06: ==========Train Epoch 6 Step: 6999
- 2021-11-20 03:31:06: bpp_ae: [0.3508]
- 2021-11-20 03:31:06: bpp_hyper: [0.0962]
- 2021-11-20 03:31:06: bpp: [0.447]
- 2021-11-20 03:31:06: IoU: [0.6836]
- 2021-11-20 03:31:06: train_zeros:0.020937819
- 2021-11-20 03:31:06: train_ones:0.0426309
- 2021-11-20 03:31:06: train_distortion:0.10544436
- 2021-11-20 03:31:06: train_loss:1.0684828
- 2021-11-20 03:31:06: Saved model on epoch: 6, for epoch finished.
- 2021-11-20 03:31:06: Testing Files length:12
- 2021-11-20 03:31:31: ==========Test Epoch 7 Step: 0
- 2021-11-20 03:31:31: bpp_ae: [0.3075]
- 2021-11-20 03:31:31: bpp_hyper: [0.0722]
- 2021-11-20 03:31:31: bpp: [0.3797]
- 2021-11-20 03:31:31: IoU: [0.6779]
- 2021-11-20 03:31:31: ========================================
- Training Epoch: 7
- 2021-11-20 03:31:31: alpha:6 beta:3.0
- 2021-11-20 03:31:31: LR:0.0001
- 2021-11-20 03:31:31: Training Files length:1000
- 2021-11-20 03:34:24: Running time:(mins): 437
- 2021-11-20 03:34:24: ==========Train Epoch 7 Step: 7049
- 2021-11-20 03:34:24: bpp_ae: [0.3532]
- 2021-11-20 03:34:24: bpp_hyper: [0.0962]
- 2021-11-20 03:34:24: bpp: [0.4494]
- 2021-11-20 03:34:24: IoU: [0.6832]
- 2021-11-20 03:34:24: train_zeros:0.03080637
- 2021-11-20 03:34:24: train_ones:0.039664935
- 2021-11-20 03:34:24: train_distortion:0.13208404
- 2021-11-20 03:34:24: train_loss:1.2608203
- 2021-11-20 03:37:20: Running time:(mins): 440
- 2021-11-20 03:37:20: ==========Train Epoch 7 Step: 7099
- 2021-11-20 03:37:20: bpp_ae: [0.354]
- 2021-11-20 03:37:20: bpp_hyper: [0.0972]
- 2021-11-20 03:37:20: bpp: [0.4511]
- 2021-11-20 03:37:20: IoU: [0.672]
- 2021-11-20 03:37:20: train_zeros:0.033195496
- 2021-11-20 03:37:20: train_ones:0.04946404
- 2021-11-20 03:37:20: train_distortion:0.14905053
- 2021-11-20 03:37:20: train_loss:1.3322704
- 2021-11-20 03:40:13: Running time:(mins): 443
- 2021-11-20 03:40:13: ==========Train Epoch 7 Step: 7149
- 2021-11-20 03:40:13: bpp_ae: [0.3562]
- 2021-11-20 03:40:13: bpp_hyper: [0.0973]
- 2021-11-20 03:40:13: bpp: [0.4536]
- 2021-11-20 03:40:13: IoU: [0.6779]
- 2021-11-20 03:40:13: train_zeros:0.03512725
- 2021-11-20 03:40:13: train_ones:0.042852372
- 2021-11-20 03:40:13: train_distortion:0.14823411
- 2021-11-20 03:40:13: train_loss:1.3354703
- 2021-11-20 03:43:07: Running time:(mins): 446
- 2021-11-20 03:43:07: ==========Train Epoch 7 Step: 7199
- 2021-11-20 03:43:07: bpp_ae: [0.3525]
- 2021-11-20 03:43:07: bpp_hyper: [0.1006]
- 2021-11-20 03:43:07: bpp: [0.4531]
- 2021-11-20 03:43:07: IoU: [0.6808]
- 2021-11-20 03:43:07: train_zeros:0.039043978
- 2021-11-20 03:43:07: train_ones:0.040824734
- 2021-11-20 03:43:07: train_distortion:0.15795666
- 2021-11-20 03:43:07: train_loss:1.3887333
- 2021-11-20 03:46:04: Running time:(mins): 449
- 2021-11-20 03:46:04: ==========Train Epoch 7 Step: 7249
- 2021-11-20 03:46:04: bpp_ae: [0.3514]
- 2021-11-20 03:46:04: bpp_hyper: [0.0963]
- 2021-11-20 03:46:04: bpp: [0.4478]
- 2021-11-20 03:46:04: IoU: [0.6725]
- 2021-11-20 03:46:04: train_zeros:0.026132269
- 2021-11-20 03:46:04: train_ones:0.04188145
- 2021-11-20 03:46:04: train_distortion:0.120278254
- 2021-11-20 03:46:04: train_loss:1.1633518
- 2021-11-20 03:48:59: Running time:(mins): 452
- 2021-11-20 03:48:59: ==========Train Epoch 7 Step: 7299
- 2021-11-20 03:48:59: bpp_ae: [0.3544]
- 2021-11-20 03:48:59: bpp_hyper: [0.0941]
- 2021-11-20 03:48:59: bpp: [0.4485]
- 2021-11-20 03:48:59: IoU: [0.6738]
- 2021-11-20 03:48:59: train_zeros:0.021352326
- 2021-11-20 03:48:59: train_ones:0.04342374
- 2021-11-20 03:48:59: train_distortion:0.10748072
- 2021-11-20 03:48:59: train_loss:1.139397
- 2021-11-20 03:51:50: Running time:(mins): 454
- 2021-11-20 03:51:50: ==========Train Epoch 7 Step: 7349
- 2021-11-20 03:51:50: bpp_ae: [0.3505]
- 2021-11-20 03:51:50: bpp_hyper: [0.0973]
- 2021-11-20 03:51:50: bpp: [0.4478]
- 2021-11-20 03:51:50: IoU: [0.6828]
- 2021-11-20 03:51:50: train_zeros:0.028747398
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- 2021-11-20 03:51:50: train_distortion:0.11911699
- 2021-11-20 03:51:50: train_loss:1.1725101
- 2021-11-20 03:54:43: Running time:(mins): 457
- 2021-11-20 03:54:43: ==========Train Epoch 7 Step: 7399
- 2021-11-20 03:54:43: bpp_ae: [0.3519]
- 2021-11-20 03:54:43: bpp_hyper: [0.0961]
- 2021-11-20 03:54:43: bpp: [0.448]
- 2021-11-20 03:54:44: IoU: [0.6794]
- 2021-11-20 03:54:44: train_zeros:0.022061966
- 2021-11-20 03:54:44: train_ones:0.039044496
- 2021-11-20 03:54:44: train_distortion:0.10523039
- 2021-11-20 03:54:44: train_loss:1.1202602
- 2021-11-20 03:57:38: Running time:(mins): 460
- 2021-11-20 03:57:38: ==========Train Epoch 7 Step: 7449
- 2021-11-20 03:57:38: bpp_ae: [0.3522]
- 2021-11-20 03:57:38: bpp_hyper: [0.0968]
- 2021-11-20 03:57:38: bpp: [0.449]
- 2021-11-20 03:57:38: IoU: [0.6765]
- 2021-11-20 03:57:38: train_zeros:0.04460013
- 2021-11-20 03:57:38: train_ones:0.03963317
- 2021-11-20 03:57:38: train_distortion:0.17343356
- 2021-11-20 03:57:38: train_loss:1.4875138
- 2021-11-20 04:00:30: Running time:(mins): 463
- 2021-11-20 04:00:30: ==========Train Epoch 7 Step: 7499
- 2021-11-20 04:00:30: bpp_ae: [0.3589]
- 2021-11-20 04:00:30: bpp_hyper: [0.099]
- 2021-11-20 04:00:30: bpp: [0.4579]
- 2021-11-20 04:00:30: IoU: [0.6782]
- 2021-11-20 04:00:30: train_zeros:0.032585103
- 2021-11-20 04:00:30: train_ones:0.036577262
- 2021-11-20 04:00:30: train_distortion:0.13433257
- 2021-11-20 04:00:30: train_loss:1.2276157
- 2021-11-20 04:03:24: Running time:(mins): 466
- 2021-11-20 04:03:24: ==========Train Epoch 7 Step: 7549
- 2021-11-20 04:03:24: bpp_ae: [0.3546]
- 2021-11-20 04:03:24: bpp_hyper: [0.0988]
- 2021-11-20 04:03:24: bpp: [0.4534]
- 2021-11-20 04:03:24: IoU: [0.6708]
- 2021-11-20 04:03:24: train_zeros:0.03135832
- 2021-11-20 04:03:24: train_ones:0.040655173
- 2021-11-20 04:03:24: train_distortion:0.13473013
- 2021-11-20 04:03:24: train_loss:1.2335882
- 2021-11-20 04:06:20: Running time:(mins): 469
- 2021-11-20 04:06:20: ==========Train Epoch 7 Step: 7599
- 2021-11-20 04:06:20: bpp_ae: [0.3605]
- 2021-11-20 04:06:20: bpp_hyper: [0.0977]
- 2021-11-20 04:06:20: bpp: [0.4582]
- 2021-11-20 04:06:20: IoU: [0.6769]
- 2021-11-20 04:06:20: train_zeros:0.03135371
- 2021-11-20 04:06:20: train_ones:0.05185264
- 2021-11-20 04:06:20: train_distortion:0.14591376
- 2021-11-20 04:06:20: train_loss:1.3439965
- 2021-11-20 04:09:23: Running time:(mins): 472
- 2021-11-20 04:09:23: ==========Train Epoch 7 Step: 7649
- 2021-11-20 04:09:23: bpp_ae: [0.3495]
- 2021-11-20 04:09:23: bpp_hyper: [0.0991]
- 2021-11-20 04:09:23: bpp: [0.4486]
- 2021-11-20 04:09:23: IoU: [0.6793]
- 2021-11-20 04:09:23: train_zeros:0.031620514
- 2021-11-20 04:09:23: train_ones:0.04619386
- 2021-11-20 04:09:23: train_distortion:0.1410554
- 2021-11-20 04:09:23: train_loss:1.2789372
- 2021-11-20 04:12:26: Running time:(mins): 475
- 2021-11-20 04:12:26: ==========Train Epoch 7 Step: 7699
- 2021-11-20 04:12:26: bpp_ae: [0.3562]
- 2021-11-20 04:12:26: bpp_hyper: [0.1019]
- 2021-11-20 04:12:26: bpp: [0.4581]
- 2021-11-20 04:12:26: IoU: [0.6785]
- 2021-11-20 04:12:26: train_zeros:0.026129197
- 2021-11-20 04:12:26: train_ones:0.04106252
- 2021-11-20 04:12:26: train_distortion:0.11945011
- 2021-11-20 04:12:26: train_loss:1.1541234
- 2021-11-20 04:15:43: Running time:(mins): 478
- 2021-11-20 04:15:43: ==========Train Epoch 7 Step: 7749
- 2021-11-20 04:15:43: bpp_ae: [0.3484]
- 2021-11-20 04:15:43: bpp_hyper: [0.0997]
- 2021-11-20 04:15:43: bpp: [0.4481]
- 2021-11-20 04:15:43: IoU: [0.6868]
- 2021-11-20 04:15:43: train_zeros:0.017566644
- 2021-11-20 04:15:43: train_ones:0.033063017
- 2021-11-20 04:15:43: train_distortion:0.08576295
- 2021-11-20 04:15:43: train_loss:0.99463856
- 2021-11-20 04:18:49: Running time:(mins): 481
- 2021-11-20 04:18:49: ==========Train Epoch 7 Step: 7799
- 2021-11-20 04:18:49: bpp_ae: [0.357]
- 2021-11-20 04:18:49: bpp_hyper: [0.0976]
- 2021-11-20 04:18:49: bpp: [0.4546]
- 2021-11-20 04:18:49: IoU: [0.6734]
- 2021-11-20 04:18:49: train_zeros:0.032315627
- 2021-11-20 04:18:49: train_ones:0.050847143
- 2021-11-20 04:18:49: train_distortion:0.14779402
- 2021-11-20 04:18:49: train_loss:1.3488891
- 2021-11-20 04:21:52: Running time:(mins): 484
- 2021-11-20 04:21:52: ==========Train Epoch 7 Step: 7849
- 2021-11-20 04:21:52: bpp_ae: [0.3534]
- 2021-11-20 04:21:52: bpp_hyper: [0.0962]
- 2021-11-20 04:21:52: bpp: [0.4496]
- 2021-11-20 04:21:52: IoU: [0.6769]
- 2021-11-20 04:21:52: train_zeros:0.023299975
- 2021-11-20 04:21:52: train_ones:0.048646413
- 2021-11-20 04:21:52: train_distortion:0.11854634
- 2021-11-20 04:21:52: train_loss:1.1542335
- 2021-11-20 04:24:52: Saved model on epoch: 7, global_step: 7899, for better bpp.
- 2021-11-20 04:24:53: Running time:(mins): 487
- 2021-11-20 04:24:53: ==========Train Epoch 7 Step: 7899
- 2021-11-20 04:24:53: bpp_ae: [0.3498]
- 2021-11-20 04:24:53: bpp_hyper: [0.0937]
- 2021-11-20 04:24:53: bpp: [0.4434]
- 2021-11-20 04:24:53: IoU: [0.6783]
- 2021-11-20 04:24:53: train_zeros:0.03811757
- 2021-11-20 04:24:53: train_ones:0.04913434
- 2021-11-20 04:24:53: train_distortion:0.16348705
- 2021-11-20 04:24:53: train_loss:1.444835
- 2021-11-20 04:27:47: Running time:(mins): 490
- 2021-11-20 04:27:47: ==========Train Epoch 7 Step: 7949
- 2021-11-20 04:27:47: bpp_ae: [0.3591]
- 2021-11-20 04:27:47: bpp_hyper: [0.0979]
- 2021-11-20 04:27:47: bpp: [0.457]
- 2021-11-20 04:27:47: IoU: [0.6833]
- 2021-11-20 04:27:47: train_zeros:0.021684088
- 2021-11-20 04:27:47: train_ones:0.038622536
- 2021-11-20 04:27:47: train_distortion:0.1036748
- 2021-11-20 04:27:47: train_loss:1.1060052
- 2021-11-20 04:30:42: Running time:(mins): 493
- 2021-11-20 04:30:42: ==========Train Epoch 7 Step: 7999
- 2021-11-20 04:30:42: bpp_ae: [0.3584]
- 2021-11-20 04:30:42: bpp_hyper: [0.0973]
- 2021-11-20 04:30:42: bpp: [0.4556]
- 2021-11-20 04:30:42: IoU: [0.6767]
- 2021-11-20 04:30:42: train_zeros:0.03625324
- 2021-11-20 04:30:42: train_ones:0.03653133
- 2021-11-20 04:30:42: train_distortion:0.14529105
- 2021-11-20 04:30:42: train_loss:1.2898648
- 2021-11-20 04:30:42: Saved model on epoch: 7, for epoch finished.
- 2021-11-20 04:30:42: Testing Files length:12
- 2021-11-20 04:31:03: ==========Test Epoch 8 Step: 0
- 2021-11-20 04:31:03: bpp_ae: [0.3086]
- 2021-11-20 04:31:03: bpp_hyper: [0.0752]
- 2021-11-20 04:31:03: bpp: [0.3838]
- 2021-11-20 04:31:03: IoU: [0.6718]
- 2021-11-20 04:31:03: ========================================
- Training Epoch: 8
- 2021-11-20 04:31:03: alpha:6 beta:3.0
- 2021-11-20 04:31:03: LR:0.0001
- 2021-11-20 04:31:03: Training Files length:1000
- 2021-11-20 04:33:53: Running time:(mins): 496
- 2021-11-20 04:33:53: ==========Train Epoch 8 Step: 8049
- 2021-11-20 04:33:53: bpp_ae: [0.3535]
- 2021-11-20 04:33:53: bpp_hyper: [0.0976]
- 2021-11-20 04:33:53: bpp: [0.4511]
- 2021-11-20 04:33:53: IoU: [0.6767]
- 2021-11-20 04:33:53: train_zeros:0.02958544
- 2021-11-20 04:33:53: train_ones:0.03174997
- 2021-11-20 04:33:53: train_distortion:0.120506294
- 2021-11-20 04:33:53: train_loss:1.173698
- 2021-11-20 04:36:53: Running time:(mins): 499
- 2021-11-20 04:36:53: ==========Train Epoch 8 Step: 8099
- 2021-11-20 04:36:53: bpp_ae: [0.3544]
- 2021-11-20 04:36:53: bpp_hyper: [0.0988]
- 2021-11-20 04:36:53: bpp: [0.4532]
- 2021-11-20 04:36:53: IoU: [0.6796]
- 2021-11-20 04:36:53: train_zeros:0.03233027
- 2021-11-20 04:36:53: train_ones:0.03233509
- 2021-11-20 04:36:53: train_distortion:0.1293259
- 2021-11-20 04:36:53: train_loss:1.218851
- 2021-11-20 04:39:50: Running time:(mins): 502
- 2021-11-20 04:39:50: ==========Train Epoch 8 Step: 8149
- 2021-11-20 04:39:50: bpp_ae: [0.3468]
- 2021-11-20 04:39:50: bpp_hyper: [0.0984]
- 2021-11-20 04:39:50: bpp: [0.4452]
- 2021-11-20 04:39:50: IoU: [0.6739]
- 2021-11-20 04:39:50: train_zeros:0.02498417
- 2021-11-20 04:39:50: train_ones:0.035550445
- 2021-11-20 04:39:50: train_distortion:0.11050296
- 2021-11-20 04:39:50: train_loss:1.1099141
- 2021-11-20 04:42:45: Running time:(mins): 505
- 2021-11-20 04:42:45: ==========Train Epoch 8 Step: 8199
- 2021-11-20 04:42:45: bpp_ae: [0.3518]
- 2021-11-20 04:42:45: bpp_hyper: [0.0977]
- 2021-11-20 04:42:45: bpp: [0.4495]
- 2021-11-20 04:42:45: IoU: [0.6793]
- 2021-11-20 04:42:45: train_zeros:0.03914866
- 2021-11-20 04:42:45: train_ones:0.03895933
- 2021-11-20 04:42:45: train_distortion:0.1564053
- 2021-11-20 04:42:45: train_loss:1.3568587
- 2021-11-20 04:45:40: Running time:(mins): 508
- 2021-11-20 04:45:40: ==========Train Epoch 8 Step: 8249
- 2021-11-20 04:45:40: bpp_ae: [0.3496]
- 2021-11-20 04:45:40: bpp_hyper: [0.0976]
- 2021-11-20 04:45:40: bpp: [0.4472]
- 2021-11-20 04:45:40: IoU: [0.6793]
- 2021-11-20 04:45:40: train_zeros:0.03328555
- 2021-11-20 04:45:40: train_ones:0.032597672
- 2021-11-20 04:45:40: train_distortion:0.13245432
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- 2021-11-20 04:48:32: ==========Train Epoch 8 Step: 8299
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- 2021-11-20 04:51:23: ==========Train Epoch 8 Step: 8349
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- 2021-11-20 04:57:08: ==========Train Epoch 8 Step: 8449
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- 2021-11-20 04:59:59: ==========Train Epoch 8 Step: 8499
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- 2021-11-20 05:02:50: ==========Train Epoch 8 Step: 8549
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- 2021-11-20 05:08:41: ==========Train Epoch 8 Step: 8649
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- 2021-11-20 05:11:33: ==========Train Epoch 8 Step: 8699
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- 2021-11-20 05:14:24: ==========Train Epoch 8 Step: 8749
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- 2021-11-20 05:17:13: ==========Train Epoch 8 Step: 8799
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- 2021-11-20 05:25:40: ==========Train Epoch 8 Step: 8949
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- 2021-11-20 05:28:31: ==========Train Epoch 8 Step: 8999
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- 2021-11-20 05:28:31: Saved model on epoch: 8, for epoch finished.
- 2021-11-20 05:28:31: Testing Files length:12
- 2021-11-20 05:28:52: ==========Test Epoch 9 Step: 0
- 2021-11-20 05:28:52: bpp_ae: [0.3108]
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- 2021-11-20 05:28:53: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_8.npz
- 2021-11-20 05:28:53: ========================================
- Training Epoch: 9
- 2021-11-20 05:28:53: alpha:6 beta:3.0
- 2021-11-20 05:28:53: LR:5e-05
- 2021-11-20 05:28:53: Training Files length:1000
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- 2021-11-20 05:31:40: Running time:(mins): 554
- 2021-11-20 05:31:40: ==========Train Epoch 9 Step: 9049
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- 2021-11-20 05:34:29: ==========Train Epoch 9 Step: 9099
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- 2021-11-20 05:37:19: ==========Train Epoch 9 Step: 9149
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- 2021-11-20 05:40:05: ==========Train Epoch 9 Step: 9199
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- 2021-11-20 05:42:53: ==========Train Epoch 9 Step: 9249
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- 2021-11-20 05:45:47: ==========Train Epoch 9 Step: 9299
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- 2021-11-20 05:51:29: ==========Train Epoch 9 Step: 9399
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- 2021-11-20 05:54:17: ==========Train Epoch 9 Step: 9449
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- 2021-11-20 06:02:53: ==========Train Epoch 9 Step: 9599
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- 2021-11-20 06:05:43: ==========Train Epoch 9 Step: 9649
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- 2021-11-20 06:11:41: ==========Train Epoch 9 Step: 9749
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- 2021-11-20 06:14:41: ==========Train Epoch 9 Step: 9799
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- 2021-11-20 06:17:33: Saved model on epoch: 9, global_step: 9849, for better bpp.
- 2021-11-20 06:17:34: Running time:(mins): 600
- 2021-11-20 06:17:34: ==========Train Epoch 9 Step: 9849
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- 2021-11-20 06:20:27: Running time:(mins): 603
- 2021-11-20 06:20:27: ==========Train Epoch 9 Step: 9899
- 2021-11-20 06:20:27: bpp_ae: [0.3387]
- 2021-11-20 06:20:27: bpp_hyper: [0.0969]
- 2021-11-20 06:20:27: bpp: [0.4356]
- 2021-11-20 06:20:27: IoU: [0.6882]
- 2021-11-20 06:20:27: train_zeros:0.042161096
- 2021-11-20 06:20:27: train_ones:0.038422067
- 2021-11-20 06:20:27: train_distortion:0.16490535
- 2021-11-20 06:20:27: train_loss:1.4109035
- 2021-11-20 06:23:18: Running time:(mins): 606
- 2021-11-20 06:23:18: ==========Train Epoch 9 Step: 9949
- 2021-11-20 06:23:18: bpp_ae: [0.3428]
- 2021-11-20 06:23:18: bpp_hyper: [0.0988]
- 2021-11-20 06:23:18: bpp: [0.4416]
- 2021-11-20 06:23:18: IoU: [0.678]
- 2021-11-20 06:23:18: train_zeros:0.026861485
- 2021-11-20 06:23:18: train_ones:0.03268846
- 2021-11-20 06:23:18: train_distortion:0.11327291
- 2021-11-20 06:23:18: train_loss:1.1618292
- 2021-11-20 06:26:06: Running time:(mins): 609
- 2021-11-20 06:26:06: ==========Train Epoch 9 Step: 9999
- 2021-11-20 06:26:06: bpp_ae: [0.3427]
- 2021-11-20 06:26:06: bpp_hyper: [0.0984]
- 2021-11-20 06:26:06: bpp: [0.4411]
- 2021-11-20 06:26:06: IoU: [0.6856]
- 2021-11-20 06:26:06: train_zeros:0.033892278
- 2021-11-20 06:26:06: train_ones:0.036718152
- 2021-11-20 06:26:06: train_distortion:0.13839498
- 2021-11-20 06:26:06: train_loss:1.2553637
- 2021-11-20 06:26:06: Saved model on epoch: 9, for epoch finished.
- 2021-11-20 06:26:06: Testing Files length:12
- 2021-11-20 06:26:28: ==========Test Epoch 10 Step: 0
- 2021-11-20 06:26:28: bpp_ae: [0.3067]
- 2021-11-20 06:26:28: bpp_hyper: [0.0758]
- 2021-11-20 06:26:28: bpp: [0.3825]
- 2021-11-20 06:26:28: IoU: [0.6691]
- 2021-11-20 06:26:28: ========================================
- Training Epoch: 10
- 2021-11-20 06:26:28: alpha:6 beta:3.0
- 2021-11-20 06:26:28: LR:5e-05
- 2021-11-20 06:26:28: Training Files length:1000
- 2021-11-20 06:29:14: Running time:(mins): 612
- 2021-11-20 06:29:14: ==========Train Epoch 10 Step: 10049
- 2021-11-20 06:29:14: bpp_ae: [0.336]
- 2021-11-20 06:29:14: bpp_hyper: [0.097]
- 2021-11-20 06:29:14: bpp: [0.433]
- 2021-11-20 06:29:14: IoU: [0.6771]
- 2021-11-20 06:29:14: train_zeros:0.02288409
- 2021-11-20 06:29:14: train_ones:0.04058103
- 2021-11-20 06:29:14: train_distortion:0.109233305
- 2021-11-20 06:29:14: train_loss:1.1444434
- 2021-11-20 06:32:02: Running time:(mins): 615
- 2021-11-20 06:32:02: ==========Train Epoch 10 Step: 10099
- 2021-11-20 06:32:02: bpp_ae: [0.3381]
- 2021-11-20 06:32:02: bpp_hyper: [0.0955]
- 2021-11-20 06:32:02: bpp: [0.4336]
- 2021-11-20 06:32:02: IoU: [0.6863]
- 2021-11-20 06:32:02: train_zeros:0.036244564
- 2021-11-20 06:32:02: train_ones:0.045618445
- 2021-11-20 06:32:02: train_distortion:0.15435213
- 2021-11-20 06:32:02: train_loss:1.3488569
- 2021-11-20 06:34:48: Running time:(mins): 617
- 2021-11-20 06:34:48: ==========Train Epoch 10 Step: 10149
- 2021-11-20 06:34:48: bpp_ae: [0.3437]
- 2021-11-20 06:34:48: bpp_hyper: [0.0957]
- 2021-11-20 06:34:48: bpp: [0.4394]
- 2021-11-20 06:34:48: IoU: [0.68]
- 2021-11-20 06:34:48: train_zeros:0.03466606
- 2021-11-20 06:34:48: train_ones:0.035098873
- 2021-11-20 06:34:48: train_distortion:0.13909706
- 2021-11-20 06:34:48: train_loss:1.2839948
- 2021-11-20 06:37:40: Running time:(mins): 620
- 2021-11-20 06:37:40: ==========Train Epoch 10 Step: 10199
- 2021-11-20 06:37:40: bpp_ae: [0.3436]
- 2021-11-20 06:37:40: bpp_hyper: [0.0964]
- 2021-11-20 06:37:40: bpp: [0.4401]
- 2021-11-20 06:37:40: IoU: [0.6842]
- 2021-11-20 06:37:40: train_zeros:0.023382539
- 2021-11-20 06:37:40: train_ones:0.040953353
- 2021-11-20 06:37:40: train_distortion:0.11110097
- 2021-11-20 06:37:40: train_loss:1.1050936
- 2021-11-20 06:40:28: Running time:(mins): 623
- 2021-11-20 06:40:28: ==========Train Epoch 10 Step: 10249
- 2021-11-20 06:40:28: bpp_ae: [0.3398]
- 2021-11-20 06:40:28: bpp_hyper: [0.0975]
- 2021-11-20 06:40:28: bpp: [0.4373]
- 2021-11-20 06:40:28: IoU: [0.6822]
- 2021-11-20 06:40:28: train_zeros:0.025178619
- 2021-11-20 06:40:28: train_ones:0.040396772
- 2021-11-20 06:40:28: train_distortion:0.11593263
- 2021-11-20 06:40:28: train_loss:1.1634502
- 2021-11-20 06:43:17: Running time:(mins): 626
- 2021-11-20 06:43:17: ==========Train Epoch 10 Step: 10299
- 2021-11-20 06:43:17: bpp_ae: [0.34]
- 2021-11-20 06:43:17: bpp_hyper: [0.0952]
- 2021-11-20 06:43:17: bpp: [0.4353]
- 2021-11-20 06:43:17: IoU: [0.6825]
- 2021-11-20 06:43:17: train_zeros:0.035118297
- 2021-11-20 06:43:17: train_ones:0.038670227
- 2021-11-20 06:43:17: train_distortion:0.14402512
- 2021-11-20 06:43:17: train_loss:1.3033593
- 2021-11-20 06:46:11: Running time:(mins): 629
- 2021-11-20 06:46:11: ==========Train Epoch 10 Step: 10349
- 2021-11-20 06:46:11: bpp_ae: [0.3384]
- 2021-11-20 06:46:11: bpp_hyper: [0.0968]
- 2021-11-20 06:46:11: bpp: [0.4352]
- 2021-11-20 06:46:11: IoU: [0.6813]
- 2021-11-20 06:46:11: train_zeros:0.0280815
- 2021-11-20 06:46:11: train_ones:0.044840217
- 2021-11-20 06:46:11: train_distortion:0.12908472
- 2021-11-20 06:46:11: train_loss:1.2193769
- 2021-11-20 06:49:05: Running time:(mins): 632
- 2021-11-20 06:49:05: ==========Train Epoch 10 Step: 10399
- 2021-11-20 06:49:05: bpp_ae: [0.3397]
- 2021-11-20 06:49:05: bpp_hyper: [0.0974]
- 2021-11-20 06:49:05: bpp: [0.4371]
- 2021-11-20 06:49:05: IoU: [0.6867]
- 2021-11-20 06:49:05: train_zeros:0.036802262
- 2021-11-20 06:49:05: train_ones:0.040169302
- 2021-11-20 06:49:05: train_distortion:0.15057608
- 2021-11-20 06:49:05: train_loss:1.3138237
- 2021-11-20 06:51:52: Saved model on epoch: 10, global_step: 10449, for better bpp.
- 2021-11-20 06:51:52: Running time:(mins): 634
- 2021-11-20 06:51:52: ==========Train Epoch 10 Step: 10449
- 2021-11-20 06:51:52: bpp_ae: [0.3321]
- 2021-11-20 06:51:52: bpp_hyper: [0.0933]
- 2021-11-20 06:51:52: bpp: [0.4253]
- 2021-11-20 06:51:52: IoU: [0.6823]
- 2021-11-20 06:51:52: train_zeros:0.04384692
- 2021-11-20 06:51:52: train_ones:0.03870851
- 2021-11-20 06:51:52: train_distortion:0.17024927
- 2021-11-20 06:51:52: train_loss:1.4149143
- 2021-11-20 06:54:43: Running time:(mins): 637
- 2021-11-20 06:54:43: ==========Train Epoch 10 Step: 10499
- 2021-11-20 06:54:43: bpp_ae: [0.3442]
- 2021-11-20 06:54:43: bpp_hyper: [0.0977]
- 2021-11-20 06:54:43: bpp: [0.442]
- 2021-11-20 06:54:43: IoU: [0.6792]
- 2021-11-20 06:54:43: train_zeros:0.029871525
- 2021-11-20 06:54:43: train_ones:0.031197336
- 2021-11-20 06:54:43: train_distortion:0.12081191
- 2021-11-20 06:54:43: train_loss:1.1756039
- 2021-11-20 06:57:32: Running time:(mins): 640
- 2021-11-20 06:57:32: ==========Train Epoch 10 Step: 10549
- 2021-11-20 06:57:32: bpp_ae: [0.3443]
- 2021-11-20 06:57:32: bpp_hyper: [0.0964]
- 2021-11-20 06:57:32: bpp: [0.4407]
- 2021-11-20 06:57:32: IoU: [0.6899]
- 2021-11-20 06:57:32: train_zeros:0.023855867
- 2021-11-20 06:57:32: train_ones:0.040223993
- 2021-11-20 06:57:32: train_distortion:0.111791596
- 2021-11-20 06:57:32: train_loss:1.104326
- 2021-11-20 07:00:21: Running time:(mins): 643
- 2021-11-20 07:00:21: ==========Train Epoch 10 Step: 10599
- 2021-11-20 07:00:21: bpp_ae: [0.3414]
- 2021-11-20 07:00:21: bpp_hyper: [0.0947]
- 2021-11-20 07:00:21: bpp: [0.4362]
- 2021-11-20 07:00:21: IoU: [0.6794]
- 2021-11-20 07:00:21: train_zeros:0.026619196
- 2021-11-20 07:00:21: train_ones:0.03628053
- 2021-11-20 07:00:21: train_distortion:0.116138116
- 2021-11-20 07:00:21: train_loss:1.1226842
- 2021-11-20 07:03:13: Running time:(mins): 646
- 2021-11-20 07:03:13: ==========Train Epoch 10 Step: 10649
- 2021-11-20 07:03:13: bpp_ae: [0.3462]
- 2021-11-20 07:03:13: bpp_hyper: [0.093]
- 2021-11-20 07:03:13: bpp: [0.4392]
- 2021-11-20 07:03:13: IoU: [0.6831]
- 2021-11-20 07:03:13: train_zeros:0.04918744
- 2021-11-20 07:03:13: train_ones:0.0454349
- 2021-11-20 07:03:13: train_distortion:0.19299722
- 2021-11-20 07:03:13: train_loss:1.6062131
- 2021-11-20 07:06:01: Running time:(mins): 649
- 2021-11-20 07:06:01: ==========Train Epoch 10 Step: 10699
- 2021-11-20 07:06:01: bpp_ae: [0.3435]
- 2021-11-20 07:06:01: bpp_hyper: [0.095]
- 2021-11-20 07:06:01: bpp: [0.4386]
- 2021-11-20 07:06:01: IoU: [0.6776]
- 2021-11-20 07:06:01: train_zeros:0.028750652
- 2021-11-20 07:06:01: train_ones:0.04004944
- 2021-11-20 07:06:01: train_distortion:0.12630141
- 2021-11-20 07:06:01: train_loss:1.1704082
- 2021-11-20 07:08:51: Running time:(mins): 651
- 2021-11-20 07:08:51: ==========Train Epoch 10 Step: 10749
- 2021-11-20 07:08:51: bpp_ae: [0.3429]
- 2021-11-20 07:08:51: bpp_hyper: [0.0944]
- 2021-11-20 07:08:51: bpp: [0.4373]
- 2021-11-20 07:08:51: IoU: [0.6797]
- 2021-11-20 07:08:51: train_zeros:0.02680472
- 2021-11-20 07:08:51: train_ones:0.033934206
- 2021-11-20 07:08:51: train_distortion:0.11434837
- 2021-11-20 07:08:51: train_loss:1.1661379
- 2021-11-20 07:11:49: Running time:(mins): 654
- 2021-11-20 07:11:49: ==========Train Epoch 10 Step: 10799
- 2021-11-20 07:11:49: bpp_ae: [0.3435]
- 2021-11-20 07:11:49: bpp_hyper: [0.0965]
- 2021-11-20 07:11:49: bpp: [0.4399]
- 2021-11-20 07:11:49: IoU: [0.6757]
- 2021-11-20 07:11:49: train_zeros:0.039522707
- 2021-11-20 07:11:49: train_ones:0.04401899
- 2021-11-20 07:11:49: train_distortion:0.1625871
- 2021-11-20 07:11:49: train_loss:1.4292629
- 2021-11-20 07:14:56: Running time:(mins): 657
- 2021-11-20 07:14:56: ==========Train Epoch 10 Step: 10849
- 2021-11-20 07:14:56: bpp_ae: [0.3396]
- 2021-11-20 07:14:56: bpp_hyper: [0.097]
- 2021-11-20 07:14:56: bpp: [0.4366]
- 2021-11-20 07:14:56: IoU: [0.6852]
- 2021-11-20 07:14:56: train_zeros:0.02218341
- 2021-11-20 07:14:56: train_ones:0.03485136
- 2021-11-20 07:14:56: train_distortion:0.1014016
- 2021-11-20 07:14:56: train_loss:1.0702504
- 2021-11-20 07:17:56: Running time:(mins): 660
- 2021-11-20 07:17:56: ==========Train Epoch 10 Step: 10899
- 2021-11-20 07:17:56: bpp_ae: [0.3402]
- 2021-11-20 07:17:56: bpp_hyper: [0.0992]
- 2021-11-20 07:17:56: bpp: [0.4394]
- 2021-11-20 07:17:56: IoU: [0.6907]
- 2021-11-20 07:17:56: train_zeros:0.03255966
- 2021-11-20 07:17:56: train_ones:0.04074153
- 2021-11-20 07:17:56: train_distortion:0.1384205
- 2021-11-20 07:17:56: train_loss:1.2802083
- 2021-11-20 07:20:56: Running time:(mins): 663
- 2021-11-20 07:20:56: ==========Train Epoch 10 Step: 10949
- 2021-11-20 07:20:56: bpp_ae: [0.3453]
- 2021-11-20 07:20:56: bpp_hyper: [0.0986]
- 2021-11-20 07:20:56: bpp: [0.4439]
- 2021-11-20 07:20:56: IoU: [0.6804]
- 2021-11-20 07:20:56: train_zeros:0.028679572
- 2021-11-20 07:20:56: train_ones:0.03962955
- 2021-11-20 07:20:56: train_distortion:0.12566826
- 2021-11-20 07:20:56: train_loss:1.1986123
- 2021-11-20 07:23:50: Running time:(mins): 666
- 2021-11-20 07:23:50: ==========Train Epoch 10 Step: 10999
- 2021-11-20 07:23:50: bpp_ae: [0.3416]
- 2021-11-20 07:23:50: bpp_hyper: [0.0976]
- 2021-11-20 07:23:50: bpp: [0.4392]
- 2021-11-20 07:23:50: IoU: [0.6835]
- 2021-11-20 07:23:50: train_zeros:0.025475724
- 2021-11-20 07:23:50: train_ones:0.032564703
- 2021-11-20 07:23:50: train_distortion:0.108991876
- 2021-11-20 07:23:50: train_loss:1.1021848
- 2021-11-20 07:23:50: Saved model on epoch: 10, for epoch finished.
- 2021-11-20 07:23:50: Testing Files length:12
- 2021-11-20 07:24:11: ==========Test Epoch 11 Step: 0
- 2021-11-20 07:24:11: bpp_ae: [0.3079]
- 2021-11-20 07:24:11: bpp_hyper: [0.0732]
- 2021-11-20 07:24:11: bpp: [0.3811]
- 2021-11-20 07:24:11: IoU: [0.6643]
- 2021-11-20 07:24:11: ========================================
- Training Epoch: 11
- 2021-11-20 07:24:11: alpha:6 beta:3.0
- 2021-11-20 07:24:11: LR:5e-05
- 2021-11-20 07:24:11: Training Files length:1000
- 2021-11-20 07:26:58: Running time:(mins): 669
- 2021-11-20 07:26:58: ==========Train Epoch 11 Step: 11049
- 2021-11-20 07:26:58: bpp_ae: [0.3387]
- 2021-11-20 07:26:58: bpp_hyper: [0.0952]
- 2021-11-20 07:26:58: bpp: [0.434]
- 2021-11-20 07:26:58: IoU: [0.6815]
- 2021-11-20 07:26:58: train_zeros:0.028054431
- 2021-11-20 07:26:58: train_ones:0.042547174
- 2021-11-20 07:26:58: train_distortion:0.12671047
- 2021-11-20 07:26:58: train_loss:1.2158844
- 2021-11-20 07:29:44: Running time:(mins): 672
- 2021-11-20 07:29:44: ==========Train Epoch 11 Step: 11099
- 2021-11-20 07:29:44: bpp_ae: [0.3454]
- 2021-11-20 07:29:44: bpp_hyper: [0.0991]
- 2021-11-20 07:29:44: bpp: [0.4445]
- 2021-11-20 07:29:44: IoU: [0.6841]
- 2021-11-20 07:29:44: train_zeros:0.03628926
- 2021-11-20 07:29:44: train_ones:0.043664288
- 2021-11-20 07:29:44: train_distortion:0.15253207
- 2021-11-20 07:29:44: train_loss:1.3636701
- 2021-11-20 07:32:32: Running time:(mins): 675
- 2021-11-20 07:32:32: ==========Train Epoch 11 Step: 11149
- 2021-11-20 07:32:32: bpp_ae: [0.3429]
- 2021-11-20 07:32:32: bpp_hyper: [0.096]
- 2021-11-20 07:32:32: bpp: [0.4389]
- 2021-11-20 07:32:32: IoU: [0.6889]
- 2021-11-20 07:32:32: train_zeros:0.04426213
- 2021-11-20 07:32:32: train_ones:0.06661741
- 2021-11-20 07:32:32: train_distortion:0.1994038
- 2021-11-20 07:32:32: train_loss:1.6103505
- 2021-11-20 07:35:22: Running time:(mins): 678
- 2021-11-20 07:35:22: ==========Train Epoch 11 Step: 11199
- 2021-11-20 07:35:22: bpp_ae: [0.3421]
- 2021-11-20 07:35:22: bpp_hyper: [0.0962]
- 2021-11-20 07:35:22: bpp: [0.4383]
- 2021-11-20 07:35:22: IoU: [0.6791]
- 2021-11-20 07:35:22: train_zeros:0.029283857
- 2021-11-20 07:35:22: train_ones:0.039739024
- 2021-11-20 07:35:22: train_distortion:0.1275906
- 2021-11-20 07:35:22: train_loss:1.2161666
- 2021-11-20 07:38:11: Running time:(mins): 681
- 2021-11-20 07:38:11: ==========Train Epoch 11 Step: 11249
- 2021-11-20 07:38:11: bpp_ae: [0.3429]
- 2021-11-20 07:38:11: bpp_hyper: [0.0971]
- 2021-11-20 07:38:11: bpp: [0.44]
- 2021-11-20 07:38:11: IoU: [0.6843]
- 2021-11-20 07:38:11: train_zeros:0.040422097
- 2021-11-20 07:38:11: train_ones:0.059322532
- 2021-11-20 07:38:11: train_distortion:0.18058883
- 2021-11-20 07:38:11: train_loss:1.5001801
- 2021-11-20 07:40:59: Running time:(mins): 684
- 2021-11-20 07:40:59: ==========Train Epoch 11 Step: 11299
- 2021-11-20 07:40:59: bpp_ae: [0.3422]
- 2021-11-20 07:40:59: bpp_hyper: [0.0968]
- 2021-11-20 07:40:59: bpp: [0.4389]
- 2021-11-20 07:40:59: IoU: [0.6867]
- 2021-11-20 07:40:59: train_zeros:0.02930828
- 2021-11-20 07:40:59: train_ones:0.03837492
- 2021-11-20 07:40:59: train_distortion:0.12629975
- 2021-11-20 07:40:59: train_loss:1.1791654
- 2021-11-20 07:43:52: Running time:(mins): 686
- 2021-11-20 07:43:52: ==========Train Epoch 11 Step: 11349
- 2021-11-20 07:43:52: bpp_ae: [0.3441]
- 2021-11-20 07:43:52: bpp_hyper: [0.0952]
- 2021-11-20 07:43:52: bpp: [0.4394]
- 2021-11-20 07:43:52: IoU: [0.6835]
- 2021-11-20 07:43:52: train_zeros:0.02511668
- 2021-11-20 07:43:52: train_ones:0.038736798
- 2021-11-20 07:43:52: train_distortion:0.11408684
- 2021-11-20 07:43:52: train_loss:1.1270782
- 2021-11-20 07:46:38: Running time:(mins): 689
- 2021-11-20 07:46:38: ==========Train Epoch 11 Step: 11399
- 2021-11-20 07:46:38: bpp_ae: [0.3431]
- 2021-11-20 07:46:38: bpp_hyper: [0.0969]
- 2021-11-20 07:46:38: bpp: [0.44]
- 2021-11-20 07:46:38: IoU: [0.6801]
- 2021-11-20 07:46:38: train_zeros:0.029327892
- 2021-11-20 07:46:38: train_ones:0.03968136
- 2021-11-20 07:46:38: train_distortion:0.12766504
- 2021-11-20 07:46:38: train_loss:1.2121246
- 2021-11-20 07:49:30: Running time:(mins): 692
- 2021-11-20 07:49:30: ==========Train Epoch 11 Step: 11449
- 2021-11-20 07:49:30: bpp_ae: [0.3422]
- 2021-11-20 07:49:30: bpp_hyper: [0.0979]
- 2021-11-20 07:49:30: bpp: [0.4402]
- 2021-11-20 07:49:30: IoU: [0.6877]
- 2021-11-20 07:49:30: train_zeros:0.043716285
- 2021-11-20 07:49:30: train_ones:0.05151287
- 2021-11-20 07:49:30: train_distortion:0.18266173
- 2021-11-20 07:49:30: train_loss:1.5196078
- 2021-11-20 07:52:23: Running time:(mins): 695
- 2021-11-20 07:52:23: ==========Train Epoch 11 Step: 11499
- 2021-11-20 07:52:23: bpp_ae: [0.3382]
- 2021-11-20 07:52:23: bpp_hyper: [0.0939]
- 2021-11-20 07:52:23: bpp: [0.4321]
- 2021-11-20 07:52:23: IoU: [0.6786]
- 2021-11-20 07:52:23: train_zeros:0.023968471
- 2021-11-20 07:52:23: train_ones:0.039133348
- 2021-11-20 07:52:23: train_distortion:0.11103876
- 2021-11-20 07:52:23: train_loss:1.0906916
- 2021-11-20 07:55:14: Running time:(mins): 698
- 2021-11-20 07:55:14: ==========Train Epoch 11 Step: 11549
- 2021-11-20 07:55:14: bpp_ae: [0.3414]
- 2021-11-20 07:55:14: bpp_hyper: [0.0972]
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- 2021-11-20 07:55:14: IoU: [0.6825]
- 2021-11-20 07:55:14: train_zeros:0.033102494
- 2021-11-20 07:55:14: train_ones:0.03541635
- 2021-11-20 07:55:14: train_distortion:0.13472383
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- 2021-11-20 07:58:06: Running time:(mins): 701
- 2021-11-20 07:58:06: ==========Train Epoch 11 Step: 11599
- 2021-11-20 07:58:06: bpp_ae: [0.3428]
- 2021-11-20 07:58:06: bpp_hyper: [0.0966]
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- 2021-11-20 07:58:06: train_zeros:0.02505922
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- 2021-11-20 07:58:06: train_distortion:0.11126935
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- 2021-11-20 08:00:56: Running time:(mins): 703
- 2021-11-20 08:00:56: ==========Train Epoch 11 Step: 11649
- 2021-11-20 08:00:56: bpp_ae: [0.3404]
- 2021-11-20 08:00:56: bpp_hyper: [0.0953]
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- 2021-11-20 08:00:56: train_distortion:0.13572356
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- 2021-11-20 08:03:46: Running time:(mins): 706
- 2021-11-20 08:03:46: ==========Train Epoch 11 Step: 11699
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- 2021-11-20 08:03:46: bpp_hyper: [0.0975]
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- 2021-11-20 08:06:36: Running time:(mins): 709
- 2021-11-20 08:06:36: ==========Train Epoch 11 Step: 11749
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- 2021-11-20 08:09:28: Running time:(mins): 712
- 2021-11-20 08:09:28: ==========Train Epoch 11 Step: 11799
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- 2021-11-20 08:09:28: bpp_hyper: [0.0969]
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- 2021-11-20 08:12:18: Running time:(mins): 715
- 2021-11-20 08:12:18: ==========Train Epoch 11 Step: 11849
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- 2021-11-20 08:15:08: Running time:(mins): 718
- 2021-11-20 08:15:08: ==========Train Epoch 11 Step: 11899
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- 2021-11-20 08:17:55: Running time:(mins): 720
- 2021-11-20 08:17:55: ==========Train Epoch 11 Step: 11949
- 2021-11-20 08:17:55: bpp_ae: [0.3445]
- 2021-11-20 08:17:55: bpp_hyper: [0.0978]
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- 2021-11-20 08:20:45: Running time:(mins): 723
- 2021-11-20 08:20:45: ==========Train Epoch 11 Step: 11999
- 2021-11-20 08:20:45: bpp_ae: [0.3428]
- 2021-11-20 08:20:45: bpp_hyper: [0.0965]
- 2021-11-20 08:20:45: bpp: [0.4392]
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- 2021-11-20 08:20:45: train_distortion:0.13725154
- 2021-11-20 08:20:45: train_loss:1.2479792
- 2021-11-20 08:20:45: Saved model on epoch: 11, for epoch finished.
- 2021-11-20 08:20:45: Testing Files length:12
- 2021-11-20 08:21:07: ==========Test Epoch 12 Step: 0
- 2021-11-20 08:21:07: bpp_ae: [0.3073]
- 2021-11-20 08:21:07: bpp_hyper: [0.0721]
- 2021-11-20 08:21:07: bpp: [0.3795]
- 2021-11-20 08:21:07: IoU: [0.6786]
- 2021-11-20 08:21:08: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_11.npz
- 2021-11-20 08:21:08: ========================================
- Training Epoch: 12
- 2021-11-20 08:21:08: alpha:6 beta:3.0
- 2021-11-20 08:21:08: LR:2.5e-05
- 2021-11-20 08:21:08: Training Files length:1000
- 2021-11-20 08:23:59: Saved model on epoch: 12, global_step: 12049, for better bpp.
- 2021-11-20 08:23:59: Running time:(mins): 727
- 2021-11-20 08:23:59: ==========Train Epoch 12 Step: 12049
- 2021-11-20 08:23:59: bpp_ae: [0.3374]
- 2021-11-20 08:23:59: bpp_hyper: [0.097]
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- 2021-11-20 08:23:59: IoU: [0.6831]
- 2021-11-20 08:23:59: train_zeros:0.021837119
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- 2021-11-20 08:23:59: train_distortion:0.10036571
- 2021-11-20 08:23:59: train_loss:1.0423535
- 2021-11-20 08:26:44: Saved model on epoch: 12, global_step: 12099, for better bpp.
- 2021-11-20 08:26:44: Running time:(mins): 729
- 2021-11-20 08:26:44: ==========Train Epoch 12 Step: 12099
- 2021-11-20 08:26:44: bpp_ae: [0.336]
- 2021-11-20 08:26:44: bpp_hyper: [0.0967]
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- 2021-11-20 08:26:44: IoU: [0.6868]
- 2021-11-20 08:26:44: train_zeros:0.030875493
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- 2021-11-20 08:26:44: train_loss:1.220582
- 2021-11-20 08:29:30: Saved model on epoch: 12, global_step: 12149, for better bpp.
- 2021-11-20 08:29:31: Running time:(mins): 732
- 2021-11-20 08:29:31: ==========Train Epoch 12 Step: 12149
- 2021-11-20 08:29:31: bpp_ae: [0.3341]
- 2021-11-20 08:29:31: bpp_hyper: [0.0955]
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- 2021-11-20 08:29:31: train_zeros:0.033731595
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- 2021-11-20 08:29:31: train_loss:1.2667493
- 2021-11-20 08:32:16: Saved model on epoch: 12, global_step: 12199, for better bpp.
- 2021-11-20 08:32:16: Running time:(mins): 735
- 2021-11-20 08:32:16: ==========Train Epoch 12 Step: 12199
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- 2021-11-20 08:32:16: bpp_hyper: [0.0951]
- 2021-11-20 08:32:16: bpp: [0.4295]
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- 2021-11-20 08:32:16: train_zeros:0.03043225
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- 2021-11-20 08:32:16: train_distortion:0.13268843
- 2021-11-20 08:32:16: train_loss:1.2287198
- 2021-11-20 08:35:01: Running time:(mins): 738
- 2021-11-20 08:35:01: ==========Train Epoch 12 Step: 12249
- 2021-11-20 08:35:01: bpp_ae: [0.335]
- 2021-11-20 08:35:01: bpp_hyper: [0.0968]
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- 2021-11-20 08:35:01: train_loss:1.3281841
- 2021-11-20 08:37:49: Saved model on epoch: 12, global_step: 12299, for better bpp.
- 2021-11-20 08:37:49: Running time:(mins): 740
- 2021-11-20 08:37:49: ==========Train Epoch 12 Step: 12299
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- 2021-11-20 08:37:49: bpp_hyper: [0.0944]
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- 2021-11-20 08:37:49: train_zeros:0.027676223
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- 2021-11-20 08:37:49: train_loss:1.1142349
- 2021-11-20 08:40:35: Running time:(mins): 743
- 2021-11-20 08:40:35: ==========Train Epoch 12 Step: 12349
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- 2021-11-20 08:40:35: bpp_hyper: [0.0951]
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- 2021-11-20 08:43:23: Running time:(mins): 746
- 2021-11-20 08:43:23: ==========Train Epoch 12 Step: 12399
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- 2021-11-20 08:43:23: train_loss:1.5237861
- 2021-11-20 08:46:10: Running time:(mins): 749
- 2021-11-20 08:46:10: ==========Train Epoch 12 Step: 12449
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- 2021-11-20 08:48:59: Running time:(mins): 752
- 2021-11-20 08:48:59: ==========Train Epoch 12 Step: 12499
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- 2021-11-20 08:51:58: Running time:(mins): 754
- 2021-11-20 08:51:58: ==========Train Epoch 12 Step: 12549
- 2021-11-20 08:51:58: bpp_ae: [0.3376]
- 2021-11-20 08:51:58: bpp_hyper: [0.0975]
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- 2021-11-20 08:54:58: Running time:(mins): 757
- 2021-11-20 08:54:58: ==========Train Epoch 12 Step: 12599
- 2021-11-20 08:54:58: bpp_ae: [0.3352]
- 2021-11-20 08:54:58: bpp_hyper: [0.0968]
- 2021-11-20 08:54:58: bpp: [0.432]
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- 2021-11-20 08:54:58: train_zeros:0.02609074
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- 2021-11-20 08:54:58: train_distortion:0.117971644
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- 2021-11-20 08:58:01: Running time:(mins): 761
- 2021-11-20 08:58:01: ==========Train Epoch 12 Step: 12649
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- 2021-11-20 08:58:01: bpp_hyper: [0.0958]
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- 2021-11-20 08:58:01: train_zeros:0.03175339
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- 2021-11-20 09:00:53: Running time:(mins): 763
- 2021-11-20 09:00:53: ==========Train Epoch 12 Step: 12699
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- 2021-11-20 09:00:53: bpp_hyper: [0.0955]
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- 2021-11-20 09:00:53: train_loss:1.2925999
- 2021-11-20 09:03:48: Running time:(mins): 766
- 2021-11-20 09:03:48: ==========Train Epoch 12 Step: 12749
- 2021-11-20 09:03:48: bpp_ae: [0.3362]
- 2021-11-20 09:03:48: bpp_hyper: [0.097]
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- 2021-11-20 09:03:48: train_distortion:0.12606132
- 2021-11-20 09:03:48: train_loss:1.1747777
- 2021-11-20 09:06:41: Running time:(mins): 769
- 2021-11-20 09:06:41: ==========Train Epoch 12 Step: 12799
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- 2021-11-20 09:09:33: Running time:(mins): 772
- 2021-11-20 09:09:33: ==========Train Epoch 12 Step: 12849
- 2021-11-20 09:09:33: bpp_ae: [0.3365]
- 2021-11-20 09:09:33: bpp_hyper: [0.0973]
- 2021-11-20 09:09:33: bpp: [0.4338]
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- 2021-11-20 09:12:28: Running time:(mins): 775
- 2021-11-20 09:12:28: ==========Train Epoch 12 Step: 12899
- 2021-11-20 09:12:28: bpp_ae: [0.3335]
- 2021-11-20 09:12:28: bpp_hyper: [0.0974]
- 2021-11-20 09:12:28: bpp: [0.4308]
- 2021-11-20 09:12:28: IoU: [0.6852]
- 2021-11-20 09:12:28: train_zeros:0.029909642
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- 2021-11-20 09:12:28: train_distortion:0.12829033
- 2021-11-20 09:12:28: train_loss:1.1662426
- 2021-11-20 09:15:17: Running time:(mins): 778
- 2021-11-20 09:15:17: ==========Train Epoch 12 Step: 12949
- 2021-11-20 09:15:17: bpp_ae: [0.3352]
- 2021-11-20 09:15:17: bpp_hyper: [0.0975]
- 2021-11-20 09:15:17: bpp: [0.4327]
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- 2021-11-20 09:15:17: train_zeros:0.026745075
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- 2021-11-20 09:15:17: train_distortion:0.117609486
- 2021-11-20 09:15:17: train_loss:1.1403742
- 2021-11-20 09:18:04: Running time:(mins): 781
- 2021-11-20 09:18:04: ==========Train Epoch 12 Step: 12999
- 2021-11-20 09:18:04: bpp_ae: [0.3387]
- 2021-11-20 09:18:04: bpp_hyper: [0.0957]
- 2021-11-20 09:18:04: bpp: [0.4345]
- 2021-11-20 09:18:04: IoU: [0.6883]
- 2021-11-20 09:18:04: train_zeros:0.03374974
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- 2021-11-20 09:18:04: train_distortion:0.13931887
- 2021-11-20 09:18:04: train_loss:1.268296
- 2021-11-20 09:18:04: Saved model on epoch: 12, for epoch finished.
- 2021-11-20 09:18:04: Testing Files length:12
- 2021-11-20 09:18:27: ==========Test Epoch 13 Step: 0
- 2021-11-20 09:18:27: bpp_ae: [0.3072]
- 2021-11-20 09:18:27: bpp_hyper: [0.0735]
- 2021-11-20 09:18:27: bpp: [0.3807]
- 2021-11-20 09:18:27: IoU: [0.6898]
- 2021-11-20 09:18:27: ========================================
- Training Epoch: 13
- 2021-11-20 09:18:27: alpha:6 beta:3.0
- 2021-11-20 09:18:27: LR:2.5e-05
- 2021-11-20 09:18:27: Training Files length:1000
- 2021-11-20 09:21:18: Running time:(mins): 784
- 2021-11-20 09:21:18: ==========Train Epoch 13 Step: 13049
- 2021-11-20 09:21:18: bpp_ae: [0.339]
- 2021-11-20 09:21:18: bpp_hyper: [0.0983]
- 2021-11-20 09:21:18: bpp: [0.4373]
- 2021-11-20 09:21:18: IoU: [0.6859]
- 2021-11-20 09:21:18: train_zeros:0.024446499
- 2021-11-20 09:21:18: train_ones:0.038583063
- 2021-11-20 09:21:18: train_distortion:0.111922555
- 2021-11-20 09:21:18: train_loss:1.0822929
- 2021-11-20 09:24:03: Running time:(mins): 787
- 2021-11-20 09:24:03: ==========Train Epoch 13 Step: 13099
- 2021-11-20 09:24:03: bpp_ae: [0.3381]
- 2021-11-20 09:24:03: bpp_hyper: [0.0977]
- 2021-11-20 09:24:03: bpp: [0.4358]
- 2021-11-20 09:24:03: IoU: [0.6887]
- 2021-11-20 09:24:03: train_zeros:0.028111545
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- 2021-11-20 09:24:03: train_distortion:0.12438539
- 2021-11-20 09:24:03: train_loss:1.1638185
- 2021-11-20 09:26:48: Running time:(mins): 789
- 2021-11-20 09:26:48: ==========Train Epoch 13 Step: 13149
- 2021-11-20 09:26:48: bpp_ae: [0.3336]
- 2021-11-20 09:26:48: bpp_hyper: [0.096]
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- 2021-11-20 09:26:48: IoU: [0.6868]
- 2021-11-20 09:26:48: train_zeros:0.03192954
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- 2021-11-20 09:26:48: train_distortion:0.13269176
- 2021-11-20 09:26:48: train_loss:1.2188095
- 2021-11-20 09:29:37: Running time:(mins): 792
- 2021-11-20 09:29:37: ==========Train Epoch 13 Step: 13199
- 2021-11-20 09:29:37: bpp_ae: [0.3386]
- 2021-11-20 09:29:37: bpp_hyper: [0.0962]
- 2021-11-20 09:29:37: bpp: [0.4348]
- 2021-11-20 09:29:37: IoU: [0.6755]
- 2021-11-20 09:29:37: train_zeros:0.03151302
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- 2021-11-20 09:29:37: train_distortion:0.13506098
- 2021-11-20 09:29:37: train_loss:1.2590598
- 2021-11-20 09:32:21: Running time:(mins): 795
- 2021-11-20 09:32:21: ==========Train Epoch 13 Step: 13249
- 2021-11-20 09:32:21: bpp_ae: [0.3336]
- 2021-11-20 09:32:21: bpp_hyper: [0.0986]
- 2021-11-20 09:32:21: bpp: [0.4322]
- 2021-11-20 09:32:21: IoU: [0.6859]
- 2021-11-20 09:32:21: train_zeros:0.018837592
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- 2021-11-20 09:32:21: train_distortion:0.09482446
- 2021-11-20 09:32:21: train_loss:1.0254527
- 2021-11-20 09:35:08: Running time:(mins): 798
- 2021-11-20 09:35:08: ==========Train Epoch 13 Step: 13299
- 2021-11-20 09:35:08: bpp_ae: [0.3366]
- 2021-11-20 09:35:08: bpp_hyper: [0.0969]
- 2021-11-20 09:35:08: bpp: [0.4336]
- 2021-11-20 09:35:08: IoU: [0.687]
- 2021-11-20 09:35:08: train_zeros:0.036498945
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- 2021-11-20 09:35:08: train_distortion:0.14723703
- 2021-11-20 09:35:08: train_loss:1.29842
- 2021-11-20 09:37:55: Running time:(mins): 800
- 2021-11-20 09:37:55: ==========Train Epoch 13 Step: 13349
- 2021-11-20 09:37:55: bpp_ae: [0.3365]
- 2021-11-20 09:37:55: bpp_hyper: [0.0944]
- 2021-11-20 09:37:55: bpp: [0.431]
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- 2021-11-20 09:37:55: train_zeros:0.021342287
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- 2021-11-20 09:37:55: train_distortion:0.10136712
- 2021-11-20 09:37:55: train_loss:1.0662605
- 2021-11-20 09:40:43: Saved model on epoch: 13, global_step: 13399, for better bpp.
- 2021-11-20 09:40:44: Running time:(mins): 803
- 2021-11-20 09:40:44: ==========Train Epoch 13 Step: 13399
- 2021-11-20 09:40:44: bpp_ae: [0.3323]
- 2021-11-20 09:40:44: bpp_hyper: [0.0959]
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- 2021-11-20 09:40:44: train_zeros:0.029608864
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- 2021-11-20 09:40:44: train_distortion:0.12522289
- 2021-11-20 09:40:44: train_loss:1.1696889
- 2021-11-20 09:43:31: Running time:(mins): 806
- 2021-11-20 09:43:31: ==========Train Epoch 13 Step: 13449
- 2021-11-20 09:43:31: bpp_ae: [0.3341]
- 2021-11-20 09:43:31: bpp_hyper: [0.0963]
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- 2021-11-20 09:43:31: IoU: [0.6839]
- 2021-11-20 09:43:31: train_zeros:0.039882034
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- 2021-11-20 09:43:31: train_distortion:0.15526454
- 2021-11-20 09:43:31: train_loss:1.332698
- 2021-11-20 09:46:18: Saved model on epoch: 13, global_step: 13499, for better bpp.
- 2021-11-20 09:46:18: Running time:(mins): 809
- 2021-11-20 09:46:18: ==========Train Epoch 13 Step: 13499
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- 2021-11-20 09:46:18: train_zeros:0.018409967
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- 2021-11-20 09:46:18: train_distortion:0.09447617
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- 2021-11-20 09:49:02: Running time:(mins): 812
- 2021-11-20 09:49:02: ==========Train Epoch 13 Step: 13549
- 2021-11-20 09:49:02: bpp_ae: [0.3331]
- 2021-11-20 09:49:02: bpp_hyper: [0.0952]
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- 2021-11-20 09:49:02: train_distortion:0.16909851
- 2021-11-20 09:49:02: train_loss:1.472178
- 2021-11-20 09:51:49: Running time:(mins): 814
- 2021-11-20 09:51:49: ==========Train Epoch 13 Step: 13599
- 2021-11-20 09:51:49: bpp_ae: [0.3329]
- 2021-11-20 09:51:49: bpp_hyper: [0.0957]
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- 2021-11-20 09:51:49: train_zeros:0.03380083
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- 2021-11-20 09:51:49: train_distortion:0.14991812
- 2021-11-20 09:51:49: train_loss:1.3038611
- 2021-11-20 09:54:38: Running time:(mins): 817
- 2021-11-20 09:54:38: ==========Train Epoch 13 Step: 13649
- 2021-11-20 09:54:38: bpp_ae: [0.3377]
- 2021-11-20 09:54:38: bpp_hyper: [0.098]
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- 2021-11-20 09:54:38: train_zeros:0.026266638
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- 2021-11-20 09:57:28: Running time:(mins): 820
- 2021-11-20 09:57:28: ==========Train Epoch 13 Step: 13699
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- 2021-11-20 09:57:28: train_zeros:0.03648744
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- 2021-11-20 10:00:18: Running time:(mins): 823
- 2021-11-20 10:00:18: ==========Train Epoch 13 Step: 13749
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- 2021-11-20 10:00:18: bpp_hyper: [0.0954]
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- 2021-11-20 10:03:12: Running time:(mins): 826
- 2021-11-20 10:03:12: ==========Train Epoch 13 Step: 13799
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- 2021-11-20 10:06:14: ==========Train Epoch 13 Step: 13849
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- 2021-11-20 10:06:14: train_distortion:0.11509505
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- 2021-11-20 10:09:28: ==========Train Epoch 13 Step: 13899
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- 2021-11-20 10:09:28: bpp_hyper: [0.0993]
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- 2021-11-20 10:09:28: train_zeros:0.025937801
- 2021-11-20 10:09:28: train_ones:0.03757346
- 2021-11-20 10:09:28: train_distortion:0.11538686
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- 2021-11-20 10:12:28: Running time:(mins): 835
- 2021-11-20 10:12:28: ==========Train Epoch 13 Step: 13949
- 2021-11-20 10:12:28: bpp_ae: [0.3355]
- 2021-11-20 10:12:28: bpp_hyper: [0.0986]
- 2021-11-20 10:12:28: bpp: [0.4341]
- 2021-11-20 10:12:28: IoU: [0.6871]
- 2021-11-20 10:12:28: train_zeros:0.034007564
- 2021-11-20 10:12:28: train_ones:0.03725866
- 2021-11-20 10:12:28: train_distortion:0.13928135
- 2021-11-20 10:12:28: train_loss:1.2416465
- 2021-11-20 10:15:18: Running time:(mins): 838
- 2021-11-20 10:15:18: ==========Train Epoch 13 Step: 13999
- 2021-11-20 10:15:18: bpp_ae: [0.3356]
- 2021-11-20 10:15:18: bpp_hyper: [0.0981]
- 2021-11-20 10:15:18: bpp: [0.4337]
- 2021-11-20 10:15:18: IoU: [0.6902]
- 2021-11-20 10:15:18: train_zeros:0.03156535
- 2021-11-20 10:15:18: train_ones:0.039510265
- 2021-11-20 10:15:18: train_distortion:0.13420631
- 2021-11-20 10:15:18: train_loss:1.2228498
- 2021-11-20 10:15:18: Saved model on epoch: 13, for epoch finished.
- 2021-11-20 10:15:18: Testing Files length:12
- 2021-11-20 10:15:39: ==========Test Epoch 14 Step: 0
- 2021-11-20 10:15:39: bpp_ae: [0.309]
- 2021-11-20 10:15:39: bpp_hyper: [0.0734]
- 2021-11-20 10:15:39: bpp: [0.3823]
- 2021-11-20 10:15:39: IoU: [0.6761]
- 2021-11-20 10:15:39: ========================================
- Training Epoch: 14
- 2021-11-20 10:15:39: alpha:6 beta:3.0
- 2021-11-20 10:15:39: LR:2.5e-05
- 2021-11-20 10:15:39: Training Files length:1000
- 2021-11-20 10:18:27: Running time:(mins): 841
- 2021-11-20 10:18:27: ==========Train Epoch 14 Step: 14049
- 2021-11-20 10:18:27: bpp_ae: [0.3332]
- 2021-11-20 10:18:27: bpp_hyper: [0.0965]
- 2021-11-20 10:18:27: bpp: [0.4297]
- 2021-11-20 10:18:27: IoU: [0.6787]
- 2021-11-20 10:18:27: train_zeros:0.03574385
- 2021-11-20 10:18:27: train_ones:0.04553114
- 2021-11-20 10:18:27: train_distortion:0.1527627
- 2021-11-20 10:18:27: train_loss:1.3311661
- 2021-11-20 10:21:14: Running time:(mins): 844
- 2021-11-20 10:21:14: ==========Train Epoch 14 Step: 14099
- 2021-11-20 10:21:14: bpp_ae: [0.3355]
- 2021-11-20 10:21:14: bpp_hyper: [0.0975]
- 2021-11-20 10:21:14: bpp: [0.433]
- 2021-11-20 10:21:14: IoU: [0.6855]
- 2021-11-20 10:21:14: train_zeros:0.027420502
- 2021-11-20 10:21:14: train_ones:0.044343647
- 2021-11-20 10:21:14: train_distortion:0.12660515
- 2021-11-20 10:21:14: train_loss:1.217813
- 2021-11-20 10:24:01: Saved model on epoch: 14, global_step: 14149, for better bpp.
- 2021-11-20 10:24:02: Running time:(mins): 847
- 2021-11-20 10:24:02: ==========Train Epoch 14 Step: 14149
- 2021-11-20 10:24:02: bpp_ae: [0.3315]
- 2021-11-20 10:24:02: bpp_hyper: [0.095]
- 2021-11-20 10:24:02: bpp: [0.4266]
- 2021-11-20 10:24:02: IoU: [0.6857]
- 2021-11-20 10:24:02: train_zeros:0.03054562
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- 2021-11-20 10:24:02: train_distortion:0.13700882
- 2021-11-20 10:24:02: train_loss:1.2635201
- 2021-11-20 10:26:46: Running time:(mins): 849
- 2021-11-20 10:26:46: ==========Train Epoch 14 Step: 14199
- 2021-11-20 10:26:46: bpp_ae: [0.3354]
- 2021-11-20 10:26:46: bpp_hyper: [0.0978]
- 2021-11-20 10:26:46: bpp: [0.4332]
- 2021-11-20 10:26:46: IoU: [0.6821]
- 2021-11-20 10:26:46: train_zeros:0.023195216
- 2021-11-20 10:26:46: train_ones:0.040833764
- 2021-11-20 10:26:46: train_distortion:0.110419415
- 2021-11-20 10:26:46: train_loss:1.0962671
- 2021-11-20 10:29:33: Running time:(mins): 852
- 2021-11-20 10:29:33: ==========Train Epoch 14 Step: 14249
- 2021-11-20 10:29:33: bpp_ae: [0.3404]
- 2021-11-20 10:29:33: bpp_hyper: [0.0986]
- 2021-11-20 10:29:33: bpp: [0.439]
- 2021-11-20 10:29:33: IoU: [0.6841]
- 2021-11-20 10:29:33: train_zeros:0.031359848
- 2021-11-20 10:29:33: train_ones:0.03733531
- 2021-11-20 10:29:33: train_distortion:0.13141485
- 2021-11-20 10:29:33: train_loss:1.2201879
- 2021-11-20 10:32:18: Running time:(mins): 855
- 2021-11-20 10:32:18: ==========Train Epoch 14 Step: 14299
- 2021-11-20 10:32:18: bpp_ae: [0.3378]
- 2021-11-20 10:32:18: bpp_hyper: [0.0976]
- 2021-11-20 10:32:18: bpp: [0.4354]
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- 2021-11-20 10:32:18: train_zeros:0.027857715
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- 2021-11-20 10:35:05: Running time:(mins): 858
- 2021-11-20 10:35:05: ==========Train Epoch 14 Step: 14349
- 2021-11-20 10:35:05: bpp_ae: [0.3366]
- 2021-11-20 10:35:05: bpp_hyper: [0.0956]
- 2021-11-20 10:35:05: bpp: [0.4322]
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- 2021-11-20 10:35:05: train_distortion:0.10521889
- 2021-11-20 10:35:05: train_loss:1.0915202
- 2021-11-20 10:37:50: Running time:(mins): 860
- 2021-11-20 10:37:50: ==========Train Epoch 14 Step: 14399
- 2021-11-20 10:37:50: bpp_ae: [0.3351]
- 2021-11-20 10:37:50: bpp_hyper: [0.0937]
- 2021-11-20 10:37:50: bpp: [0.4288]
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- 2021-11-20 10:37:50: train_zeros:0.026262553
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- 2021-11-20 10:37:50: train_distortion:0.11742191
- 2021-11-20 10:37:50: train_loss:1.1468681
- 2021-11-20 10:40:38: Running time:(mins): 863
- 2021-11-20 10:40:38: ==========Train Epoch 14 Step: 14449
- 2021-11-20 10:40:38: bpp_ae: [0.3392]
- 2021-11-20 10:40:38: bpp_hyper: [0.0975]
- 2021-11-20 10:40:38: bpp: [0.4367]
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- 2021-11-20 10:40:38: train_zeros:0.02514675
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- 2021-11-20 10:40:38: train_distortion:0.11106716
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- 2021-11-20 10:43:32: Running time:(mins): 866
- 2021-11-20 10:43:32: ==========Train Epoch 14 Step: 14499
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- 2021-11-20 10:43:32: bpp_hyper: [0.0964]
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- 2021-11-20 10:43:32: train_loss:1.2006574
- 2021-11-20 10:46:20: Running time:(mins): 869
- 2021-11-20 10:46:20: ==========Train Epoch 14 Step: 14549
- 2021-11-20 10:46:20: bpp_ae: [0.3392]
- 2021-11-20 10:46:20: bpp_hyper: [0.0972]
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- 2021-11-20 10:46:20: train_zeros:0.031798743
- 2021-11-20 10:46:20: train_ones:0.04160431
- 2021-11-20 10:46:20: train_distortion:0.13700053
- 2021-11-20 10:46:20: train_loss:1.2782974
- 2021-11-20 10:49:07: Running time:(mins): 872
- 2021-11-20 10:49:07: ==========Train Epoch 14 Step: 14599
- 2021-11-20 10:49:07: bpp_ae: [0.3383]
- 2021-11-20 10:49:07: bpp_hyper: [0.0966]
- 2021-11-20 10:49:07: bpp: [0.4349]
- 2021-11-20 10:49:07: IoU: [0.6772]
- 2021-11-20 10:49:07: train_zeros:0.02120123
- 2021-11-20 10:49:07: train_ones:0.03360131
- 2021-11-20 10:49:07: train_distortion:0.097205
- 2021-11-20 10:49:07: train_loss:1.0879954
- 2021-11-20 10:51:55: Running time:(mins): 874
- 2021-11-20 10:51:55: ==========Train Epoch 14 Step: 14649
- 2021-11-20 10:51:55: bpp_ae: [0.3384]
- 2021-11-20 10:51:55: bpp_hyper: [0.0948]
- 2021-11-20 10:51:55: bpp: [0.4331]
- 2021-11-20 10:51:55: IoU: [0.687]
- 2021-11-20 10:51:55: train_zeros:0.040416356
- 2021-11-20 10:51:55: train_ones:0.04701314
- 2021-11-20 10:51:55: train_distortion:0.16826221
- 2021-11-20 10:51:55: train_loss:1.4124573
- 2021-11-20 10:54:41: Running time:(mins): 877
- 2021-11-20 10:54:41: ==========Train Epoch 14 Step: 14699
- 2021-11-20 10:54:41: bpp_ae: [0.3368]
- 2021-11-20 10:54:41: bpp_hyper: [0.0973]
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- 2021-11-20 10:57:31: Running time:(mins): 880
- 2021-11-20 10:57:31: ==========Train Epoch 14 Step: 14749
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- 2021-11-20 11:00:21: ==========Train Epoch 14 Step: 14799
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- 2021-11-20 11:03:09: ==========Train Epoch 14 Step: 14849
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- 2021-11-20 11:05:59: Running time:(mins): 889
- 2021-11-20 11:05:59: ==========Train Epoch 14 Step: 14899
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- 2021-11-20 11:08:49: ==========Train Epoch 14 Step: 14949
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- 2021-11-20 11:11:35: Running time:(mins): 894
- 2021-11-20 11:11:35: ==========Train Epoch 14 Step: 14999
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- 2021-11-20 11:11:35: Saved model on epoch: 14, for epoch finished.
- 2021-11-20 11:11:35: Testing Files length:12
- 2021-11-20 11:11:55: ==========Test Epoch 15 Step: 0
- 2021-11-20 11:11:55: bpp_ae: [0.3049]
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- 2021-11-20 11:11:56: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_14.npz
- 2021-11-20 11:11:56: ========================================
- Training Epoch: 15
- 2021-11-20 11:11:56: alpha:6 beta:3.0
- 2021-11-20 11:11:56: LR:1.2e-05
- 2021-11-20 11:11:56: Training Files length:1000
- 2021-11-20 11:14:41: Saved model on epoch: 15, global_step: 15049, for better bpp.
- 2021-11-20 11:14:42: Running time:(mins): 897
- 2021-11-20 11:14:42: ==========Train Epoch 15 Step: 15049
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- 2021-11-20 11:17:24: Running time:(mins): 900
- 2021-11-20 11:17:24: ==========Train Epoch 15 Step: 15099
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- 2021-11-20 11:20:06: Running time:(mins): 903
- 2021-11-20 11:20:06: ==========Train Epoch 15 Step: 15149
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- 2021-11-20 11:22:53: ==========Train Epoch 15 Step: 15199
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- 2021-11-20 11:28:23: ==========Train Epoch 15 Step: 15299
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- 2021-11-20 11:37:24: ==========Train Epoch 15 Step: 15449
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- 2021-11-20 11:43:22: ==========Train Epoch 15 Step: 15549
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- 2021-11-20 11:46:15: Running time:(mins): 929
- 2021-11-20 11:46:15: ==========Train Epoch 15 Step: 15599
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- 2021-11-20 11:49:04: Running time:(mins): 932
- 2021-11-20 11:49:04: ==========Train Epoch 15 Step: 15649
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- 2021-11-20 11:51:51: ==========Train Epoch 15 Step: 15699
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- 2021-11-20 11:54:41: ==========Train Epoch 15 Step: 15749
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- 2021-11-20 11:57:30: Running time:(mins): 940
- 2021-11-20 11:57:30: ==========Train Epoch 15 Step: 15799
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- 2021-11-20 12:00:18: Running time:(mins): 943
- 2021-11-20 12:00:18: ==========Train Epoch 15 Step: 15849
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- 2021-11-20 12:03:07: Running time:(mins): 946
- 2021-11-20 12:03:07: ==========Train Epoch 15 Step: 15899
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- 2021-11-20 12:05:55: Running time:(mins): 948
- 2021-11-20 12:05:55: ==========Train Epoch 15 Step: 15949
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- 2021-11-20 12:05:55: bpp_hyper: [0.0964]
- 2021-11-20 12:05:55: bpp: [0.4282]
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- 2021-11-20 12:08:42: Running time:(mins): 951
- 2021-11-20 12:08:42: ==========Train Epoch 15 Step: 15999
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- 2021-11-20 12:08:42: bpp_hyper: [0.095]
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- 2021-11-20 12:08:42: Saved model on epoch: 15, for epoch finished.
- 2021-11-20 12:08:42: Testing Files length:12
- 2021-11-20 12:09:06: ==========Test Epoch 16 Step: 0
- 2021-11-20 12:09:06: bpp_ae: [0.3076]
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- 2021-11-20 12:09:06: ========================================
- Training Epoch: 16
- 2021-11-20 12:09:06: alpha:6 beta:3.0
- 2021-11-20 12:09:06: LR:1.2e-05
- 2021-11-20 12:09:06: Training Files length:1000
- 2021-11-20 12:11:54: Running time:(mins): 954
- 2021-11-20 12:11:54: ==========Train Epoch 16 Step: 16049
- 2021-11-20 12:11:54: bpp_ae: [0.3292]
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- 2021-11-20 12:14:40: ==========Train Epoch 16 Step: 16099
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- 2021-11-20 12:17:25: ==========Train Epoch 16 Step: 16149
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- 2021-11-20 12:20:10: ==========Train Epoch 16 Step: 16199
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- 2021-11-20 12:22:59: Running time:(mins): 966
- 2021-11-20 12:22:59: ==========Train Epoch 16 Step: 16249
- 2021-11-20 12:22:59: bpp_ae: [0.3328]
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- 2021-11-20 12:22:59: train_loss:1.1033986
- 2021-11-20 12:25:51: Running time:(mins): 968
- 2021-11-20 12:25:51: ==========Train Epoch 16 Step: 16299
- 2021-11-20 12:25:51: bpp_ae: [0.3343]
- 2021-11-20 12:25:51: bpp_hyper: [0.0974]
- 2021-11-20 12:25:51: bpp: [0.4317]
- 2021-11-20 12:25:51: IoU: [0.6897]
- 2021-11-20 12:25:51: train_zeros:0.031793788
- 2021-11-20 12:25:51: train_ones:0.039881352
- 2021-11-20 12:25:51: train_distortion:0.13526271
- 2021-11-20 12:25:51: train_loss:1.2539941
- 2021-11-20 12:28:39: Running time:(mins): 971
- 2021-11-20 12:28:39: ==========Train Epoch 16 Step: 16349
- 2021-11-20 12:28:39: bpp_ae: [0.3275]
- 2021-11-20 12:28:39: bpp_hyper: [0.0957]
- 2021-11-20 12:28:39: bpp: [0.4233]
- 2021-11-20 12:28:39: IoU: [0.6858]
- 2021-11-20 12:28:39: train_zeros:0.02103936
- 2021-11-20 12:28:39: train_ones:0.04045437
- 2021-11-20 12:28:39: train_distortion:0.10357244
- 2021-11-20 12:28:39: train_loss:1.0527596
- 2021-11-20 12:31:29: Running time:(mins): 974
- 2021-11-20 12:31:29: ==========Train Epoch 16 Step: 16399
- 2021-11-20 12:31:29: bpp_ae: [0.3286]
- 2021-11-20 12:31:29: bpp_hyper: [0.0959]
- 2021-11-20 12:31:29: bpp: [0.4245]
- 2021-11-20 12:31:29: IoU: [0.6925]
- 2021-11-20 12:31:29: train_zeros:0.04085144
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- 2021-11-20 12:31:29: train_distortion:0.16233887
- 2021-11-20 12:31:29: train_loss:1.3660151
- 2021-11-20 12:34:15: Running time:(mins): 977
- 2021-11-20 12:34:15: ==========Train Epoch 16 Step: 16449
- 2021-11-20 12:34:15: bpp_ae: [0.3357]
- 2021-11-20 12:34:15: bpp_hyper: [0.0987]
- 2021-11-20 12:34:15: bpp: [0.4344]
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- 2021-11-20 12:34:15: train_zeros:0.021235608
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- 2021-11-20 12:34:15: train_distortion:0.09792908
- 2021-11-20 12:34:15: train_loss:1.0323424
- 2021-11-20 12:37:07: Running time:(mins): 980
- 2021-11-20 12:37:07: ==========Train Epoch 16 Step: 16499
- 2021-11-20 12:37:07: bpp_ae: [0.3306]
- 2021-11-20 12:37:07: bpp_hyper: [0.0954]
- 2021-11-20 12:37:07: bpp: [0.426]
- 2021-11-20 12:37:07: IoU: [0.6855]
- 2021-11-20 12:37:07: train_zeros:0.020474177
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- 2021-11-20 12:37:07: train_distortion:0.10343215
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- 2021-11-20 12:40:09: Running time:(mins): 983
- 2021-11-20 12:40:09: ==========Train Epoch 16 Step: 16549
- 2021-11-20 12:40:09: bpp_ae: [0.3328]
- 2021-11-20 12:40:09: bpp_hyper: [0.0954]
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- 2021-11-20 12:40:09: train_distortion:0.114418104
- 2021-11-20 12:40:09: train_loss:1.0834757
- 2021-11-20 12:42:59: Running time:(mins): 986
- 2021-11-20 12:42:59: ==========Train Epoch 16 Step: 16599
- 2021-11-20 12:42:59: bpp_ae: [0.3333]
- 2021-11-20 12:42:59: bpp_hyper: [0.0966]
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- 2021-11-20 12:42:59: IoU: [0.6843]
- 2021-11-20 12:42:59: train_zeros:0.018911956
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- 2021-11-20 12:42:59: train_distortion:0.09434778
- 2021-11-20 12:42:59: train_loss:1.069719
- 2021-11-20 12:45:50: Running time:(mins): 988
- 2021-11-20 12:45:50: ==========Train Epoch 16 Step: 16649
- 2021-11-20 12:45:50: bpp_ae: [0.3339]
- 2021-11-20 12:45:50: bpp_hyper: [0.0966]
- 2021-11-20 12:45:50: bpp: [0.4305]
- 2021-11-20 12:45:50: IoU: [0.6791]
- 2021-11-20 12:45:50: train_zeros:0.029340029
- 2021-11-20 12:45:50: train_ones:0.03904432
- 2021-11-20 12:45:50: train_distortion:0.1270644
- 2021-11-20 12:45:50: train_loss:1.2104248
- 2021-11-20 12:48:39: Running time:(mins): 991
- 2021-11-20 12:48:39: ==========Train Epoch 16 Step: 16699
- 2021-11-20 12:48:39: bpp_ae: [0.3323]
- 2021-11-20 12:48:39: bpp_hyper: [0.0949]
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- 2021-11-20 12:51:27: Running time:(mins): 994
- 2021-11-20 12:51:27: ==========Train Epoch 16 Step: 16749
- 2021-11-20 12:51:27: bpp_ae: [0.3321]
- 2021-11-20 12:51:27: bpp_hyper: [0.0959]
- 2021-11-20 12:51:27: bpp: [0.428]
- 2021-11-20 12:51:27: IoU: [0.6793]
- 2021-11-20 12:51:27: train_zeros:0.033223245
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- 2021-11-20 12:51:27: train_distortion:0.13750912
- 2021-11-20 12:51:27: train_loss:1.2249448
- 2021-11-20 12:54:16: Running time:(mins): 997
- 2021-11-20 12:54:16: ==========Train Epoch 16 Step: 16799
- 2021-11-20 12:54:16: bpp_ae: [0.3355]
- 2021-11-20 12:54:16: bpp_hyper: [0.0955]
- 2021-11-20 12:54:16: bpp: [0.431]
- 2021-11-20 12:54:16: IoU: [0.6821]
- 2021-11-20 12:54:16: train_zeros:0.042757932
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- 2021-11-20 12:54:16: train_distortion:0.17658968
- 2021-11-20 12:54:16: train_loss:1.4851602
- 2021-11-20 12:57:09: Running time:(mins): 1000
- 2021-11-20 12:57:09: ==========Train Epoch 16 Step: 16849
- 2021-11-20 12:57:09: bpp_ae: [0.3348]
- 2021-11-20 12:57:09: bpp_hyper: [0.0976]
- 2021-11-20 12:57:09: bpp: [0.4323]
- 2021-11-20 12:57:09: IoU: [0.6918]
- 2021-11-20 12:57:09: train_zeros:0.028236436
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- 2021-11-20 12:57:09: train_distortion:0.12253358
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- 2021-11-20 13:00:02: Running time:(mins): 1003
- 2021-11-20 13:00:02: ==========Train Epoch 16 Step: 16899
- 2021-11-20 13:00:02: bpp_ae: [0.3355]
- 2021-11-20 13:00:02: bpp_hyper: [0.0975]
- 2021-11-20 13:00:02: bpp: [0.433]
- 2021-11-20 13:00:02: IoU: [0.6838]
- 2021-11-20 13:00:02: train_zeros:0.023259655
- 2021-11-20 13:00:02: train_ones:0.03189065
- 2021-11-20 13:00:02: train_distortion:0.10166961
- 2021-11-20 13:00:02: train_loss:1.0386304
- 2021-11-20 13:02:52: Running time:(mins): 1005
- 2021-11-20 13:02:52: ==========Train Epoch 16 Step: 16949
- 2021-11-20 13:02:52: bpp_ae: [0.3352]
- 2021-11-20 13:02:52: bpp_hyper: [0.0964]
- 2021-11-20 13:02:52: bpp: [0.4316]
- 2021-11-20 13:02:52: IoU: [0.683]
- 2021-11-20 13:02:52: train_zeros:0.029165994
- 2021-11-20 13:02:52: train_ones:0.038132925
- 2021-11-20 13:02:52: train_distortion:0.1256309
- 2021-11-20 13:02:52: train_loss:1.1596204
- 2021-11-20 13:05:47: Running time:(mins): 1008
- 2021-11-20 13:05:47: ==========Train Epoch 16 Step: 16999
- 2021-11-20 13:05:47: bpp_ae: [0.3318]
- 2021-11-20 13:05:47: bpp_hyper: [0.0973]
- 2021-11-20 13:05:47: bpp: [0.4291]
- 2021-11-20 13:05:47: IoU: [0.6879]
- 2021-11-20 13:05:47: train_zeros:0.03501838
- 2021-11-20 13:05:47: train_ones:0.03978697
- 2021-11-20 13:05:47: train_distortion:0.1448421
- 2021-11-20 13:05:47: train_loss:1.2862508
- 2021-11-20 13:05:47: Saved model on epoch: 16, for epoch finished.
- 2021-11-20 13:05:47: Testing Files length:12
- 2021-11-20 13:06:10: ==========Test Epoch 17 Step: 0
- 2021-11-20 13:06:10: bpp_ae: [0.3017]
- 2021-11-20 13:06:10: bpp_hyper: [0.0733]
- 2021-11-20 13:06:10: bpp: [0.3751]
- 2021-11-20 13:06:10: IoU: [0.7036]
- 2021-11-20 13:06:10: ========================================
- Training Epoch: 17
- 2021-11-20 13:06:10: alpha:6 beta:3.0
- 2021-11-20 13:06:10: LR:1.2e-05
- 2021-11-20 13:06:10: Training Files length:1000
- 2021-11-20 13:08:57: Running time:(mins): 1011
- 2021-11-20 13:08:57: ==========Train Epoch 17 Step: 17049
- 2021-11-20 13:08:57: bpp_ae: [0.3317]
- 2021-11-20 13:08:57: bpp_hyper: [0.0967]
- 2021-11-20 13:08:57: bpp: [0.4285]
- 2021-11-20 13:08:57: IoU: [0.6948]
- 2021-11-20 13:08:57: train_zeros:0.027919954
- 2021-11-20 13:08:57: train_ones:0.031518966
- 2021-11-20 13:08:57: train_distortion:0.115278825
- 2021-11-20 13:08:57: train_loss:1.1033796
- 2021-11-20 13:11:48: Running time:(mins): 1014
- 2021-11-20 13:11:48: ==========Train Epoch 17 Step: 17099
- 2021-11-20 13:11:48: bpp_ae: [0.3336]
- 2021-11-20 13:11:48: bpp_hyper: [0.0963]
- 2021-11-20 13:11:48: bpp: [0.4299]
- 2021-11-20 13:11:48: IoU: [0.6869]
- 2021-11-20 13:11:48: train_zeros:0.032771565
- 2021-11-20 13:11:48: train_ones:0.040507175
- 2021-11-20 13:11:48: train_distortion:0.13882187
- 2021-11-20 13:11:48: train_loss:1.2089556
- 2021-11-20 13:14:34: Running time:(mins): 1017
- 2021-11-20 13:14:34: ==========Train Epoch 17 Step: 17149
- 2021-11-20 13:14:34: bpp_ae: [0.3369]
- 2021-11-20 13:14:34: bpp_hyper: [0.0984]
- 2021-11-20 13:14:34: bpp: [0.4353]
- 2021-11-20 13:14:34: IoU: [0.6884]
- 2021-11-20 13:14:34: train_zeros:0.029615661
- 2021-11-20 13:14:34: train_ones:0.046530332
- 2021-11-20 13:14:34: train_distortion:0.13537732
- 2021-11-20 13:14:34: train_loss:1.207286
- 2021-11-20 13:17:16: Running time:(mins): 1020
- 2021-11-20 13:17:16: ==========Train Epoch 17 Step: 17199
- 2021-11-20 13:17:16: bpp_ae: [0.332]
- 2021-11-20 13:17:16: bpp_hyper: [0.0942]
- 2021-11-20 13:17:16: bpp: [0.4261]
- 2021-11-20 13:17:16: IoU: [0.686]
- 2021-11-20 13:17:16: train_zeros:0.038413003
- 2021-11-20 13:17:16: train_ones:0.042135872
- 2021-11-20 13:17:16: train_distortion:0.15737489
- 2021-11-20 13:17:16: train_loss:1.3404604
- 2021-11-20 13:20:00: Saved model on epoch: 17, global_step: 17249, for better bpp.
- 2021-11-20 13:20:01: Running time:(mins): 1023
- 2021-11-20 13:20:01: ==========Train Epoch 17 Step: 17249
- 2021-11-20 13:20:01: bpp_ae: [0.3277]
- 2021-11-20 13:20:01: bpp_hyper: [0.0932]
- 2021-11-20 13:20:01: bpp: [0.4209]
- 2021-11-20 13:20:01: IoU: [0.6898]
- 2021-11-20 13:20:01: train_zeros:0.021567455
- 2021-11-20 13:20:01: train_ones:0.04496528
- 2021-11-20 13:20:01: train_distortion:0.109667644
- 2021-11-20 13:20:01: train_loss:1.1071724
- 2021-11-20 13:22:45: Running time:(mins): 1025
- 2021-11-20 13:22:45: ==========Train Epoch 17 Step: 17299
- 2021-11-20 13:22:45: bpp_ae: [0.3343]
- 2021-11-20 13:22:45: bpp_hyper: [0.0966]
- 2021-11-20 13:22:45: bpp: [0.4309]
- 2021-11-20 13:22:45: IoU: [0.6891]
- 2021-11-20 13:22:45: train_zeros:0.028609691
- 2021-11-20 13:22:45: train_ones:0.035581492
- 2021-11-20 13:22:45: train_distortion:0.12141056
- 2021-11-20 13:22:45: train_loss:1.1662581
- 2021-11-20 13:25:30: Running time:(mins): 1028
- 2021-11-20 13:25:30: ==========Train Epoch 17 Step: 17349
- 2021-11-20 13:25:30: bpp_ae: [0.3329]
- 2021-11-20 13:25:30: bpp_hyper: [0.0955]
- 2021-11-20 13:25:30: bpp: [0.4284]
- 2021-11-20 13:25:30: IoU: [0.682]
- 2021-11-20 13:25:30: train_zeros:0.021871103
- 2021-11-20 13:25:30: train_ones:0.040352
- 2021-11-20 13:25:30: train_distortion:0.10596531
- 2021-11-20 13:25:30: train_loss:1.0685364
- 2021-11-20 13:28:15: Running time:(mins): 1031
- 2021-11-20 13:28:15: ==========Train Epoch 17 Step: 17399
- 2021-11-20 13:28:15: bpp_ae: [0.3368]
- 2021-11-20 13:28:15: bpp_hyper: [0.098]
- 2021-11-20 13:28:15: bpp: [0.4349]
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- 2021-11-20 13:28:15: train_zeros:0.018330181
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- 2021-11-20 13:28:15: train_distortion:0.09246682
- 2021-11-20 13:28:15: train_loss:1.0081412
- 2021-11-20 13:31:02: Running time:(mins): 1034
- 2021-11-20 13:31:02: ==========Train Epoch 17 Step: 17449
- 2021-11-20 13:31:02: bpp_ae: [0.3346]
- 2021-11-20 13:31:02: bpp_hyper: [0.0985]
- 2021-11-20 13:31:02: bpp: [0.4331]
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- 2021-11-20 13:31:02: train_zeros:0.040725946
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- 2021-11-20 13:33:48: Running time:(mins): 1036
- 2021-11-20 13:33:48: ==========Train Epoch 17 Step: 17499
- 2021-11-20 13:33:48: bpp_ae: [0.3327]
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- 2021-11-20 13:33:48: train_zeros:0.0238209
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- 2021-11-20 13:33:48: train_loss:1.1021237
- 2021-11-20 13:36:37: Running time:(mins): 1039
- 2021-11-20 13:36:37: ==========Train Epoch 17 Step: 17549
- 2021-11-20 13:36:37: bpp_ae: [0.3332]
- 2021-11-20 13:36:37: bpp_hyper: [0.0968]
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- 2021-11-20 13:36:37: IoU: [0.6791]
- 2021-11-20 13:36:37: train_zeros:0.031155337
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- 2021-11-20 13:36:37: train_distortion:0.13295846
- 2021-11-20 13:36:37: train_loss:1.2212477
- 2021-11-20 13:39:25: Running time:(mins): 1042
- 2021-11-20 13:39:25: ==========Train Epoch 17 Step: 17599
- 2021-11-20 13:39:25: bpp_ae: [0.3318]
- 2021-11-20 13:39:25: bpp_hyper: [0.0981]
- 2021-11-20 13:39:25: bpp: [0.4299]
- 2021-11-20 13:39:25: IoU: [0.6925]
- 2021-11-20 13:39:25: train_zeros:0.021762524
- 2021-11-20 13:39:25: train_ones:0.04014672
- 2021-11-20 13:39:25: train_distortion:0.1054343
- 2021-11-20 13:39:25: train_loss:1.0819123
- 2021-11-20 13:42:15: Running time:(mins): 1045
- 2021-11-20 13:42:15: ==========Train Epoch 17 Step: 17649
- 2021-11-20 13:42:15: bpp_ae: [0.3335]
- 2021-11-20 13:42:15: bpp_hyper: [0.0968]
- 2021-11-20 13:42:15: bpp: [0.4302]
- 2021-11-20 13:42:15: IoU: [0.6815]
- 2021-11-20 13:42:15: train_zeros:0.03327345
- 2021-11-20 13:42:15: train_ones:0.03466228
- 2021-11-20 13:42:15: train_distortion:0.13448264
- 2021-11-20 13:42:15: train_loss:1.2253306
- 2021-11-20 13:45:02: Running time:(mins): 1048
- 2021-11-20 13:45:02: ==========Train Epoch 17 Step: 17699
- 2021-11-20 13:45:02: bpp_ae: [0.3341]
- 2021-11-20 13:45:02: bpp_hyper: [0.1004]
- 2021-11-20 13:45:02: bpp: [0.4345]
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- 2021-11-20 13:45:02: train_distortion:0.089231044
- 2021-11-20 13:45:02: train_loss:0.9888523
- 2021-11-20 13:47:49: Running time:(mins): 1050
- 2021-11-20 13:47:49: ==========Train Epoch 17 Step: 17749
- 2021-11-20 13:47:49: bpp_ae: [0.3305]
- 2021-11-20 13:47:49: bpp_hyper: [0.0958]
- 2021-11-20 13:47:49: bpp: [0.4263]
- 2021-11-20 13:47:49: IoU: [0.695]
- 2021-11-20 13:47:49: train_zeros:0.02643434
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- 2021-11-20 13:47:49: train_distortion:0.115556695
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- 2021-11-20 13:50:36: Running time:(mins): 1053
- 2021-11-20 13:50:36: ==========Train Epoch 17 Step: 17799
- 2021-11-20 13:50:36: bpp_ae: [0.3304]
- 2021-11-20 13:50:36: bpp_hyper: [0.0986]
- 2021-11-20 13:50:36: bpp: [0.429]
- 2021-11-20 13:50:36: IoU: [0.6872]
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- 2021-11-20 13:50:36: train_distortion:0.14006764
- 2021-11-20 13:50:36: train_loss:1.2617328
- 2021-11-20 13:53:26: Running time:(mins): 1056
- 2021-11-20 13:53:26: ==========Train Epoch 17 Step: 17849
- 2021-11-20 13:53:26: bpp_ae: [0.3324]
- 2021-11-20 13:53:26: bpp_hyper: [0.0966]
- 2021-11-20 13:53:26: bpp: [0.429]
- 2021-11-20 13:53:26: IoU: [0.6815]
- 2021-11-20 13:53:26: train_zeros:0.03553774
- 2021-11-20 13:53:26: train_ones:0.04107956
- 2021-11-20 13:53:26: train_distortion:0.14769277
- 2021-11-20 13:53:26: train_loss:1.2871051
- 2021-11-20 13:56:20: Running time:(mins): 1059
- 2021-11-20 13:56:20: ==========Train Epoch 17 Step: 17899
- 2021-11-20 13:56:20: bpp_ae: [0.33]
- 2021-11-20 13:56:20: bpp_hyper: [0.0968]
- 2021-11-20 13:56:20: bpp: [0.4267]
- 2021-11-20 13:56:20: IoU: [0.6872]
- 2021-11-20 13:56:20: train_zeros:0.023399718
- 2021-11-20 13:56:20: train_ones:0.03873754
- 2021-11-20 13:56:20: train_distortion:0.1089367
- 2021-11-20 13:56:20: train_loss:1.1278646
- 2021-11-20 13:59:11: Running time:(mins): 1062
- 2021-11-20 13:59:11: ==========Train Epoch 17 Step: 17949
- 2021-11-20 13:59:11: bpp_ae: [0.3306]
- 2021-11-20 13:59:11: bpp_hyper: [0.0969]
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- 2021-11-20 13:59:11: train_zeros:0.036655806
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- 2021-11-20 14:02:03: Running time:(mins): 1065
- 2021-11-20 14:02:03: ==========Train Epoch 17 Step: 17999
- 2021-11-20 14:02:03: bpp_ae: [0.3366]
- 2021-11-20 14:02:03: bpp_hyper: [0.0983]
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- 2021-11-20 14:02:03: train_loss:1.1373339
- 2021-11-20 14:02:03: Saved model on epoch: 17, for epoch finished.
- 2021-11-20 14:02:03: Testing Files length:12
- 2021-11-20 14:02:25: ==========Test Epoch 18 Step: 0
- 2021-11-20 14:02:25: bpp_ae: [0.3085]
- 2021-11-20 14:02:25: bpp_hyper: [0.0752]
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- 2021-11-20 14:02:25: IoU: [0.6745]
- 2021-11-20 14:02:25: Loaded checkpoint from ./ckpts/hyper_tl1/epoch_17.npz
- 2021-11-20 14:02:25: ========================================
- Training Epoch: 18
- 2021-11-20 14:02:25: alpha:6 beta:3.0
- 2021-11-20 14:02:25: LR:1e-05
- 2021-11-20 14:02:25: Training Files length:1000
- 2021-11-20 14:05:12: Saved model on epoch: 18, global_step: 18049, for better bpp.
- 2021-11-20 14:05:13: Running time:(mins): 1068
- 2021-11-20 14:05:13: ==========Train Epoch 18 Step: 18049
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- 2021-11-20 14:07:58: Running time:(mins): 1071
- 2021-11-20 14:07:58: ==========Train Epoch 18 Step: 18099
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- 2021-11-20 14:10:40: Saved model on epoch: 18, global_step: 18149, for better bpp.
- 2021-11-20 14:10:40: Running time:(mins): 1073
- 2021-11-20 14:10:40: ==========Train Epoch 18 Step: 18149
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- 2021-11-20 14:13:40: Running time:(mins): 1076
- 2021-11-20 14:13:40: ==========Train Epoch 18 Step: 18199
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- 2021-11-20 14:16:30: Running time:(mins): 1079
- 2021-11-20 14:16:30: ==========Train Epoch 18 Step: 18249
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- 2021-11-20 14:19:19: Running time:(mins): 1082
- 2021-11-20 14:19:19: ==========Train Epoch 18 Step: 18299
- 2021-11-20 14:19:19: bpp_ae: [0.3345]
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- 2021-11-20 14:22:04: ==========Train Epoch 18 Step: 18349
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- 2021-11-20 14:24:55: Saved model on epoch: 18, global_step: 18399, for better bpp.
- 2021-11-20 14:24:55: Running time:(mins): 1087
- 2021-11-20 14:24:55: ==========Train Epoch 18 Step: 18399
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- 2021-11-20 14:27:44: Running time:(mins): 1090
- 2021-11-20 14:27:44: ==========Train Epoch 18 Step: 18449
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- 2021-11-20 14:30:32: ==========Train Epoch 18 Step: 18499
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- 2021-11-20 14:33:20: ==========Train Epoch 18 Step: 18549
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- 2021-11-20 14:36:07: ==========Train Epoch 18 Step: 18599
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- 2021-11-20 14:38:57: Running time:(mins): 1101
- 2021-11-20 14:38:57: ==========Train Epoch 18 Step: 18649
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- 2021-11-20 14:41:44: Running time:(mins): 1104
- 2021-11-20 14:41:44: ==========Train Epoch 18 Step: 18699
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- 2021-11-20 14:44:35: Running time:(mins): 1107
- 2021-11-20 14:44:35: ==========Train Epoch 18 Step: 18749
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- 2021-11-20 14:47:23: Running time:(mins): 1110
- 2021-11-20 14:47:23: ==========Train Epoch 18 Step: 18799
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- 2021-11-20 14:50:08: Running time:(mins): 1113
- 2021-11-20 14:50:08: ==========Train Epoch 18 Step: 18849
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- 2021-11-20 14:52:55: Running time:(mins): 1115
- 2021-11-20 14:52:55: ==========Train Epoch 18 Step: 18899
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- 2021-11-20 14:52:55: bpp_hyper: [0.0948]
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- 2021-11-20 14:52:55: train_zeros:0.034485493
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- 2021-11-20 14:55:44: Running time:(mins): 1118
- 2021-11-20 14:55:44: ==========Train Epoch 18 Step: 18949
- 2021-11-20 14:55:44: bpp_ae: [0.3301]
- 2021-11-20 14:55:44: bpp_hyper: [0.0959]
- 2021-11-20 14:55:44: bpp: [0.426]
- 2021-11-20 14:55:44: IoU: [0.6893]
- 2021-11-20 14:55:44: train_zeros:0.02603166
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- 2021-11-20 14:55:44: train_loss:1.1699226
- 2021-11-20 14:58:26: Running time:(mins): 1121
- 2021-11-20 14:58:26: ==========Train Epoch 18 Step: 18999
- 2021-11-20 14:58:26: bpp_ae: [0.3278]
- 2021-11-20 14:58:26: bpp_hyper: [0.0971]
- 2021-11-20 14:58:26: bpp: [0.425]
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- 2021-11-20 14:58:26: train_zeros:0.030553859
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- 2021-11-20 14:58:26: train_loss:1.2682812
- 2021-11-20 14:58:26: Saved model on epoch: 18, for epoch finished.
- 2021-11-20 14:58:27: Testing Files length:12
- 2021-11-20 14:58:47: ==========Test Epoch 19 Step: 0
- 2021-11-20 14:58:47: bpp_ae: [0.3097]
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- 2021-11-20 14:58:47: IoU: [0.6604]
- 2021-11-20 14:58:47: ========================================
- Training Epoch: 19
- 2021-11-20 14:58:47: alpha:6 beta:3.0
- 2021-11-20 14:58:47: LR:1e-05
- 2021-11-20 14:58:47: Training Files length:1000
- 2021-11-20 15:01:32: Running time:(mins): 1124
- 2021-11-20 15:01:32: ==========Train Epoch 19 Step: 19049
- 2021-11-20 15:01:32: bpp_ae: [0.3331]
- 2021-11-20 15:01:32: bpp_hyper: [0.096]
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- 2021-11-20 15:01:32: train_zeros:0.024998242
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- 2021-11-20 15:04:10: Running time:(mins): 1127
- 2021-11-20 15:04:10: ==========Train Epoch 19 Step: 19099
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- 2021-11-20 15:06:51: Running time:(mins): 1129
- 2021-11-20 15:06:51: ==========Train Epoch 19 Step: 19149
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- 2021-11-20 15:09:32: Running time:(mins): 1132
- 2021-11-20 15:09:32: ==========Train Epoch 19 Step: 19199
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- 2021-11-20 15:12:17: ==========Train Epoch 19 Step: 19249
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- 2021-11-20 15:15:02: Running time:(mins): 1138
- 2021-11-20 15:15:02: ==========Train Epoch 19 Step: 19299
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- 2021-11-20 15:17:50: ==========Train Epoch 19 Step: 19349
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- 2021-11-20 15:20:42: Running time:(mins): 1143
- 2021-11-20 15:20:42: ==========Train Epoch 19 Step: 19399
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- 2021-11-20 15:23:27: Running time:(mins): 1146
- 2021-11-20 15:23:27: ==========Train Epoch 19 Step: 19449
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- 2021-11-20 15:26:13: Running time:(mins): 1149
- 2021-11-20 15:26:13: ==========Train Epoch 19 Step: 19499
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- 2021-11-20 15:29:00: Running time:(mins): 1152
- 2021-11-20 15:29:00: ==========Train Epoch 19 Step: 19549
- 2021-11-20 15:29:00: bpp_ae: [0.3318]
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- 2021-11-20 15:31:48: Running time:(mins): 1154
- 2021-11-20 15:31:48: ==========Train Epoch 19 Step: 19599
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- 2021-11-20 15:34:38: Running time:(mins): 1157
- 2021-11-20 15:34:38: ==========Train Epoch 19 Step: 19649
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- 2021-11-20 15:37:36: Running time:(mins): 1160
- 2021-11-20 15:37:36: ==========Train Epoch 19 Step: 19699
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- 2021-11-20 15:40:34: Running time:(mins): 1163
- 2021-11-20 15:40:34: ==========Train Epoch 19 Step: 19749
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- 2021-11-20 15:43:28: Running time:(mins): 1166
- 2021-11-20 15:43:28: ==========Train Epoch 19 Step: 19799
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- 2021-11-20 15:46:24: Running time:(mins): 1169
- 2021-11-20 15:46:24: ==========Train Epoch 19 Step: 19849
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- 2021-11-20 15:49:14: ==========Train Epoch 19 Step: 19899
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- 2021-11-20 15:52:03: Running time:(mins): 1175
- 2021-11-20 15:52:03: ==========Train Epoch 19 Step: 19949
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- 2021-11-20 15:52:03: bpp_hyper: [0.0959]
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- 2021-11-20 15:54:49: Running time:(mins): 1177
- 2021-11-20 15:54:49: ==========Train Epoch 19 Step: 19999
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- 2021-11-20 15:54:49: train_loss:1.4393095
- 2021-11-20 15:54:49: Saved model on epoch: 19, for epoch finished.
- 2021-11-20 15:54:49: Testing Files length:12
- 2021-11-20 15:55:10: ==========Test Epoch 20 Step: 0
- 2021-11-20 15:55:10: bpp_ae: [0.3125]
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- 2021-11-20 15:55:10: ========================================
- Training Epoch: 20
- 2021-11-20 15:55:10: alpha:6 beta:3.0
- 2021-11-20 15:55:10: LR:1e-05
- 2021-11-20 15:55:10: Training Files length:1000
- 2021-11-20 15:57:58: Running time:(mins): 1181
- 2021-11-20 15:57:58: ==========Train Epoch 20 Step: 20049
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- 2021-11-20 16:00:43: Running time:(mins): 1183
- 2021-11-20 16:00:43: ==========Train Epoch 20 Step: 20099
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- 2021-11-20 16:00:43: train_loss:1.157455
- 2021-11-20 16:03:30: Saved model on epoch: 20, global_step: 20149, for better bpp.
- 2021-11-20 16:03:31: Running time:(mins): 1186
- 2021-11-20 16:03:31: ==========Train Epoch 20 Step: 20149
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- 2021-11-20 16:06:21: Running time:(mins): 1189
- 2021-11-20 16:06:21: ==========Train Epoch 20 Step: 20199
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- 2021-11-20 16:09:07: Running time:(mins): 1192
- 2021-11-20 16:09:07: ==========Train Epoch 20 Step: 20249
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- 2021-11-20 16:11:55: Running time:(mins): 1194
- 2021-11-20 16:11:55: ==========Train Epoch 20 Step: 20299
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- 2021-11-20 16:14:42: Running time:(mins): 1197
- 2021-11-20 16:14:42: ==========Train Epoch 20 Step: 20349
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- 2021-11-20 16:17:31: Running time:(mins): 1200
- 2021-11-20 16:17:31: ==========Train Epoch 20 Step: 20399
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- 2021-11-20 16:20:19: Running time:(mins): 1203
- 2021-11-20 16:20:19: ==========Train Epoch 20 Step: 20449
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- 2021-11-20 16:23:06: ==========Train Epoch 20 Step: 20499
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- 2021-11-20 16:25:54: ==========Train Epoch 20 Step: 20549
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- 2021-11-20 16:28:47: ==========Train Epoch 20 Step: 20599
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- 2021-11-20 16:31:41: Running time:(mins): 1214
- 2021-11-20 16:31:41: ==========Train Epoch 20 Step: 20649
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- 2021-11-20 16:34:30: Running time:(mins): 1217
- 2021-11-20 16:34:30: ==========Train Epoch 20 Step: 20699
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- 2021-11-20 16:37:21: Running time:(mins): 1220
- 2021-11-20 16:37:21: ==========Train Epoch 20 Step: 20749
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- 2021-11-20 16:40:13: Running time:(mins): 1223
- 2021-11-20 16:40:13: ==========Train Epoch 20 Step: 20799
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- 2021-11-20 16:43:07: Running time:(mins): 1226
- 2021-11-20 16:43:07: ==========Train Epoch 20 Step: 20849
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- 2021-11-20 16:45:57: Running time:(mins): 1228
- 2021-11-20 16:45:57: ==========Train Epoch 20 Step: 20899
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- 2021-11-20 16:45:57: bpp_hyper: [0.0958]
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- 2021-11-20 16:48:45: Running time:(mins): 1231
- 2021-11-20 16:48:45: ==========Train Epoch 20 Step: 20949
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- 2021-11-20 16:48:45: bpp_hyper: [0.0967]
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- 2021-11-20 16:51:34: Running time:(mins): 1234
- 2021-11-20 16:51:34: ==========Train Epoch 20 Step: 20999
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- 2021-11-20 16:51:34: bpp: [0.4295]
- 2021-11-20 16:51:34: IoU: [0.6866]
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- 2021-11-20 16:51:34: train_loss:1.1955141
- 2021-11-20 16:51:34: Saved model on epoch: 20, for epoch finished.
- 2021-11-20 16:51:34: Testing Files length:12
- 2021-11-20 16:51:55: ==========Test Epoch 21 Step: 0
- 2021-11-20 16:51:55: bpp_ae: [0.305]
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- 2021-11-20 16:51:55: bpp: [0.3787]
- 2021-11-20 16:51:55: IoU: [0.6766]
- 2021-11-20 16:51:55: ========================================
- Training Epoch: 21
- 2021-11-20 16:51:55: alpha:6 beta:3.0
- 2021-11-20 16:51:55: LR:1e-05
- 2021-11-20 16:51:55: Training Files length:1000
- 2021-11-20 16:54:41: Running time:(mins): 1237
- 2021-11-20 16:54:41: ==========Train Epoch 21 Step: 21049
- 2021-11-20 16:54:41: bpp_ae: [0.3355]
- 2021-11-20 16:54:41: bpp_hyper: [0.0977]
- 2021-11-20 16:54:41: bpp: [0.4333]
- 2021-11-20 16:54:41: IoU: [0.6893]
- 2021-11-20 16:54:41: train_zeros:0.022728072
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- 2021-11-20 16:54:41: train_distortion:0.11215305
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- 2021-11-20 16:57:27: Running time:(mins): 1240
- 2021-11-20 16:57:27: ==========Train Epoch 21 Step: 21099
- 2021-11-20 16:57:27: bpp_ae: [0.3329]
- 2021-11-20 16:57:27: bpp_hyper: [0.0972]
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- 2021-11-20 16:57:27: train_zeros:0.03220438
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- 2021-11-20 16:57:27: train_distortion:0.13236208
- 2021-11-20 16:57:27: train_loss:1.2040493
- 2021-11-20 17:00:15: Running time:(mins): 1243
- 2021-11-20 17:00:15: ==========Train Epoch 21 Step: 21149
- 2021-11-20 17:00:15: bpp_ae: [0.3331]
- 2021-11-20 17:00:15: bpp_hyper: [0.0957]
- 2021-11-20 17:00:15: bpp: [0.4288]
- 2021-11-20 17:00:15: IoU: [0.6846]
- 2021-11-20 17:00:15: train_zeros:0.033425964
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- 2021-11-20 17:00:15: train_distortion:0.14474393
- 2021-11-20 17:00:15: train_loss:1.2727534
- 2021-11-20 17:03:02: Running time:(mins): 1246
- 2021-11-20 17:03:02: ==========Train Epoch 21 Step: 21199
- 2021-11-20 17:03:02: bpp_ae: [0.3282]
- 2021-11-20 17:03:02: bpp_hyper: [0.0966]
- 2021-11-20 17:03:02: bpp: [0.4248]
- 2021-11-20 17:03:02: IoU: [0.6846]
- 2021-11-20 17:03:02: train_zeros:0.02501148
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- 2021-11-20 17:03:02: train_distortion:0.113207385
- 2021-11-20 17:03:02: train_loss:1.0858307
- 2021-11-20 17:05:47: Running time:(mins): 1248
- 2021-11-20 17:05:47: ==========Train Epoch 21 Step: 21249
- 2021-11-20 17:05:47: bpp_ae: [0.3326]
- 2021-11-20 17:05:47: bpp_hyper: [0.0956]
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- 2021-11-20 17:05:47: train_distortion:0.12439464
- 2021-11-20 17:05:47: train_loss:1.1684201
- 2021-11-20 17:08:36: Running time:(mins): 1251
- 2021-11-20 17:08:36: ==========Train Epoch 21 Step: 21299
- 2021-11-20 17:08:36: bpp_ae: [0.3347]
- 2021-11-20 17:08:36: bpp_hyper: [0.0959]
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- 2021-11-20 17:11:24: Running time:(mins): 1254
- 2021-11-20 17:11:24: ==========Train Epoch 21 Step: 21349
- 2021-11-20 17:11:24: bpp_ae: [0.3322]
- 2021-11-20 17:11:24: bpp_hyper: [0.0942]
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- 2021-11-20 17:14:12: Running time:(mins): 1257
- 2021-11-20 17:14:12: ==========Train Epoch 21 Step: 21399
- 2021-11-20 17:14:12: bpp_ae: [0.329]
- 2021-11-20 17:14:12: bpp_hyper: [0.0953]
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- 2021-11-20 17:17:00: Running time:(mins): 1260
- 2021-11-20 17:17:00: ==========Train Epoch 21 Step: 21449
- 2021-11-20 17:17:00: bpp_ae: [0.3306]
- 2021-11-20 17:17:00: bpp_hyper: [0.0945]
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- 2021-11-20 17:19:49: Running time:(mins): 1262
- 2021-11-20 17:19:49: ==========Train Epoch 21 Step: 21499
- 2021-11-20 17:19:49: bpp_ae: [0.3288]
- 2021-11-20 17:19:49: bpp_hyper: [0.0947]
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- 2021-11-20 17:22:37: Running time:(mins): 1265
- 2021-11-20 17:22:37: ==========Train Epoch 21 Step: 21549
- 2021-11-20 17:22:37: bpp_ae: [0.3322]
- 2021-11-20 17:22:37: bpp_hyper: [0.0964]
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- 2021-11-20 17:25:29: Running time:(mins): 1268
- 2021-11-20 17:25:29: ==========Train Epoch 21 Step: 21599
- 2021-11-20 17:25:29: bpp_ae: [0.3341]
- 2021-11-20 17:25:29: bpp_hyper: [0.0952]
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- 2021-11-20 17:28:22: Running time:(mins): 1271
- 2021-11-20 17:28:22: ==========Train Epoch 21 Step: 21649
- 2021-11-20 17:28:22: bpp_ae: [0.3296]
- 2021-11-20 17:28:22: bpp_hyper: [0.095]
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- 2021-11-20 17:28:22: train_distortion:0.103146866
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- 2021-11-20 17:31:12: Running time:(mins): 1274
- 2021-11-20 17:31:12: ==========Train Epoch 21 Step: 21699
- 2021-11-20 17:31:12: bpp_ae: [0.3285]
- 2021-11-20 17:31:12: bpp_hyper: [0.0959]
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- 2021-11-20 17:31:12: train_zeros:0.019672103
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- 2021-11-20 17:31:12: train_distortion:0.09693323
- 2021-11-20 17:31:12: train_loss:1.0286658
- 2021-11-20 17:34:02: Running time:(mins): 1277
- 2021-11-20 17:34:02: ==========Train Epoch 21 Step: 21749
- 2021-11-20 17:34:02: bpp_ae: [0.3332]
- 2021-11-20 17:34:02: bpp_hyper: [0.0975]
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- 2021-11-20 17:34:02: train_distortion:0.19826648
- 2021-11-20 17:34:02: train_loss:1.5975686
- 2021-11-20 17:36:55: Running time:(mins): 1279
- 2021-11-20 17:36:55: ==========Train Epoch 21 Step: 21799
- 2021-11-20 17:36:55: bpp_ae: [0.3333]
- 2021-11-20 17:36:55: bpp_hyper: [0.0964]
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- 2021-11-20 17:36:55: train_distortion:0.17056526
- 2021-11-20 17:36:55: train_loss:1.4161029
- 2021-11-20 17:39:49: Running time:(mins): 1282
- 2021-11-20 17:39:49: ==========Train Epoch 21 Step: 21849
- 2021-11-20 17:39:49: bpp_ae: [0.3299]
- 2021-11-20 17:39:49: bpp_hyper: [0.0968]
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- 2021-11-20 17:39:49: train_distortion:0.08838811
- 2021-11-20 17:39:49: train_loss:0.9819135
- 2021-11-20 17:42:39: Running time:(mins): 1285
- 2021-11-20 17:42:39: ==========Train Epoch 21 Step: 21899
- 2021-11-20 17:42:39: bpp_ae: [0.3286]
- 2021-11-20 17:42:39: bpp_hyper: [0.0963]
- 2021-11-20 17:42:39: bpp: [0.4249]
- 2021-11-20 17:42:39: IoU: [0.6931]
- 2021-11-20 17:42:39: train_zeros:0.028549822
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- 2021-11-20 17:42:39: train_distortion:0.12696184
- 2021-11-20 17:42:39: train_loss:1.1845143
- 2021-11-20 17:45:32: Running time:(mins): 1288
- 2021-11-20 17:45:32: ==========Train Epoch 21 Step: 21949
- 2021-11-20 17:45:32: bpp_ae: [0.3327]
- 2021-11-20 17:45:32: bpp_hyper: [0.0941]
- 2021-11-20 17:45:32: bpp: [0.4268]
- 2021-11-20 17:45:32: IoU: [0.6761]
- 2021-11-20 17:45:32: train_zeros:0.056485876
- 2021-11-20 17:45:32: train_ones:0.0649846
- 2021-11-20 17:45:32: train_distortion:0.23444223
- 2021-11-20 17:45:32: train_loss:1.8098513
- 2021-11-20 17:48:25: Running time:(mins): 1291
- 2021-11-20 17:48:25: ==========Train Epoch 21 Step: 21999
- 2021-11-20 17:48:25: bpp_ae: [0.3313]
- 2021-11-20 17:48:25: bpp_hyper: [0.0958]
- 2021-11-20 17:48:25: bpp: [0.4271]
- 2021-11-20 17:48:25: IoU: [0.6846]
- 2021-11-20 17:48:25: train_zeros:0.022930196
- 2021-11-20 17:48:25: train_ones:0.041748878
- 2021-11-20 17:48:25: train_distortion:0.110539466
- 2021-11-20 17:48:25: train_loss:1.1161938
- 2021-11-20 17:48:25: Saved model on epoch: 21, for epoch finished.
- 2021-11-20 17:48:25: Testing Files length:12
- 2021-11-20 17:48:48: ==========Test Epoch 22 Step: 0
- 2021-11-20 17:48:48: bpp_ae: [0.3017]
- 2021-11-20 17:48:48: bpp_hyper: [0.0742]
- 2021-11-20 17:48:48: bpp: [0.3759]
- 2021-11-20 17:48:48: IoU: [0.6776]
- 2021-11-20 17:48:48: ========================================
- Training Epoch: 22
- 2021-11-20 17:48:48: alpha:6 beta:3.0
- 2021-11-20 17:48:48: LR:1e-05
- 2021-11-20 17:48:48: Training Files length:1000
- 2021-11-20 17:51:39: Running time:(mins): 1294
- 2021-11-20 17:51:39: ==========Train Epoch 22 Step: 22049
- 2021-11-20 17:51:39: bpp_ae: [0.3357]
- 2021-11-20 17:51:39: bpp_hyper: [0.0965]
- 2021-11-20 17:51:39: bpp: [0.4322]
- 2021-11-20 17:51:39: IoU: [0.6898]
- 2021-11-20 17:51:39: train_zeros:0.027632376
- 2021-11-20 17:51:39: train_ones:0.033981938
- 2021-11-20 17:51:39: train_distortion:0.11687906
- 2021-11-20 17:51:39: train_loss:1.1196394
- 2021-11-20 17:54:26: Running time:(mins): 1297
- 2021-11-20 17:54:26: ==========Train Epoch 22 Step: 22099
- 2021-11-20 17:54:26: bpp_ae: [0.3338]
- 2021-11-20 17:54:26: bpp_hyper: [0.0977]
- 2021-11-20 17:54:26: bpp: [0.4315]
- 2021-11-20 17:54:26: IoU: [0.6899]
- 2021-11-20 17:54:26: train_zeros:0.026327675
- 2021-11-20 17:54:26: train_ones:0.03923718
- 2021-11-20 17:54:26: train_distortion:0.1182202
- 2021-11-20 17:54:26: train_loss:1.1540724
- 2021-11-20 17:57:16: Running time:(mins): 1300
- 2021-11-20 17:57:16: ==========Train Epoch 22 Step: 22149
- 2021-11-20 17:57:16: bpp_ae: [0.3336]
- 2021-11-20 17:57:16: bpp_hyper: [0.0963]
- 2021-11-20 17:57:16: bpp: [0.4299]
- 2021-11-20 17:57:16: IoU: [0.6827]
- 2021-11-20 17:57:16: train_zeros:0.022342155
- 2021-11-20 17:57:16: train_ones:0.040640984
- 2021-11-20 17:57:16: train_distortion:0.107667446
- 2021-11-20 17:57:16: train_loss:1.0660888
- 2021-11-20 18:00:07: Running time:(mins): 1303
- 2021-11-20 18:00:07: ==========Train Epoch 22 Step: 22199
- 2021-11-20 18:00:07: bpp_ae: [0.3341]
- 2021-11-20 18:00:07: bpp_hyper: [0.0957]
- 2021-11-20 18:00:07: bpp: [0.4298]
- 2021-11-20 18:00:07: IoU: [0.6834]
- 2021-11-20 18:00:07: train_zeros:0.033160456
- 2021-11-20 18:00:07: train_ones:0.04581908
- 2021-11-20 18:00:07: train_distortion:0.14530045
- 2021-11-20 18:00:07: train_loss:1.3071811
- 2021-11-20 18:02:54: Running time:(mins): 1305
- 2021-11-20 18:02:54: ==========Train Epoch 22 Step: 22249
- 2021-11-20 18:02:54: bpp_ae: [0.3266]
- 2021-11-20 18:02:54: bpp_hyper: [0.0957]
- 2021-11-20 18:02:54: bpp: [0.4224]
- 2021-11-20 18:02:54: IoU: [0.685]
- 2021-11-20 18:02:54: train_zeros:0.029545944
- 2021-11-20 18:02:54: train_ones:0.035691895
- 2021-11-20 18:02:54: train_distortion:0.12432972
- 2021-11-20 18:02:54: train_loss:1.1688828
- 2021-11-20 18:05:41: Running time:(mins): 1308
- 2021-11-20 18:05:41: ==========Train Epoch 22 Step: 22299
- 2021-11-20 18:05:41: bpp_ae: [0.327]
- 2021-11-20 18:05:41: bpp_hyper: [0.0957]
- 2021-11-20 18:05:41: bpp: [0.4226]
- 2021-11-20 18:05:41: IoU: [0.6846]
- 2021-11-20 18:05:41: train_zeros:0.02303546
- 2021-11-20 18:05:41: train_ones:0.03632982
- 2021-11-20 18:05:41: train_distortion:0.1054362
- 2021-11-20 18:05:41: train_loss:1.0600129
- 2021-11-20 18:08:28: Running time:(mins): 1311
- 2021-11-20 18:08:28: ==========Train Epoch 22 Step: 22349
- 2021-11-20 18:08:28: bpp_ae: [0.3319]
- 2021-11-20 18:08:28: bpp_hyper: [0.0969]
- 2021-11-20 18:08:28: bpp: [0.4288]
- 2021-11-20 18:08:28: IoU: [0.6766]
- 2021-11-20 18:08:28: train_zeros:0.03353745
- 2021-11-20 18:08:28: train_ones:0.046796553
- 2021-11-20 18:08:28: train_distortion:0.1474089
- 2021-11-20 18:08:28: train_loss:1.3196336
- 2021-11-20 18:11:16: Running time:(mins): 1314
- 2021-11-20 18:11:16: ==========Train Epoch 22 Step: 22399
- 2021-11-20 18:11:16: bpp_ae: [0.3335]
- 2021-11-20 18:11:16: bpp_hyper: [0.0961]
- 2021-11-20 18:11:16: bpp: [0.4296]
- 2021-11-20 18:11:16: IoU: [0.6824]
- 2021-11-20 18:11:16: train_zeros:0.03227094
- 2021-11-20 18:11:16: train_ones:0.04150096
- 2021-11-20 18:11:16: train_distortion:0.13831377
- 2021-11-20 18:11:16: train_loss:1.2388332
- 2021-11-20 18:14:05: Running time:(mins): 1317
- 2021-11-20 18:14:05: ==========Train Epoch 22 Step: 22449
- 2021-11-20 18:14:05: bpp_ae: [0.3329]
- 2021-11-20 18:14:05: bpp_hyper: [0.0967]
- 2021-11-20 18:14:05: bpp: [0.4296]
- 2021-11-20 18:14:05: IoU: [0.6907]
- 2021-11-20 18:14:05: train_zeros:0.028867576
- 2021-11-20 18:14:05: train_ones:0.038004868
- 2021-11-20 18:14:05: train_distortion:0.1246076
- 2021-11-20 18:14:05: train_loss:1.185737
- 2021-11-20 18:16:53: Running time:(mins): 1319
- 2021-11-20 18:16:53: ==========Train Epoch 22 Step: 22499
- 2021-11-20 18:16:53: bpp_ae: [0.3309]
- 2021-11-20 18:16:53: bpp_hyper: [0.0995]
- 2021-11-20 18:16:53: bpp: [0.4304]
- 2021-11-20 18:16:53: IoU: [0.6916]
- 2021-11-20 18:16:53: train_zeros:0.020819824
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- 2021-11-20 18:16:53: train_distortion:0.09789713
- 2021-11-20 18:16:53: train_loss:1.0451554
- 2021-11-20 18:19:43: Running time:(mins): 1322
- 2021-11-20 18:19:43: ==========Train Epoch 22 Step: 22549
- 2021-11-20 18:19:43: bpp_ae: [0.3313]
- 2021-11-20 18:19:43: bpp_hyper: [0.0974]
- 2021-11-20 18:19:43: bpp: [0.4287]
- 2021-11-20 18:19:43: IoU: [0.6841]
- 2021-11-20 18:19:43: train_zeros:0.020852007
- 2021-11-20 18:19:43: train_ones:0.034720212
- 2021-11-20 18:19:43: train_distortion:0.09727623
- 2021-11-20 18:19:43: train_loss:1.0015903
- 2021-11-20 18:22:29: Running time:(mins): 1325
- 2021-11-20 18:22:29: ==========Train Epoch 22 Step: 22599
- 2021-11-20 18:22:29: bpp_ae: [0.3356]
- 2021-11-20 18:22:29: bpp_hyper: [0.0947]
- 2021-11-20 18:22:29: bpp: [0.4302]
- 2021-11-20 18:22:29: IoU: [0.6819]
- 2021-11-20 18:22:29: train_zeros:0.027789816
- 2021-11-20 18:22:29: train_ones:0.054374855
- 2021-11-20 18:22:29: train_distortion:0.13774431
- 2021-11-20 18:22:29: train_loss:1.2740245
- 2021-11-20 18:25:15: Running time:(mins): 1328
- 2021-11-20 18:25:15: ==========Train Epoch 22 Step: 22649
- 2021-11-20 18:25:15: bpp_ae: [0.3328]
- 2021-11-20 18:25:15: bpp_hyper: [0.0984]
- 2021-11-20 18:25:15: bpp: [0.4311]
- 2021-11-20 18:25:15: IoU: [0.6956]
- 2021-11-20 18:25:15: train_zeros:0.045226984
- 2021-11-20 18:25:15: train_ones:0.04098047
- 2021-11-20 18:25:15: train_distortion:0.17666142
- 2021-11-20 18:25:15: train_loss:1.468446
- 2021-11-20 18:28:03: Running time:(mins): 1331
- 2021-11-20 18:28:03: ==========Train Epoch 22 Step: 22699
- 2021-11-20 18:28:03: bpp_ae: [0.3304]
- 2021-11-20 18:28:03: bpp_hyper: [0.098]
- 2021-11-20 18:28:03: bpp: [0.4284]
- 2021-11-20 18:28:03: IoU: [0.6888]
- 2021-11-20 18:28:03: train_zeros:0.02654611
- 2021-11-20 18:28:03: train_ones:0.035287797
- 2021-11-20 18:28:03: train_distortion:0.11492613
- 2021-11-20 18:28:03: train_loss:1.1077663
- 2021-11-20 18:30:50: Running time:(mins): 1333
- 2021-11-20 18:30:50: ==========Train Epoch 22 Step: 22749
- 2021-11-20 18:30:50: bpp_ae: [0.3284]
- 2021-11-20 18:30:50: bpp_hyper: [0.0962]
- 2021-11-20 18:30:50: bpp: [0.4245]
- 2021-11-20 18:30:50: IoU: [0.688]
- 2021-11-20 18:30:50: train_zeros:0.022812596
- 2021-11-20 18:30:50: train_ones:0.035750125
- 2021-11-20 18:30:50: train_distortion:0.104187906
- 2021-11-20 18:30:50: train_loss:1.0745451
- 2021-11-20 18:33:38: Running time:(mins): 1336
- 2021-11-20 18:33:38: ==========Train Epoch 22 Step: 22799
- 2021-11-20 18:33:38: bpp_ae: [0.3298]
- 2021-11-20 18:33:38: bpp_hyper: [0.0975]
- 2021-11-20 18:33:38: bpp: [0.4273]
- 2021-11-20 18:33:38: IoU: [0.694]
- 2021-11-20 18:33:38: train_zeros:0.030131992
- 2021-11-20 18:33:38: train_ones:0.039578173
- 2021-11-20 18:33:38: train_distortion:0.12997414
- 2021-11-20 18:33:38: train_loss:1.2002329
- 2021-11-20 18:36:27: Running time:(mins): 1339
- 2021-11-20 18:36:27: ==========Train Epoch 22 Step: 22849
- 2021-11-20 18:36:27: bpp_ae: [0.3343]
- 2021-11-20 18:36:27: bpp_hyper: [0.0975]
- 2021-11-20 18:36:27: bpp: [0.4318]
- 2021-11-20 18:36:27: IoU: [0.6878]
- 2021-11-20 18:36:27: train_zeros:0.030561099
- 2021-11-20 18:36:27: train_ones:0.04244379
- 2021-11-20 18:36:27: train_distortion:0.13412708
- 2021-11-20 18:36:27: train_loss:1.2355845
- 2021-11-20 18:39:17: Running time:(mins): 1342
- 2021-11-20 18:39:17: ==========Train Epoch 22 Step: 22899
- 2021-11-20 18:39:17: bpp_ae: [0.3294]
- 2021-11-20 18:39:17: bpp_hyper: [0.0941]
- 2021-11-20 18:39:17: bpp: [0.4235]
- 2021-11-20 18:39:17: IoU: [0.6885]
- 2021-11-20 18:39:17: train_zeros:0.025154682
- 2021-11-20 18:39:17: train_ones:0.036947984
- 2021-11-20 18:39:17: train_distortion:0.112412035
- 2021-11-20 18:39:17: train_loss:1.10202
- 2021-11-20 18:42:08: Running time:(mins): 1345
- 2021-11-20 18:42:08: ==========Train Epoch 22 Step: 22949
- 2021-11-20 18:42:08: bpp_ae: [0.3284]
- 2021-11-20 18:42:08: bpp_hyper: [0.0946]
- 2021-11-20 18:42:08: bpp: [0.423]
- 2021-11-20 18:42:08: IoU: [0.6836]
- 2021-11-20 18:42:08: train_zeros:0.026528222
- 2021-11-20 18:42:08: train_ones:0.044713173
- 2021-11-20 18:42:08: train_distortion:0.12429784
- 2021-11-20 18:42:08: train_loss:1.162516
- 2021-11-20 18:44:58: Running time:(mins): 1348
- 2021-11-20 18:44:58: ==========Train Epoch 22 Step: 22999
- 2021-11-20 18:44:58: bpp_ae: [0.3306]
- 2021-11-20 18:44:58: bpp_hyper: [0.0989]
- 2021-11-20 18:44:58: bpp: [0.4295]
- 2021-11-20 18:44:58: IoU: [0.696]
- 2021-11-20 18:44:58: train_zeros:0.02618746
- 2021-11-20 18:44:58: train_ones:0.036989138
- 2021-11-20 18:44:58: train_distortion:0.11555152
- 2021-11-20 18:44:58: train_loss:1.1068398
- 2021-11-20 18:44:58: Saved model on epoch: 22, for epoch finished.
- 2021-11-20 18:44:58: Testing Files length:12
- 2021-11-20 18:45:20: ==========Test Epoch 23 Step: 0
- 2021-11-20 18:45:20: bpp_ae: [0.3015]
- 2021-11-20 18:45:20: bpp_hyper: [0.0738]
- 2021-11-20 18:45:20: bpp: [0.3753]
- 2021-11-20 18:45:20: IoU: [0.68]
- 2021-11-20 18:45:20: ========================================
- Training Epoch: 23
- 2021-11-20 18:45:20: alpha:6 beta:3.0
- 2021-11-20 18:45:20: LR:1e-05
- 2021-11-20 18:45:20: Training Files length:1000
- 2021-11-20 18:48:09: Running time:(mins): 1351
- 2021-11-20 18:48:09: ==========Train Epoch 23 Step: 23049
- 2021-11-20 18:48:09: bpp_ae: [0.3285]
- 2021-11-20 18:48:09: bpp_hyper: [0.0944]
- 2021-11-20 18:48:09: bpp: [0.4229]
- 2021-11-20 18:48:09: IoU: [0.6861]
- 2021-11-20 18:48:09: train_zeros:0.029091612
- 2021-11-20 18:48:09: train_ones:0.037271664
- 2021-11-20 18:48:09: train_distortion:0.1245465
- 2021-11-20 18:48:09: train_loss:1.146578
- 2021-11-20 18:50:56: Running time:(mins): 1353
- 2021-11-20 18:50:56: ==========Train Epoch 23 Step: 23099
- 2021-11-20 18:50:56: bpp_ae: [0.3286]
- 2021-11-20 18:50:56: bpp_hyper: [0.0953]
- 2021-11-20 18:50:56: bpp: [0.4239]
- 2021-11-20 18:50:56: IoU: [0.6805]
- 2021-11-20 18:50:56: train_zeros:0.029719224
- 2021-11-20 18:50:56: train_ones:0.046874546
- 2021-11-20 18:50:56: train_distortion:0.13603222
- 2021-11-20 18:50:56: train_loss:1.2433499
- 2021-11-20 18:53:48: Running time:(mins): 1356
- 2021-11-20 18:53:48: ==========Train Epoch 23 Step: 23149
- 2021-11-20 18:53:48: bpp_ae: [0.3304]
- 2021-11-20 18:53:48: bpp_hyper: [0.0955]
- 2021-11-20 18:53:48: bpp: [0.4259]
- 2021-11-20 18:53:48: IoU: [0.6928]
- 2021-11-20 18:53:48: train_zeros:0.039107442
- 2021-11-20 18:53:48: train_ones:0.048171896
- 2021-11-20 18:53:48: train_distortion:0.16549422
- 2021-11-20 18:53:48: train_loss:1.3922614
- 2021-11-20 18:56:37: Running time:(mins): 1359
- 2021-11-20 18:56:37: ==========Train Epoch 23 Step: 23199
- 2021-11-20 18:56:37: bpp_ae: [0.3312]
- 2021-11-20 18:56:37: bpp_hyper: [0.0935]
- 2021-11-20 18:56:37: bpp: [0.4247]
- 2021-11-20 18:56:37: IoU: [0.6922]
- 2021-11-20 18:56:37: train_zeros:0.045073755
- 2021-11-20 18:56:37: train_ones:0.050031453
- 2021-11-20 18:56:37: train_distortion:0.18525273
- 2021-11-20 18:56:37: train_loss:1.5255166
- 2021-11-20 18:59:23: Running time:(mins): 1362
- 2021-11-20 18:59:23: ==========Train Epoch 23 Step: 23249
- 2021-11-20 18:59:23: bpp_ae: [0.3316]
- 2021-11-20 18:59:23: bpp_hyper: [0.0954]
- 2021-11-20 18:59:23: bpp: [0.427]
- 2021-11-20 18:59:23: IoU: [0.6854]
- 2021-11-20 18:59:23: train_zeros:0.025747404
- 2021-11-20 18:59:23: train_ones:0.045678128
- 2021-11-20 18:59:23: train_distortion:0.122920334
- 2021-11-20 18:59:23: train_loss:1.1682038
- 2021-11-20 19:02:17: Running time:(mins): 1365
- 2021-11-20 19:02:17: ==========Train Epoch 23 Step: 23299
- 2021-11-20 19:02:17: bpp_ae: [0.332]
- 2021-11-20 19:02:17: bpp_hyper: [0.0944]
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- 2021-11-20 19:02:17: IoU: [0.6825]
- 2021-11-20 19:02:17: train_zeros:0.03407403
- 2021-11-20 19:02:17: train_ones:0.039618533
- 2021-11-20 19:02:17: train_distortion:0.14184062
- 2021-11-20 19:02:17: train_loss:1.2592051
- 2021-11-20 19:05:08: Running time:(mins): 1368
- 2021-11-20 19:05:08: ==========Train Epoch 23 Step: 23349
- 2021-11-20 19:05:08: bpp_ae: [0.3375]
- 2021-11-20 19:05:08: bpp_hyper: [0.0985]
- 2021-11-20 19:05:08: bpp: [0.436]
- 2021-11-20 19:05:08: IoU: [0.685]
- 2021-11-20 19:05:08: train_zeros:0.04563532
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- 2021-11-20 19:05:08: train_distortion:0.18225875
- 2021-11-20 19:05:08: train_loss:1.5049868
- 2021-11-20 19:07:58: Running time:(mins): 1370
- 2021-11-20 19:07:58: ==========Train Epoch 23 Step: 23399
- 2021-11-20 19:07:58: bpp_ae: [0.3332]
- 2021-11-20 19:07:58: bpp_hyper: [0.0972]
- 2021-11-20 19:07:58: bpp: [0.4304]
- 2021-11-20 19:07:58: IoU: [0.6833]
- 2021-11-20 19:07:58: train_zeros:0.02780974
- 2021-11-20 19:07:58: train_ones:0.04143804
- 2021-11-20 19:07:58: train_distortion:0.12486726
- 2021-11-20 19:07:58: train_loss:1.1903112
- 2021-11-20 19:10:46: Running time:(mins): 1373
- 2021-11-20 19:10:46: ==========Train Epoch 23 Step: 23449
- 2021-11-20 19:10:46: bpp_ae: [0.3323]
- 2021-11-20 19:10:46: bpp_hyper: [0.0966]
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- 2021-11-20 19:10:46: train_zeros:0.03099274
- 2021-11-20 19:10:46: train_ones:0.040493887
- 2021-11-20 19:10:46: train_distortion:0.13347211
- 2021-11-20 19:10:46: train_loss:1.2099619
- 2021-11-20 19:13:35: Running time:(mins): 1376
- 2021-11-20 19:13:35: ==========Train Epoch 23 Step: 23499
- 2021-11-20 19:13:35: bpp_ae: [0.3315]
- 2021-11-20 19:13:35: bpp_hyper: [0.0961]
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- 2021-11-20 19:13:35: train_distortion:0.12596297
- 2021-11-20 19:13:36: train_loss:1.1621352
- 2021-11-20 19:16:25: Running time:(mins): 1379
- 2021-11-20 19:16:25: ==========Train Epoch 23 Step: 23549
- 2021-11-20 19:16:25: bpp_ae: [0.3321]
- 2021-11-20 19:16:25: bpp_hyper: [0.0945]
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- 2021-11-20 19:16:25: train_zeros:0.028685119
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- 2021-11-20 19:16:25: train_distortion:0.1255165
- 2021-11-20 19:16:25: train_loss:1.1395475
- 2021-11-20 19:19:13: Running time:(mins): 1382
- 2021-11-20 19:19:13: ==========Train Epoch 23 Step: 23599
- 2021-11-20 19:19:13: bpp_ae: [0.332]
- 2021-11-20 19:19:13: bpp_hyper: [0.0968]
- 2021-11-20 19:19:13: bpp: [0.4287]
- 2021-11-20 19:19:13: IoU: [0.689]
- 2021-11-20 19:19:13: train_zeros:0.022982586
- 2021-11-20 19:19:13: train_ones:0.03815538
- 2021-11-20 19:19:13: train_distortion:0.10710314
- 2021-11-20 19:19:13: train_loss:1.0868475
- 2021-11-20 19:22:04: Running time:(mins): 1385
- 2021-11-20 19:22:04: ==========Train Epoch 23 Step: 23649
- 2021-11-20 19:22:04: bpp_ae: [0.3289]
- 2021-11-20 19:22:04: bpp_hyper: [0.095]
- 2021-11-20 19:22:04: bpp: [0.424]
- 2021-11-20 19:22:04: IoU: [0.6839]
- 2021-11-20 19:22:04: train_zeros:0.038164645
- 2021-11-20 19:22:04: train_ones:0.04983368
- 2021-11-20 19:22:04: train_distortion:0.16432762
- 2021-11-20 19:22:04: train_loss:1.3918498
- 2021-11-20 19:24:53: Running time:(mins): 1387
- 2021-11-20 19:24:53: ==========Train Epoch 23 Step: 23699
- 2021-11-20 19:24:53: bpp_ae: [0.3336]
- 2021-11-20 19:24:53: bpp_hyper: [0.0957]
- 2021-11-20 19:24:53: bpp: [0.4292]
- 2021-11-20 19:24:53: IoU: [0.6836]
- 2021-11-20 19:24:53: train_zeros:0.026485372
- 2021-11-20 19:24:53: train_ones:0.03766392
- 2021-11-20 19:24:53: train_distortion:0.11712004
- 2021-11-20 19:24:53: train_loss:1.1842772
- 2021-11-20 19:27:44: Running time:(mins): 1390
- 2021-11-20 19:27:44: ==========Train Epoch 23 Step: 23749
- 2021-11-20 19:27:44: bpp_ae: [0.3348]
- 2021-11-20 19:27:44: bpp_hyper: [0.0981]
- 2021-11-20 19:27:44: bpp: [0.4329]
- 2021-11-20 19:27:44: IoU: [0.6868]
- 2021-11-20 19:27:44: train_zeros:0.04058492
- 2021-11-20 19:27:44: train_ones:0.04390228
- 2021-11-20 19:27:44: train_distortion:0.16565704
- 2021-11-20 19:27:44: train_loss:1.3900411
- 2021-11-20 19:30:36: Running time:(mins): 1393
- 2021-11-20 19:30:36: ==========Train Epoch 23 Step: 23799
- 2021-11-20 19:30:36: bpp_ae: [0.3325]
- 2021-11-20 19:30:36: bpp_hyper: [0.0974]
- 2021-11-20 19:30:36: bpp: [0.4298]
- 2021-11-20 19:30:36: IoU: [0.6931]
- 2021-11-20 19:30:36: train_zeros:0.040141635
- 2021-11-20 19:30:36: train_ones:0.043628052
- 2021-11-20 19:30:36: train_distortion:0.16405296
- 2021-11-20 19:30:36: train_loss:1.4127005
- 2021-11-20 19:33:27: Running time:(mins): 1396
- 2021-11-20 19:33:27: ==========Train Epoch 23 Step: 23849
- 2021-11-20 19:33:27: bpp_ae: [0.3327]
- 2021-11-20 19:33:27: bpp_hyper: [0.098]
- 2021-11-20 19:33:27: bpp: [0.4307]
- 2021-11-20 19:33:27: IoU: [0.6879]
- 2021-11-20 19:33:27: train_zeros:0.044784695
- 2021-11-20 19:33:27: train_ones:0.040435173
- 2021-11-20 19:33:27: train_distortion:0.17478925
- 2021-11-20 19:33:27: train_loss:1.4452764
- 2021-11-20 19:36:20: Running time:(mins): 1399
- 2021-11-20 19:36:20: ==========Train Epoch 23 Step: 23899
- 2021-11-20 19:36:20: bpp_ae: [0.3361]
- 2021-11-20 19:36:20: bpp_hyper: [0.0972]
- 2021-11-20 19:36:20: bpp: [0.4333]
- 2021-11-20 19:36:20: IoU: [0.6822]
- 2021-11-20 19:36:20: train_zeros:0.034583148
- 2021-11-20 19:36:20: train_ones:0.036990695
- 2021-11-20 19:36:20: train_distortion:0.14074013
- 2021-11-20 19:36:20: train_loss:1.2414404
- 2021-11-20 19:39:15: Running time:(mins): 1402
- 2021-11-20 19:39:15: ==========Train Epoch 23 Step: 23949
- 2021-11-20 19:39:15: bpp_ae: [0.3375]
- 2021-11-20 19:39:15: bpp_hyper: [0.0973]
- 2021-11-20 19:39:15: bpp: [0.4348]
- 2021-11-20 19:39:15: IoU: [0.6857]
- 2021-11-20 19:39:15: train_zeros:0.023557417
- 2021-11-20 19:39:15: train_ones:0.042112913
- 2021-11-20 19:39:15: train_distortion:0.11278516
- 2021-11-20 19:39:15: train_loss:1.1330291
- 2021-11-20 19:42:07: Running time:(mins): 1405
- 2021-11-20 19:42:07: ==========Train Epoch 23 Step: 23999
- 2021-11-20 19:42:07: bpp_ae: [0.3309]
- 2021-11-20 19:42:07: bpp_hyper: [0.0974]
- 2021-11-20 19:42:07: bpp: [0.4283]
- 2021-11-20 19:42:07: IoU: [0.6876]
- 2021-11-20 19:42:07: train_zeros:0.037219834
- 2021-11-20 19:42:07: train_ones:0.04632402
- 2021-11-20 19:42:07: train_distortion:0.15798351
- 2021-11-20 19:42:07: train_loss:1.3721045
- 2021-11-20 19:42:07: Saved model on epoch: 23, for epoch finished.
- 2021-11-20 19:42:07: Testing Files length:12
- 2021-11-20 19:42:30: ==========Test Epoch 24 Step: 0
- 2021-11-20 19:42:30: bpp_ae: [0.3096]
- 2021-11-20 19:42:30: bpp_hyper: [0.0746]
- 2021-11-20 19:42:30: bpp: [0.3842]
- 2021-11-20 19:42:30: IoU: [0.6828]
- 2021-11-20 19:42:30: ========================================
- Training Epoch: 24
- 2021-11-20 19:42:30: alpha:6 beta:3.0
- 2021-11-20 19:42:30: LR:1e-05
- 2021-11-20 19:42:30: Training Files length:1000
- 2021-11-20 19:45:17: Running time:(mins): 1408
- 2021-11-20 19:45:17: ==========Train Epoch 24 Step: 24049
- 2021-11-20 19:45:17: bpp_ae: [0.329]
- 2021-11-20 19:45:17: bpp_hyper: [0.0958]
- 2021-11-20 19:45:17: bpp: [0.4248]
- 2021-11-20 19:45:17: IoU: [0.6899]
- 2021-11-20 19:45:17: train_zeros:0.026565915
- 2021-11-20 19:45:17: train_ones:0.0386465
- 2021-11-20 19:45:17: train_distortion:0.11834425
- 2021-11-20 19:45:17: train_loss:1.119801
- 2021-11-20 19:48:07: Running time:(mins): 1411
- 2021-11-20 19:48:07: ==========Train Epoch 24 Step: 24099
- 2021-11-20 19:48:07: bpp_ae: [0.328]
- 2021-11-20 19:48:07: bpp_hyper: [0.0954]
- 2021-11-20 19:48:07: bpp: [0.4234]
- 2021-11-20 19:48:07: IoU: [0.6853]
- 2021-11-20 19:48:07: train_zeros:0.035530258
- 2021-11-20 19:48:07: train_ones:0.054729328
- 2021-11-20 19:48:07: train_distortion:0.1613201
- 2021-11-20 19:48:07: train_loss:1.4002006
- 2021-11-20 19:50:57: Running time:(mins): 1413
- 2021-11-20 19:50:57: ==========Train Epoch 24 Step: 24149
- 2021-11-20 19:50:57: bpp_ae: [0.3297]
- 2021-11-20 19:50:57: bpp_hyper: [0.0947]
- 2021-11-20 19:50:57: bpp: [0.4244]
- 2021-11-20 19:50:57: IoU: [0.6861]
- 2021-11-20 19:50:57: train_zeros:0.022931287
- 2021-11-20 19:50:57: train_ones:0.043842617
- 2021-11-20 19:50:57: train_distortion:0.11263648
- 2021-11-20 19:50:57: train_loss:1.1100594
- 2021-11-20 19:53:46: Running time:(mins): 1416
- 2021-11-20 19:53:46: ==========Train Epoch 24 Step: 24199
- 2021-11-20 19:53:46: bpp_ae: [0.3298]
- 2021-11-20 19:53:46: bpp_hyper: [0.0949]
- 2021-11-20 19:53:46: bpp: [0.4246]
- 2021-11-20 19:53:46: IoU: [0.6844]
- 2021-11-20 19:53:46: train_zeros:0.03822702
- 2021-11-20 19:53:46: train_ones:0.04321033
- 2021-11-20 19:53:46: train_distortion:0.1578914
- 2021-11-20 19:53:46: train_loss:1.3775461
- 2021-11-20 19:56:33: Running time:(mins): 1419
- 2021-11-20 19:56:33: ==========Train Epoch 24 Step: 24249
- 2021-11-20 19:56:33: bpp_ae: [0.3346]
- 2021-11-20 19:56:33: bpp_hyper: [0.0991]
- 2021-11-20 19:56:33: bpp: [0.4337]
- 2021-11-20 19:56:33: IoU: [0.6872]
- 2021-11-20 19:56:33: train_zeros:0.030840194
- 2021-11-20 19:56:33: train_ones:0.040848978
- 2021-11-20 19:56:33: train_distortion:0.13336957
- 2021-11-20 19:56:33: train_loss:1.218609
- 2021-11-20 19:59:29: Running time:(mins): 1422
- 2021-11-20 19:59:29: ==========Train Epoch 24 Step: 24299
- 2021-11-20 19:59:29: bpp_ae: [0.3317]
- 2021-11-20 19:59:29: bpp_hyper: [0.0969]
- 2021-11-20 19:59:29: bpp: [0.4286]
- 2021-11-20 19:59:29: IoU: [0.6948]
- 2021-11-20 19:59:29: train_zeros:0.043929175
- 2021-11-20 19:59:29: train_ones:0.03830614
- 2021-11-20 19:59:29: train_distortion:0.17009366
- 2021-11-20 19:59:29: train_loss:1.4398892
- 2021-11-20 20:02:23: Running time:(mins): 1425
- 2021-11-20 20:02:23: ==========Train Epoch 24 Step: 24349
- 2021-11-20 20:02:23: bpp_ae: [0.3328]
- 2021-11-20 20:02:23: bpp_hyper: [0.0955]
- 2021-11-20 20:02:23: bpp: [0.4283]
- 2021-11-20 20:02:23: IoU: [0.6839]
- 2021-11-20 20:02:23: train_zeros:0.038138736
- 2021-11-20 20:02:23: train_ones:0.043845877
- 2021-11-20 20:02:23: train_distortion:0.15826209
- 2021-11-20 20:02:23: train_loss:1.3680445
- 2021-11-20 20:05:21: Running time:(mins): 1428
- 2021-11-20 20:05:21: ==========Train Epoch 24 Step: 24399
- 2021-11-20 20:05:21: bpp_ae: [0.3315]
- 2021-11-20 20:05:21: bpp_hyper: [0.0962]
- 2021-11-20 20:05:21: bpp: [0.4277]
- 2021-11-20 20:05:21: IoU: [0.6885]
- 2021-11-20 20:05:21: train_zeros:0.025859972
- 2021-11-20 20:05:21: train_ones:0.045539983
- 2021-11-20 20:05:21: train_distortion:0.1231199
- 2021-11-20 20:05:21: train_loss:1.1990938
- 2021-11-20 20:08:14: Running time:(mins): 1431
- 2021-11-20 20:08:14: ==========Train Epoch 24 Step: 24449
- 2021-11-20 20:08:14: bpp_ae: [0.3278]
- 2021-11-20 20:08:14: bpp_hyper: [0.0952]
- 2021-11-20 20:08:14: bpp: [0.423]
- 2021-11-20 20:08:14: IoU: [0.6896]
- 2021-11-20 20:08:14: train_zeros:0.023138504
- 2021-11-20 20:08:14: train_ones:0.04226666
- 2021-11-20 20:08:14: train_distortion:0.11168217
- 2021-11-20 20:08:14: train_loss:1.1241782
- 2021-11-20 20:11:07: Running time:(mins): 1434
- 2021-11-20 20:11:07: ==========Train Epoch 24 Step: 24499
- 2021-11-20 20:11:07: bpp_ae: [0.3313]
- 2021-11-20 20:11:07: bpp_hyper: [0.0977]
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- 2021-11-20 20:11:07: train_zeros:0.0329243
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- 2021-11-20 20:11:07: train_distortion:0.13324213
- 2021-11-20 20:11:07: train_loss:1.24005
- 2021-11-20 20:14:02: Running time:(mins): 1437
- 2021-11-20 20:14:02: ==========Train Epoch 24 Step: 24549
- 2021-11-20 20:14:02: bpp_ae: [0.3304]
- 2021-11-20 20:14:02: bpp_hyper: [0.0952]
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- 2021-11-20 20:14:02: train_distortion:0.12038191
- 2021-11-20 20:14:02: train_loss:1.1451436
- 2021-11-20 20:16:56: Running time:(mins): 1439
- 2021-11-20 20:16:56: ==========Train Epoch 24 Step: 24599
- 2021-11-20 20:16:56: bpp_ae: [0.3333]
- 2021-11-20 20:16:56: bpp_hyper: [0.0977]
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- 2021-11-20 20:16:56: train_zeros:0.02423674
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- 2021-11-20 20:16:56: train_distortion:0.10713283
- 2021-11-20 20:16:56: train_loss:1.0715793
- 2021-11-20 20:19:49: Running time:(mins): 1442
- 2021-11-20 20:19:49: ==========Train Epoch 24 Step: 24649
- 2021-11-20 20:19:49: bpp_ae: [0.332]
- 2021-11-20 20:19:49: bpp_hyper: [0.0946]
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- 2021-11-20 20:19:49: train_zeros:0.023668615
- 2021-11-20 20:19:49: train_ones:0.03517696
- 2021-11-20 20:19:49: train_distortion:0.1061828
- 2021-11-20 20:19:49: train_loss:1.047631
- 2021-11-20 20:22:38: Running time:(mins): 1445
- 2021-11-20 20:22:38: ==========Train Epoch 24 Step: 24699
- 2021-11-20 20:22:38: bpp_ae: [0.3271]
- 2021-11-20 20:22:38: bpp_hyper: [0.0953]
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- 2021-11-20 20:22:38: train_zeros:0.03260801
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- 2021-11-20 20:22:38: train_distortion:0.13418657
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- 2021-11-20 20:25:28: Running time:(mins): 1448
- 2021-11-20 20:25:28: ==========Train Epoch 24 Step: 24749
- 2021-11-20 20:25:28: bpp_ae: [0.3283]
- 2021-11-20 20:25:28: bpp_hyper: [0.0959]
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- 2021-11-20 20:25:28: train_distortion:0.113208726
- 2021-11-20 20:25:28: train_loss:1.1147807
- 2021-11-20 20:28:23: Running time:(mins): 1451
- 2021-11-20 20:28:23: ==========Train Epoch 24 Step: 24799
- 2021-11-20 20:28:23: bpp_ae: [0.3286]
- 2021-11-20 20:28:23: bpp_hyper: [0.0946]
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- 2021-11-20 20:31:14: Running time:(mins): 1454
- 2021-11-20 20:31:14: ==========Train Epoch 24 Step: 24849
- 2021-11-20 20:31:14: bpp_ae: [0.3324]
- 2021-11-20 20:31:14: bpp_hyper: [0.0956]
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- 2021-11-20 20:31:14: train_distortion:0.10491664
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- 2021-11-20 20:34:16: Running time:(mins): 1457
- 2021-11-20 20:34:16: ==========Train Epoch 24 Step: 24899
- 2021-11-20 20:34:16: bpp_ae: [0.3319]
- 2021-11-20 20:34:16: bpp_hyper: [0.0971]
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- 2021-11-20 20:34:16: train_zeros:0.02828705
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- 2021-11-20 20:34:16: train_distortion:0.13277647
- 2021-11-20 20:34:16: train_loss:1.2459608
- 2021-11-20 20:37:16: Running time:(mins): 1460
- 2021-11-20 20:37:16: ==========Train Epoch 24 Step: 24949
- 2021-11-20 20:37:16: bpp_ae: [0.3343]
- 2021-11-20 20:37:16: bpp_hyper: [0.0982]
- 2021-11-20 20:37:16: bpp: [0.4325]
- 2021-11-20 20:37:16: IoU: [0.6802]
- 2021-11-20 20:37:16: train_zeros:0.051548716
- 2021-11-20 20:37:16: train_ones:0.046937183
- 2021-11-20 20:37:16: train_distortion:0.20158333
- 2021-11-20 20:37:16: train_loss:1.6256869
- 2021-11-20 20:40:12: Running time:(mins): 1463
- 2021-11-20 20:40:12: ==========Train Epoch 24 Step: 24999
- 2021-11-20 20:40:12: bpp_ae: [0.3333]
- 2021-11-20 20:40:12: bpp_hyper: [0.0975]
- 2021-11-20 20:40:12: bpp: [0.4308]
- 2021-11-20 20:40:12: IoU: [0.6862]
- 2021-11-20 20:40:12: train_zeros:0.021303654
- 2021-11-20 20:40:12: train_ones:0.040010102
- 2021-11-20 20:40:12: train_distortion:0.10392106
- 2021-11-20 20:40:12: train_loss:1.0625373
- 2021-11-20 20:40:12: Saved model on epoch: 24, for epoch finished.
- 2021-11-20 20:40:12: Testing Files length:12
- 2021-11-20 20:40:36: ==========Test Epoch 25 Step: 0
- 2021-11-20 20:40:36: bpp_ae: [0.3043]
- 2021-11-20 20:40:36: bpp_hyper: [0.0729]
- 2021-11-20 20:40:36: bpp: [0.3772]
- 2021-11-20 20:40:36: IoU: [0.6755]
- 2021-11-20 20:40:36: ========================================
- Training Epoch: 25
- 2021-11-20 20:40:36: alpha:6 beta:3.0
- 2021-11-20 20:40:36: LR:1e-05
- 2021-11-20 20:40:36: Training Files length:1000
- 2021-11-20 20:43:24: Running time:(mins): 1466
- 2021-11-20 20:43:24: ==========Train Epoch 25 Step: 25049
- 2021-11-20 20:43:24: bpp_ae: [0.3388]
- 2021-11-20 20:43:24: bpp_hyper: [0.0959]
- 2021-11-20 20:43:24: bpp: [0.4348]
- 2021-11-20 20:43:24: IoU: [0.6825]
- 2021-11-20 20:43:24: train_zeros:0.026315624
- 2021-11-20 20:43:24: train_ones:0.03362053
- 2021-11-20 20:43:24: train_distortion:0.1125674
- 2021-11-20 20:43:24: train_loss:1.0931752
- 2021-11-20 20:46:13: Running time:(mins): 1469
- 2021-11-20 20:46:13: ==========Train Epoch 25 Step: 25099
- 2021-11-20 20:46:13: bpp_ae: [0.3337]
- 2021-11-20 20:46:13: bpp_hyper: [0.0975]
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- 2021-11-20 20:46:13: train_zeros:0.03668644
- 2021-11-20 20:46:13: train_ones:0.042700063
- 2021-11-20 20:46:13: train_distortion:0.15275939
- 2021-11-20 20:46:13: train_loss:1.3348851
- 2021-11-20 20:49:08: Running time:(mins): 1472
- 2021-11-20 20:49:08: ==========Train Epoch 25 Step: 25149
- 2021-11-20 20:49:08: bpp_ae: [0.3319]
- 2021-11-20 20:49:08: bpp_hyper: [0.0982]
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- 2021-11-20 20:49:08: train_zeros:0.026213717
- 2021-11-20 20:49:08: train_ones:0.040345665
- 2021-11-20 20:49:08: train_distortion:0.118986815
- 2021-11-20 20:49:08: train_loss:1.1512983
- 2021-11-20 20:52:02: Running time:(mins): 1475
- 2021-11-20 20:52:02: ==========Train Epoch 25 Step: 25199
- 2021-11-20 20:52:02: bpp_ae: [0.3287]
- 2021-11-20 20:52:02: bpp_hyper: [0.0961]
- 2021-11-20 20:52:02: bpp: [0.4248]
- 2021-11-20 20:52:02: IoU: [0.6924]
- 2021-11-20 20:52:02: train_zeros:0.024801696
- 2021-11-20 20:52:02: train_ones:0.03623284
- 2021-11-20 20:52:02: train_distortion:0.11063793
- 2021-11-20 20:52:02: train_loss:1.0846815
- 2021-11-20 20:54:57: Running time:(mins): 1477
- 2021-11-20 20:54:57: ==========Train Epoch 25 Step: 25249
- 2021-11-20 20:54:57: bpp_ae: [0.3271]
- 2021-11-20 20:54:57: bpp_hyper: [0.099]
- 2021-11-20 20:54:57: bpp: [0.426]
- 2021-11-20 20:54:57: IoU: [0.6861]
- 2021-11-20 20:54:57: train_zeros:0.023990743
- 2021-11-20 20:54:57: train_ones:0.044420555
- 2021-11-20 20:54:57: train_distortion:0.116392784
- 2021-11-20 20:54:57: train_loss:1.1265233
- 2021-11-20 20:58:03: Running time:(mins): 1481
- 2021-11-20 20:58:03: ==========Train Epoch 25 Step: 25299
- 2021-11-20 20:58:03: bpp_ae: [0.3299]
- 2021-11-20 20:58:03: bpp_hyper: [0.0947]
- 2021-11-20 20:58:03: bpp: [0.4246]
- 2021-11-20 20:58:03: IoU: [0.6826]
- 2021-11-20 20:58:03: train_zeros:0.026820183
- 2021-11-20 20:58:03: train_ones:0.045641664
- 2021-11-20 20:58:03: train_distortion:0.12610221
- 2021-11-20 20:58:03: train_loss:1.2011633
- 2021-11-20 21:00:51: Running time:(mins): 1483
- 2021-11-20 21:00:51: ==========Train Epoch 25 Step: 25349
- 2021-11-20 21:00:51: bpp_ae: [0.3269]
- 2021-11-20 21:00:51: bpp_hyper: [0.0956]
- 2021-11-20 21:00:51: bpp: [0.4224]
- 2021-11-20 21:00:51: IoU: [0.6823]
- 2021-11-20 21:00:51: train_zeros:0.026840849
- 2021-11-20 21:00:51: train_ones:0.032805238
- 2021-11-20 21:00:51: train_distortion:0.11332779
- 2021-11-20 21:00:51: train_loss:1.087352
- 2021-11-20 21:03:48: Running time:(mins): 1486
- 2021-11-20 21:03:48: ==========Train Epoch 25 Step: 25399
- 2021-11-20 21:03:48: bpp_ae: [0.3314]
- 2021-11-20 21:03:48: bpp_hyper: [0.0947]
- 2021-11-20 21:03:48: bpp: [0.426]
- 2021-11-20 21:03:48: IoU: [0.6795]
- 2021-11-20 21:03:48: train_zeros:0.025649939
- 2021-11-20 21:03:48: train_ones:0.041317914
- 2021-11-20 21:03:48: train_distortion:0.11826773
- 2021-11-20 21:03:48: train_loss:1.1273547
- 2021-11-20 21:06:46: Running time:(mins): 1489
- 2021-11-20 21:06:46: ==========Train Epoch 25 Step: 25449
- 2021-11-20 21:06:46: bpp_ae: [0.3344]
- 2021-11-20 21:06:46: bpp_hyper: [0.0988]
- 2021-11-20 21:06:46: bpp: [0.4332]
- 2021-11-20 21:06:46: IoU: [0.6922]
- 2021-11-20 21:06:46: train_zeros:0.034926735
- 2021-11-20 21:06:46: train_ones:0.04092255
- 2021-11-20 21:06:46: train_distortion:0.14570275
- 2021-11-20 21:06:46: train_loss:1.2651626
- 2021-11-20 21:09:42: Running time:(mins): 1492
- 2021-11-20 21:09:42: ==========Train Epoch 25 Step: 25499
- 2021-11-20 21:09:42: bpp_ae: [0.3354]
- 2021-11-20 21:09:42: bpp_hyper: [0.0972]
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- 2021-11-20 21:09:42: IoU: [0.6847]
- 2021-11-20 21:09:42: train_zeros:0.023451677
- 2021-11-20 21:09:42: train_ones:0.03434065
- 2021-11-20 21:09:42: train_distortion:0.10469568
- 2021-11-20 21:09:42: train_loss:1.082873
- 2021-11-20 21:12:39: Running time:(mins): 1495
- 2021-11-20 21:12:39: ==========Train Epoch 25 Step: 25549
- 2021-11-20 21:12:39: bpp_ae: [0.3279]
- 2021-11-20 21:12:39: bpp_hyper: [0.094]
- 2021-11-20 21:12:39: bpp: [0.422]
- 2021-11-20 21:12:39: IoU: [0.6857]
- 2021-11-20 21:12:39: train_zeros:0.021992924
- 2021-11-20 21:12:39: train_ones:0.03515568
- 2021-11-20 21:12:39: train_distortion:0.10113445
- 2021-11-20 21:12:39: train_loss:1.0477703
- 2021-11-20 21:15:30: Running time:(mins): 1498
- 2021-11-20 21:15:30: ==========Train Epoch 25 Step: 25599
- 2021-11-20 21:15:30: bpp_ae: [0.3328]
- 2021-11-20 21:15:30: bpp_hyper: [0.0975]
- 2021-11-20 21:15:30: bpp: [0.4303]
- 2021-11-20 21:15:30: IoU: [0.6918]
- 2021-11-20 21:15:30: train_zeros:0.029590156
- 2021-11-20 21:15:30: train_ones:0.039828103
- 2021-11-20 21:15:30: train_distortion:0.12859857
- 2021-11-20 21:15:30: train_loss:1.1925304
- 2021-11-20 21:18:22: Running time:(mins): 1501
- 2021-11-20 21:18:22: ==========Train Epoch 25 Step: 25649
- 2021-11-20 21:18:22: bpp_ae: [0.3327]
- 2021-11-20 21:18:22: bpp_hyper: [0.0963]
- 2021-11-20 21:18:22: bpp: [0.4289]
- 2021-11-20 21:18:22: IoU: [0.6917]
- 2021-11-20 21:18:22: train_zeros:0.035922814
- 2021-11-20 21:18:22: train_ones:0.033627726
- 2021-11-20 21:18:22: train_distortion:0.14139616
- 2021-11-20 21:18:22: train_loss:1.251805
- 2021-11-20 21:21:16: Running time:(mins): 1504
- 2021-11-20 21:21:16: ==========Train Epoch 25 Step: 25699
- 2021-11-20 21:21:16: bpp_ae: [0.3285]
- 2021-11-20 21:21:16: bpp_hyper: [0.0947]
- 2021-11-20 21:21:16: bpp: [0.4232]
- 2021-11-20 21:21:16: IoU: [0.6821]
- 2021-11-20 21:21:16: train_zeros:0.04442317
- 2021-11-20 21:21:16: train_ones:0.047413982
- 2021-11-20 21:21:16: train_distortion:0.1806835
- 2021-11-20 21:21:16: train_loss:1.4730774
- 2021-11-20 21:24:09: Running time:(mins): 1507
- 2021-11-20 21:24:09: ==========Train Epoch 25 Step: 25749
- 2021-11-20 21:24:09: bpp_ae: [0.3353]
- 2021-11-20 21:24:09: bpp_hyper: [0.0953]
- 2021-11-20 21:24:09: bpp: [0.4306]
- 2021-11-20 21:24:09: IoU: [0.6802]
- 2021-11-20 21:24:09: train_zeros:0.030235508
- 2021-11-20 21:24:09: train_ones:0.039923668
- 2021-11-20 21:24:09: train_distortion:0.1306302
- 2021-11-20 21:24:09: train_loss:1.2341707
- 2021-11-20 21:27:01: Running time:(mins): 1510
- 2021-11-20 21:27:01: ==========Train Epoch 25 Step: 25799
- 2021-11-20 21:27:01: bpp_ae: [0.3339]
- 2021-11-20 21:27:01: bpp_hyper: [0.0955]
- 2021-11-20 21:27:01: bpp: [0.4295]
- 2021-11-20 21:27:01: IoU: [0.6911]
- 2021-11-20 21:27:01: train_zeros:0.022257559
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- 2021-11-20 21:27:01: train_distortion:0.104503684
- 2021-11-20 21:27:01: train_loss:1.0599409
- 2021-11-20 21:29:52: Running time:(mins): 1512
- 2021-11-20 21:29:52: ==========Train Epoch 25 Step: 25849
- 2021-11-20 21:29:52: bpp_ae: [0.3325]
- 2021-11-20 21:29:52: bpp_hyper: [0.0987]
- 2021-11-20 21:29:52: bpp: [0.4311]
- 2021-11-20 21:29:52: IoU: [0.6899]
- 2021-11-20 21:29:52: train_zeros:0.025006304
- 2021-11-20 21:29:52: train_ones:0.035964053
- 2021-11-20 21:29:52: train_distortion:0.11098297
- 2021-11-20 21:29:52: train_loss:1.1089082
- 2021-11-20 21:32:40: Running time:(mins): 1515
- 2021-11-20 21:32:40: ==========Train Epoch 25 Step: 25899
- 2021-11-20 21:32:40: bpp_ae: [0.3255]
- 2021-11-20 21:32:40: bpp_hyper: [0.0955]
- 2021-11-20 21:32:40: bpp: [0.421]
- 2021-11-20 21:32:40: IoU: [0.6929]
- 2021-11-20 21:32:40: train_zeros:0.021084514
- 2021-11-20 21:32:40: train_ones:0.038056932
- 2021-11-20 21:32:40: train_distortion:0.10131047
- 2021-11-20 21:32:40: train_loss:1.0661033
- 2021-11-20 21:35:32: Running time:(mins): 1518
- 2021-11-20 21:35:32: ==========Train Epoch 25 Step: 25949
- 2021-11-20 21:35:32: bpp_ae: [0.331]
- 2021-11-20 21:35:32: bpp_hyper: [0.0981]
- 2021-11-20 21:35:32: bpp: [0.4291]
- 2021-11-20 21:35:32: IoU: [0.6864]
- 2021-11-20 21:35:32: train_zeros:0.030347364
- 2021-11-20 21:35:32: train_ones:0.041454628
- 2021-11-20 21:35:32: train_distortion:0.13249671
- 2021-11-20 21:35:32: train_loss:1.2309828
- 2021-11-20 21:38:23: Running time:(mins): 1521
- 2021-11-20 21:38:23: ==========Train Epoch 25 Step: 25999
- 2021-11-20 21:38:23: bpp_ae: [0.3315]
- 2021-11-20 21:38:23: bpp_hyper: [0.0988]
- 2021-11-20 21:38:23: bpp: [0.4303]
- 2021-11-20 21:38:23: IoU: [0.6802]
- 2021-11-20 21:38:23: train_zeros:0.026755657
- 2021-11-20 21:38:23: train_ones:0.03796844
- 2021-11-20 21:38:23: train_distortion:0.11823541
- 2021-11-20 21:38:23: train_loss:1.1822745
- 2021-11-20 21:38:23: Saved model on epoch: 25, for epoch finished.
- 2021-11-20 21:38:23: Testing Files length:12
- 2021-11-20 21:38:45: ==========Test Epoch 26 Step: 0
- 2021-11-20 21:38:45: bpp_ae: [0.3016]
- 2021-11-20 21:38:45: bpp_hyper: [0.0741]
- 2021-11-20 21:38:45: bpp: [0.3757]
- 2021-11-20 21:38:45: IoU: [0.6702]
- 2021-11-20 21:38:45: ========================================
- Training Epoch: 26
- 2021-11-20 21:38:45: alpha:6 beta:3.0
- 2021-11-20 21:38:45: LR:1e-05
- 2021-11-20 21:38:45: Training Files length:1000
- 2021-11-20 21:41:32: Running time:(mins): 1524
- 2021-11-20 21:41:32: ==========Train Epoch 26 Step: 26049
- 2021-11-20 21:41:32: bpp_ae: [0.3308]
- 2021-11-20 21:41:32: bpp_hyper: [0.0986]
- 2021-11-20 21:41:32: bpp: [0.4294]
- 2021-11-20 21:41:32: IoU: [0.6831]
- 2021-11-20 21:41:32: train_zeros:0.021040557
- 2021-11-20 21:41:32: train_ones:0.034571517
- 2021-11-20 21:41:32: train_distortion:0.09769319
- 2021-11-20 21:41:32: train_loss:1.0269487
- 2021-11-20 21:44:16: Running time:(mins): 1527
- 2021-11-20 21:44:16: ==========Train Epoch 26 Step: 26099
- 2021-11-20 21:44:16: bpp_ae: [0.3241]
- 2021-11-20 21:44:16: bpp_hyper: [0.096]
- 2021-11-20 21:44:16: bpp: [0.4201]
- 2021-11-20 21:44:16: IoU: [0.6907]
- 2021-11-20 21:44:16: train_zeros:0.029983627
- 2021-11-20 21:44:16: train_ones:0.040811107
- 2021-11-20 21:44:16: train_distortion:0.13076198
- 2021-11-20 21:44:16: train_loss:1.191339
- 2021-11-20 21:47:04: Running time:(mins): 1530
- 2021-11-20 21:47:04: ==========Train Epoch 26 Step: 26149
- 2021-11-20 21:47:04: bpp_ae: [0.3275]
- 2021-11-20 21:47:04: bpp_hyper: [0.0963]
- 2021-11-20 21:47:04: bpp: [0.4239]
- 2021-11-20 21:47:04: IoU: [0.6868]
- 2021-11-20 21:47:04: train_zeros:0.020239376
- 2021-11-20 21:47:04: train_ones:0.036363106
- 2021-11-20 21:47:04: train_distortion:0.09708123
- 2021-11-20 21:47:04: train_loss:1.0216701
- 2021-11-20 21:49:51: Running time:(mins): 1532
- 2021-11-20 21:49:51: ==========Train Epoch 26 Step: 26199
- 2021-11-20 21:49:51: bpp_ae: [0.3287]
- 2021-11-20 21:49:51: bpp_hyper: [0.0949]
- 2021-11-20 21:49:51: bpp: [0.4236]
- 2021-11-20 21:49:51: IoU: [0.6903]
- 2021-11-20 21:49:51: train_zeros:0.027947709
- 2021-11-20 21:49:51: train_ones:0.036150027
- 2021-11-20 21:49:51: train_distortion:0.11999315
- 2021-11-20 21:49:51: train_loss:1.129116
- 2021-11-20 21:52:39: Running time:(mins): 1535
- 2021-11-20 21:52:39: ==========Train Epoch 26 Step: 26249
- 2021-11-20 21:52:39: bpp_ae: [0.331]
- 2021-11-20 21:52:39: bpp_hyper: [0.1002]
- 2021-11-20 21:52:39: bpp: [0.4312]
- 2021-11-20 21:52:39: IoU: [0.6822]
- 2021-11-20 21:52:39: train_zeros:0.023685992
- 2021-11-20 21:52:39: train_ones:0.036315605
- 2021-11-20 21:52:39: train_distortion:0.10737358
- 2021-11-20 21:52:39: train_loss:1.0804819
- 2021-11-20 21:55:25: Running time:(mins): 1538
- 2021-11-20 21:55:25: ==========Train Epoch 26 Step: 26299
- 2021-11-20 21:55:25: bpp_ae: [0.3312]
- 2021-11-20 21:55:25: bpp_hyper: [0.097]
- 2021-11-20 21:55:25: bpp: [0.4282]
- 2021-11-20 21:55:25: IoU: [0.6821]
- 2021-11-20 21:55:25: train_zeros:0.036640294
- 2021-11-20 21:55:25: train_ones:0.042140335
- 2021-11-20 21:55:25: train_distortion:0.15206122
- 2021-11-20 21:55:25: train_loss:1.2891805
- 2021-11-20 21:58:11: Running time:(mins): 1541
- 2021-11-20 21:58:11: ==========Train Epoch 26 Step: 26349
- 2021-11-20 21:58:11: bpp_ae: [0.3295]
- 2021-11-20 21:58:11: bpp_hyper: [0.0967]
- 2021-11-20 21:58:11: bpp: [0.4263]
- 2021-11-20 21:58:11: IoU: [0.6944]
- 2021-11-20 21:58:11: train_zeros:0.033601336
- 2021-11-20 21:58:11: train_ones:0.04125785
- 2021-11-20 21:58:11: train_distortion:0.14206186
- 2021-11-20 21:58:11: train_loss:1.2836368
- 2021-11-20 22:00:57: Running time:(mins): 1543
- 2021-11-20 22:00:57: ==========Train Epoch 26 Step: 26399
- 2021-11-20 22:00:57: bpp_ae: [0.3278]
- 2021-11-20 22:00:57: bpp_hyper: [0.0947]
- 2021-11-20 22:00:57: bpp: [0.4224]
- 2021-11-20 22:00:57: IoU: [0.6805]
- 2021-11-20 22:00:57: train_zeros:0.035876267
- 2021-11-20 22:00:57: train_ones:0.04287634
- 2021-11-20 22:00:57: train_distortion:0.15050514
- 2021-11-20 22:00:57: train_loss:1.2953964
- 2021-11-20 22:03:48: Running time:(mins): 1546
- 2021-11-20 22:03:48: ==========Train Epoch 26 Step: 26449
- 2021-11-20 22:03:48: bpp_ae: [0.3274]
- 2021-11-20 22:03:48: bpp_hyper: [0.0946]
- 2021-11-20 22:03:48: bpp: [0.422]
- 2021-11-20 22:03:48: IoU: [0.684]
- 2021-11-20 22:03:48: train_zeros:0.03713906
- 2021-11-20 22:03:48: train_ones:0.046691176
- 2021-11-20 22:03:48: train_distortion:0.15810837
- 2021-11-20 22:03:48: train_loss:1.384134
- 2021-11-20 22:06:44: Running time:(mins): 1549
- 2021-11-20 22:06:44: ==========Train Epoch 26 Step: 26499
- 2021-11-20 22:06:44: bpp_ae: [0.3303]
- 2021-11-20 22:06:44: bpp_hyper: [0.0971]
- 2021-11-20 22:06:44: bpp: [0.4274]
- 2021-11-20 22:06:44: IoU: [0.6925]
- 2021-11-20 22:06:44: train_zeros:0.030643241
- 2021-11-20 22:06:44: train_ones:0.0375973
- 2021-11-20 22:06:44: train_distortion:0.12952703
- 2021-11-20 22:06:44: train_loss:1.1758337
- 2021-11-20 22:09:35: Running time:(mins): 1552
- 2021-11-20 22:09:35: ==========Train Epoch 26 Step: 26549
- 2021-11-20 22:09:35: bpp_ae: [0.3282]
- 2021-11-20 22:09:35: bpp_hyper: [0.0949]
- 2021-11-20 22:09:35: bpp: [0.4232]
- 2021-11-20 22:09:35: IoU: [0.6817]
- 2021-11-20 22:09:35: train_zeros:0.030080618
- 2021-11-20 22:09:35: train_ones:0.03852413
- 2021-11-20 22:09:35: train_distortion:0.12876599
- 2021-11-20 22:09:35: train_loss:1.1866673
- 2021-11-20 22:12:23: Running time:(mins): 1555
- 2021-11-20 22:12:23: ==========Train Epoch 26 Step: 26599
- 2021-11-20 22:12:23: bpp_ae: [0.3266]
- 2021-11-20 22:12:23: bpp_hyper: [0.0934]
- 2021-11-20 22:12:23: bpp: [0.4201]
- 2021-11-20 22:12:23: IoU: [0.6913]
- 2021-11-20 22:12:23: train_zeros:0.033616476
- 2021-11-20 22:12:23: train_ones:0.04898759
- 2021-11-20 22:12:23: train_distortion:0.14983702
- 2021-11-20 22:12:23: train_loss:1.3243401
- 2021-11-20 22:15:17: Running time:(mins): 1558
- 2021-11-20 22:15:17: ==========Train Epoch 26 Step: 26649
- 2021-11-20 22:15:17: bpp_ae: [0.3323]
- 2021-11-20 22:15:17: bpp_hyper: [0.0986]
- 2021-11-20 22:15:17: bpp: [0.431]
- 2021-11-20 22:15:17: IoU: [0.6852]
- 2021-11-20 22:15:17: train_zeros:0.024441157
- 2021-11-20 22:15:17: train_ones:0.03771185
- 2021-11-20 22:15:17: train_distortion:0.111035325
- 2021-11-20 22:15:17: train_loss:1.1111565
- 2021-11-20 22:18:06: Running time:(mins): 1561
- 2021-11-20 22:18:06: ==========Train Epoch 26 Step: 26699
- 2021-11-20 22:18:06: bpp_ae: [0.3291]
- 2021-11-20 22:18:06: bpp_hyper: [0.0968]
- 2021-11-20 22:18:06: bpp: [0.426]
- 2021-11-20 22:18:06: IoU: [0.6902]
- 2021-11-20 22:18:06: train_zeros:0.019018715
- 2021-11-20 22:18:06: train_ones:0.035132118
- 2021-11-20 22:18:06: train_distortion:0.09218826
- 2021-11-20 22:18:06: train_loss:1.0377398
- 2021-11-20 22:20:57: Running time:(mins): 1563
- 2021-11-20 22:20:57: ==========Train Epoch 26 Step: 26749
- 2021-11-20 22:20:57: bpp_ae: [0.3317]
- 2021-11-20 22:20:57: bpp_hyper: [0.0975]
- 2021-11-20 22:20:57: bpp: [0.4292]
- 2021-11-20 22:20:57: IoU: [0.6885]
- 2021-11-20 22:20:57: train_zeros:0.022975743
- 2021-11-20 22:20:57: train_ones:0.044005927
- 2021-11-20 22:20:57: train_distortion:0.11293316
- 2021-11-20 22:20:57: train_loss:1.0977666
- 2021-11-20 22:23:47: Running time:(mins): 1566
- 2021-11-20 22:23:47: ==========Train Epoch 26 Step: 26799
- 2021-11-20 22:23:47: bpp_ae: [0.3349]
- 2021-11-20 22:23:47: bpp_hyper: [0.0965]
- 2021-11-20 22:23:47: bpp: [0.4315]
- 2021-11-20 22:23:47: IoU: [0.6835]
- 2021-11-20 22:23:47: train_zeros:0.026904427
- 2021-11-20 22:23:47: train_ones:0.04177053
- 2021-11-20 22:23:47: train_distortion:0.122483805
- 2021-11-20 22:23:47: train_loss:1.1846733
- 2021-11-20 22:26:42: Running time:(mins): 1569
- 2021-11-20 22:26:42: ==========Train Epoch 26 Step: 26849
- 2021-11-20 22:26:42: bpp_ae: [0.3333]
- 2021-11-20 22:26:42: bpp_hyper: [0.0987]
- 2021-11-20 22:26:42: bpp: [0.432]
- 2021-11-20 22:26:42: IoU: [0.6882]
- 2021-11-20 22:26:42: train_zeros:0.029410195
- 2021-11-20 22:26:42: train_ones:0.04664886
- 2021-11-20 22:26:42: train_distortion:0.13487944
- 2021-11-20 22:26:42: train_loss:1.234501
- 2021-11-20 22:29:36: Running time:(mins): 1572
- 2021-11-20 22:29:36: ==========Train Epoch 26 Step: 26899
- 2021-11-20 22:29:36: bpp_ae: [0.3363]
- 2021-11-20 22:29:36: bpp_hyper: [0.0978]
- 2021-11-20 22:29:36: bpp: [0.4341]
- 2021-11-20 22:29:36: IoU: [0.6948]
- 2021-11-20 22:29:36: train_zeros:0.04060577
- 2021-11-20 22:29:36: train_ones:0.037973396
- 2021-11-20 22:29:36: train_distortion:0.1597907
- 2021-11-20 22:29:36: train_loss:1.3606905
- 2021-11-20 22:32:25: Running time:(mins): 1575
- 2021-11-20 22:32:25: ==========Train Epoch 26 Step: 26949
- 2021-11-20 22:32:25: bpp_ae: [0.3261]
- 2021-11-20 22:32:25: bpp_hyper: [0.0955]
- 2021-11-20 22:32:25: bpp: [0.4216]
- 2021-11-20 22:32:25: IoU: [0.6889]
- 2021-11-20 22:32:25: train_zeros:0.024819324
- 2021-11-20 22:32:25: train_ones:0.046808403
- 2021-11-20 22:32:25: train_distortion:0.12126638
- 2021-11-20 22:32:25: train_loss:1.200373
- 2021-11-20 22:35:12: Running time:(mins): 1578
- 2021-11-20 22:35:12: ==========Train Epoch 26 Step: 26999
- 2021-11-20 22:35:12: bpp_ae: [0.3307]
- 2021-11-20 22:35:12: bpp_hyper: [0.0951]
- 2021-11-20 22:35:12: bpp: [0.4257]
- 2021-11-20 22:35:12: IoU: [0.6913]
- 2021-11-20 22:35:12: train_zeros:0.029749947
- 2021-11-20 22:35:12: train_ones:0.033408742
- 2021-11-20 22:35:12: train_distortion:0.12265858
- 2021-11-20 22:35:12: train_loss:1.1738822
- 2021-11-20 22:35:12: Saved model on epoch: 26, for epoch finished.
- 2021-11-20 22:35:12: Testing Files length:12
- 2021-11-20 22:35:33: ==========Test Epoch 27 Step: 0
- 2021-11-20 22:35:33: bpp_ae: [0.3109]
- 2021-11-20 22:35:33: bpp_hyper: [0.0758]
- 2021-11-20 22:35:33: bpp: [0.3867]
- 2021-11-20 22:35:33: IoU: [0.6846]
- 2021-11-20 22:35:33: ========================================
- Training Epoch: 27
- 2021-11-20 22:35:33: alpha:6 beta:3.0
- 2021-11-20 22:35:33: LR:1e-05
- 2021-11-20 22:35:33: Training Files length:1000
- 2021-11-20 22:38:20: Running time:(mins): 1581
- 2021-11-20 22:38:20: ==========Train Epoch 27 Step: 27049
- 2021-11-20 22:38:20: bpp_ae: [0.3313]
- 2021-11-20 22:38:20: bpp_hyper: [0.096]
- 2021-11-20 22:38:20: bpp: [0.4273]
- 2021-11-20 22:38:20: IoU: [0.6855]
- 2021-11-20 22:38:20: train_zeros:0.038837846
- 2021-11-20 22:38:20: train_ones:0.046722777
- 2021-11-20 22:38:20: train_distortion:0.16323632
- 2021-11-20 22:38:20: train_loss:1.3969147
- 2021-11-20 22:41:07: Running time:(mins): 1584
- 2021-11-20 22:41:07: ==========Train Epoch 27 Step: 27099
- 2021-11-20 22:41:07: bpp_ae: [0.3302]
- 2021-11-20 22:41:07: bpp_hyper: [0.098]
- 2021-11-20 22:41:07: bpp: [0.4283]
- 2021-11-20 22:41:07: IoU: [0.6883]
- 2021-11-20 22:41:07: train_zeros:0.022102145
- 2021-11-20 22:41:07: train_ones:0.037414253
- 2021-11-20 22:41:07: train_distortion:0.10372069
- 2021-11-20 22:41:07: train_loss:1.0659705
- 2021-11-20 22:43:58: Running time:(mins): 1586
- 2021-11-20 22:43:58: ==========Train Epoch 27 Step: 27149
- 2021-11-20 22:43:58: bpp_ae: [0.3299]
- 2021-11-20 22:43:58: bpp_hyper: [0.0977]
- 2021-11-20 22:43:58: bpp: [0.4276]
- 2021-11-20 22:43:58: IoU: [0.6892]
- 2021-11-20 22:43:58: train_zeros:0.032879505
- 2021-11-20 22:43:58: train_ones:0.042018145
- 2021-11-20 22:43:58: train_distortion:0.14065666
- 2021-11-20 22:43:58: train_loss:1.2662853
- 2021-11-20 22:46:46: Running time:(mins): 1589
- 2021-11-20 22:46:46: ==========Train Epoch 27 Step: 27199
- 2021-11-20 22:46:46: bpp_ae: [0.3294]
- 2021-11-20 22:46:46: bpp_hyper: [0.099]
- 2021-11-20 22:46:46: bpp: [0.4284]
- 2021-11-20 22:46:46: IoU: [0.6854]
- 2021-11-20 22:46:46: train_zeros:0.021464398
- 2021-11-20 22:46:46: train_ones:0.029120414
- 2021-11-20 22:46:46: train_distortion:0.09351361
- 2021-11-20 22:46:46: train_loss:1.0080174
- 2021-11-20 22:49:32: Running time:(mins): 1592
- 2021-11-20 22:49:32: ==========Train Epoch 27 Step: 27249
- 2021-11-20 22:49:32: bpp_ae: [0.3302]
- 2021-11-20 22:49:32: bpp_hyper: [0.0962]
- 2021-11-20 22:49:32: bpp: [0.4264]
- 2021-11-20 22:49:32: IoU: [0.6862]
- 2021-11-20 22:49:32: train_zeros:0.04288646
- 2021-11-20 22:49:32: train_ones:0.03412078
- 2021-11-20 22:49:32: train_distortion:0.16278015
- 2021-11-20 22:49:32: train_loss:1.4037774
- 2021-11-20 22:52:17: Running time:(mins): 1595
- 2021-11-20 22:52:17: ==========Train Epoch 27 Step: 27299
- 2021-11-20 22:52:17: bpp_ae: [0.3291]
- 2021-11-20 22:52:17: bpp_hyper: [0.0985]
- 2021-11-20 22:52:17: bpp: [0.4276]
- 2021-11-20 22:52:17: IoU: [0.6873]
- 2021-11-20 22:52:17: train_zeros:0.03549817
- 2021-11-20 22:52:17: train_ones:0.04845995
- 2021-11-20 22:52:17: train_distortion:0.15495445
- 2021-11-20 22:52:17: train_loss:1.3718916
- 2021-11-20 22:55:06: Running time:(mins): 1598
- 2021-11-20 22:55:06: ==========Train Epoch 27 Step: 27349
- 2021-11-20 22:55:06: bpp_ae: [0.3263]
- 2021-11-20 22:55:06: bpp_hyper: [0.0957]
- 2021-11-20 22:55:06: bpp: [0.422]
- 2021-11-20 22:55:06: IoU: [0.6887]
- 2021-11-20 22:55:06: train_zeros:0.03774469
- 2021-11-20 22:55:06: train_ones:0.039862387
- 2021-11-20 22:55:06: train_distortion:0.15309647
- 2021-11-20 22:55:06: train_loss:1.3040177
- 2021-11-20 22:57:54: Running time:(mins): 1600
- 2021-11-20 22:57:54: ==========Train Epoch 27 Step: 27399
- 2021-11-20 22:57:54: bpp_ae: [0.3332]
- 2021-11-20 22:57:54: bpp_hyper: [0.0967]
- 2021-11-20 22:57:54: bpp: [0.4299]
- 2021-11-20 22:57:54: IoU: [0.6919]
- 2021-11-20 22:57:54: train_zeros:0.026384955
- 2021-11-20 22:57:54: train_ones:0.045452483
- 2021-11-20 22:57:54: train_distortion:0.12460735
- 2021-11-20 22:57:54: train_loss:1.1848056
- 2021-11-20 23:00:41: Running time:(mins): 1603
- 2021-11-20 23:00:41: ==========Train Epoch 27 Step: 27449
- 2021-11-20 23:00:41: bpp_ae: [0.3328]
- 2021-11-20 23:00:41: bpp_hyper: [0.0974]
- 2021-11-20 23:00:41: bpp: [0.4302]
- 2021-11-20 23:00:41: IoU: [0.692]
- 2021-11-20 23:00:41: train_zeros:0.030816525
- 2021-11-20 23:00:41: train_ones:0.043812178
- 2021-11-20 23:00:41: train_distortion:0.13626176
- 2021-11-20 23:00:41: train_loss:1.2541149
- 2021-11-20 23:03:31: Running time:(mins): 1606
- 2021-11-20 23:03:31: ==========Train Epoch 27 Step: 27499
- 2021-11-20 23:03:31: bpp_ae: [0.3286]
- 2021-11-20 23:03:31: bpp_hyper: [0.0965]
- 2021-11-20 23:03:31: bpp: [0.4251]
- 2021-11-20 23:03:31: IoU: [0.6888]
- 2021-11-20 23:03:31: train_zeros:0.022923185
- 2021-11-20 23:03:31: train_ones:0.034488086
- 2021-11-20 23:03:31: train_distortion:0.10325764
- 2021-11-20 23:03:31: train_loss:1.048249
- 2021-11-20 23:06:20: Running time:(mins): 1609
- 2021-11-20 23:06:20: ==========Train Epoch 27 Step: 27549
- 2021-11-20 23:06:20: bpp_ae: [0.3258]
- 2021-11-20 23:06:20: bpp_hyper: [0.0937]
- 2021-11-20 23:06:20: bpp: [0.4195]
- 2021-11-20 23:06:20: IoU: [0.6917]
- 2021-11-20 23:06:20: train_zeros:0.035033587
- 2021-11-20 23:06:20: train_ones:0.047845062
- 2021-11-20 23:06:20: train_distortion:0.15294583
- 2021-11-20 23:06:20: train_loss:1.3307016
- 2021-11-20 23:09:08: Running time:(mins): 1612
- 2021-11-20 23:09:08: ==========Train Epoch 27 Step: 27599
- 2021-11-20 23:09:08: bpp_ae: [0.3281]
- 2021-11-20 23:09:08: bpp_hyper: [0.0966]
- 2021-11-20 23:09:08: bpp: [0.4247]
- 2021-11-20 23:09:08: IoU: [0.6798]
- 2021-11-20 23:09:08: train_zeros:0.04275716
- 2021-11-20 23:09:08: train_ones:0.038781542
- 2021-11-20 23:09:08: train_distortion:0.16705303
- 2021-11-20 23:09:08: train_loss:1.3979739
- 2021-11-20 23:11:55: Running time:(mins): 1614
- 2021-11-20 23:11:55: ==========Train Epoch 27 Step: 27649
- 2021-11-20 23:11:55: bpp_ae: [0.3319]
- 2021-11-20 23:11:55: bpp_hyper: [0.0966]
- 2021-11-20 23:11:55: bpp: [0.4285]
- 2021-11-20 23:11:55: IoU: [0.6849]
- 2021-11-20 23:11:55: train_zeros:0.015901046
- 2021-11-20 23:11:55: train_ones:0.028557954
- 2021-11-20 23:11:55: train_distortion:0.076261096
- 2021-11-20 23:11:55: train_loss:0.9262998
- 2021-11-20 23:14:47: Running time:(mins): 1617
- 2021-11-20 23:14:47: ==========Train Epoch 27 Step: 27699
- 2021-11-20 23:14:47: bpp_ae: [0.33]
- 2021-11-20 23:14:47: bpp_hyper: [0.0964]
- 2021-11-20 23:14:47: bpp: [0.4264]
- 2021-11-20 23:14:47: IoU: [0.6828]
- 2021-11-20 23:14:47: train_zeros:0.023739565
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- 2021-11-20 23:14:47: train_distortion:0.1136627
- 2021-11-20 23:14:47: train_loss:1.10245
- 2021-11-20 23:17:40: Running time:(mins): 1620
- 2021-11-20 23:17:40: ==========Train Epoch 27 Step: 27749
- 2021-11-20 23:17:40: bpp_ae: [0.328]
- 2021-11-20 23:17:40: bpp_hyper: [0.0972]
- 2021-11-20 23:17:40: bpp: [0.4252]
- 2021-11-20 23:17:40: IoU: [0.6942]
- 2021-11-20 23:17:40: train_zeros:0.03410434
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- 2021-11-20 23:17:40: train_distortion:0.13708635
- 2021-11-20 23:17:40: train_loss:1.2296252
- 2021-11-20 23:20:34: Running time:(mins): 1623
- 2021-11-20 23:20:34: ==========Train Epoch 27 Step: 27799
- 2021-11-20 23:20:34: bpp_ae: [0.3322]
- 2021-11-20 23:20:34: bpp_hyper: [0.0974]
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- 2021-11-20 23:20:34: train_zeros:0.025176324
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- 2021-11-20 23:20:34: train_distortion:0.11370422
- 2021-11-20 23:20:34: train_loss:1.1157703
- 2021-11-20 23:23:28: Running time:(mins): 1626
- 2021-11-20 23:23:28: ==========Train Epoch 27 Step: 27849
- 2021-11-20 23:23:28: bpp_ae: [0.3304]
- 2021-11-20 23:23:28: bpp_hyper: [0.0971]
- 2021-11-20 23:23:28: bpp: [0.4275]
- 2021-11-20 23:23:28: IoU: [0.6943]
- 2021-11-20 23:23:28: train_zeros:0.023867883
- 2021-11-20 23:23:28: train_ones:0.040323492
- 2021-11-20 23:23:28: train_distortion:0.11192714
- 2021-11-20 23:23:28: train_loss:1.1154466
- 2021-11-20 23:26:18: Running time:(mins): 1629
- 2021-11-20 23:26:18: ==========Train Epoch 27 Step: 27899
- 2021-11-20 23:26:18: bpp_ae: [0.3305]
- 2021-11-20 23:26:18: bpp_hyper: [0.0967]
- 2021-11-20 23:26:18: bpp: [0.4272]
- 2021-11-20 23:26:18: IoU: [0.6856]
- 2021-11-20 23:26:18: train_zeros:0.02435541
- 2021-11-20 23:26:18: train_ones:0.03640238
- 2021-11-20 23:26:18: train_distortion:0.10946861
- 2021-11-20 23:26:18: train_loss:1.0800024
- 2021-11-20 23:29:07: Running time:(mins): 1632
- 2021-11-20 23:29:07: ==========Train Epoch 27 Step: 27949
- 2021-11-20 23:29:07: bpp_ae: [0.3252]
- 2021-11-20 23:29:07: bpp_hyper: [0.0947]
- 2021-11-20 23:29:07: bpp: [0.4199]
- 2021-11-20 23:29:07: IoU: [0.6881]
- 2021-11-20 23:29:07: train_zeros:0.038022652
- 2021-11-20 23:29:07: train_ones:0.04675347
- 2021-11-20 23:29:07: train_distortion:0.16082142
- 2021-11-20 23:29:07: train_loss:1.345552
- 2021-11-20 23:31:55: Running time:(mins): 1634
- 2021-11-20 23:31:55: ==========Train Epoch 27 Step: 27999
- 2021-11-20 23:31:55: bpp_ae: [0.3285]
- 2021-11-20 23:31:55: bpp_hyper: [0.0949]
- 2021-11-20 23:31:55: bpp: [0.4233]
- 2021-11-20 23:31:55: IoU: [0.6784]
- 2021-11-20 23:31:55: train_zeros:0.037738968
- 2021-11-20 23:31:55: train_ones:0.04115787
- 2021-11-20 23:31:55: train_distortion:0.15437478
- 2021-11-20 23:31:55: train_loss:1.3246397
- 2021-11-20 23:31:55: Saved model on epoch: 27, for epoch finished.
- 2021-11-20 23:31:56: Testing Files length:12
- 2021-11-20 23:32:16: ==========Test Epoch 28 Step: 0
- 2021-11-20 23:32:16: bpp_ae: [0.3057]
- 2021-11-20 23:32:16: bpp_hyper: [0.0736]
- 2021-11-20 23:32:16: bpp: [0.3793]
- 2021-11-20 23:32:16: IoU: [0.6851]
- 2021-11-20 23:32:16: ========================================
- Training Epoch: 28
- 2021-11-20 23:32:16: alpha:6 beta:3.0
- 2021-11-20 23:32:16: LR:1e-05
- 2021-11-20 23:32:16: Training Files length:1000
- 2021-11-20 23:35:05: Running time:(mins): 1638
- 2021-11-20 23:35:05: ==========Train Epoch 28 Step: 28049
- 2021-11-20 23:35:05: bpp_ae: [0.3293]
- 2021-11-20 23:35:05: bpp_hyper: [0.0934]
- 2021-11-20 23:35:05: bpp: [0.4227]
- 2021-11-20 23:35:05: IoU: [0.6856]
- 2021-11-20 23:35:05: train_zeros:0.037468385
- 2021-11-20 23:35:05: train_ones:0.049457885
- 2021-11-20 23:35:05: train_distortion:0.16186303
- 2021-11-20 23:35:05: train_loss:1.3657478
- 2021-11-20 23:37:50: Running time:(mins): 1640
- 2021-11-20 23:37:50: ==========Train Epoch 28 Step: 28099
- 2021-11-20 23:37:50: bpp_ae: [0.3304]
- 2021-11-20 23:37:50: bpp_hyper: [0.0951]
- 2021-11-20 23:37:50: bpp: [0.4255]
- 2021-11-20 23:37:50: IoU: [0.6947]
- 2021-11-20 23:37:50: train_zeros:0.03493267
- 2021-11-20 23:37:50: train_ones:0.05338379
- 2021-11-20 23:37:50: train_distortion:0.15818179
- 2021-11-20 23:37:50: train_loss:1.4015685
- 2021-11-20 23:40:34: Running time:(mins): 1643
- 2021-11-20 23:40:34: ==========Train Epoch 28 Step: 28149
- 2021-11-20 23:40:34: bpp_ae: [0.3294]
- 2021-11-20 23:40:34: bpp_hyper: [0.0983]
- 2021-11-20 23:40:34: bpp: [0.4277]
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- 2021-11-20 23:40:34: train_zeros:0.030022299
- 2021-11-20 23:40:34: train_ones:0.044538565
- 2021-11-20 23:40:34: train_distortion:0.13460547
- 2021-11-20 23:40:34: train_loss:1.241857
- 2021-11-20 23:43:22: Running time:(mins): 1646
- 2021-11-20 23:43:22: ==========Train Epoch 28 Step: 28199
- 2021-11-20 23:43:22: bpp_ae: [0.3288]
- 2021-11-20 23:43:22: bpp_hyper: [0.0959]
- 2021-11-20 23:43:22: bpp: [0.4247]
- 2021-11-20 23:43:22: IoU: [0.6873]
- 2021-11-20 23:43:22: train_zeros:0.028170234
- 2021-11-20 23:43:22: train_ones:0.051039115
- 2021-11-20 23:43:22: train_distortion:0.13554981
- 2021-11-20 23:43:22: train_loss:1.2831365
- 2021-11-20 23:46:10: Running time:(mins): 1649
- 2021-11-20 23:46:10: ==========Train Epoch 28 Step: 28249
- 2021-11-20 23:46:10: bpp_ae: [0.3284]
- 2021-11-20 23:46:10: bpp_hyper: [0.0964]
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- 2021-11-20 23:46:10: train_zeros:0.03186109
- 2021-11-20 23:46:10: train_ones:0.04242563
- 2021-11-20 23:46:10: train_distortion:0.13800889
- 2021-11-20 23:46:10: train_loss:1.2354541
- 2021-11-20 23:49:00: Running time:(mins): 1652
- 2021-11-20 23:49:00: ==========Train Epoch 28 Step: 28299
- 2021-11-20 23:49:00: bpp_ae: [0.3286]
- 2021-11-20 23:49:00: bpp_hyper: [0.0959]
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- 2021-11-20 23:49:00: IoU: [0.6952]
- 2021-11-20 23:49:00: train_zeros:0.021128755
- 2021-11-20 23:49:00: train_ones:0.03834116
- 2021-11-20 23:49:00: train_distortion:0.101727426
- 2021-11-20 23:49:00: train_loss:1.0669932
- 2021-11-20 23:51:49: Running time:(mins): 1654
- 2021-11-20 23:51:49: ==========Train Epoch 28 Step: 28349
- 2021-11-20 23:51:49: bpp_ae: [0.3302]
- 2021-11-20 23:51:49: bpp_hyper: [0.0952]
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- 2021-11-20 23:51:49: train_zeros:0.029025707
- 2021-11-20 23:51:49: train_ones:0.038117625
- 2021-11-20 23:51:49: train_distortion:0.12519476
- 2021-11-20 23:51:49: train_loss:1.1689285
- 2021-11-20 23:54:42: Running time:(mins): 1657
- 2021-11-20 23:54:42: ==========Train Epoch 28 Step: 28399
- 2021-11-20 23:54:42: bpp_ae: [0.3281]
- 2021-11-20 23:54:42: bpp_hyper: [0.0946]
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- 2021-11-20 23:54:42: IoU: [0.6833]
- 2021-11-20 23:54:42: train_zeros:0.03107829
- 2021-11-20 23:54:42: train_ones:0.035391245
- 2021-11-20 23:54:42: train_distortion:0.12862611
- 2021-11-20 23:54:42: train_loss:1.1845945
- 2021-11-20 23:57:36: Running time:(mins): 1660
- 2021-11-20 23:57:36: ==========Train Epoch 28 Step: 28449
- 2021-11-20 23:57:36: bpp_ae: [0.3289]
- 2021-11-20 23:57:36: bpp_hyper: [0.0959]
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- 2021-11-20 23:57:36: IoU: [0.6852]
- 2021-11-20 23:57:36: train_zeros:0.033239122
- 2021-11-20 23:57:36: train_ones:0.042686697
- 2021-11-20 23:57:36: train_distortion:0.14240406
- 2021-11-20 23:57:36: train_loss:1.2988211
- 2021-11-21 00:00:24: Running time:(mins): 1663
- 2021-11-21 00:00:24: ==========Train Epoch 28 Step: 28499
- 2021-11-21 00:00:24: bpp_ae: [0.3326]
- 2021-11-21 00:00:24: bpp_hyper: [0.0977]
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- 2021-11-21 00:00:24: train_zeros:0.0323556
- 2021-11-21 00:00:24: train_ones:0.04300202
- 2021-11-21 00:00:24: train_distortion:0.14006881
- 2021-11-21 00:00:24: train_loss:1.2643604
- 2021-11-21 00:03:10: Running time:(mins): 1666
- 2021-11-21 00:03:10: ==========Train Epoch 28 Step: 28549
- 2021-11-21 00:03:10: bpp_ae: [0.3298]
- 2021-11-21 00:03:10: bpp_hyper: [0.0953]
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- 2021-11-21 00:03:10: IoU: [0.6869]
- 2021-11-21 00:03:10: train_zeros:0.029637562
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- 2021-11-21 00:03:10: train_distortion:0.13113903
- 2021-11-21 00:03:10: train_loss:1.227412
- 2021-11-21 00:06:15: Running time:(mins): 1669
- 2021-11-21 00:06:15: ==========Train Epoch 28 Step: 28599
- 2021-11-21 00:06:15: bpp_ae: [0.3316]
- 2021-11-21 00:06:15: bpp_hyper: [0.0977]
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- 2021-11-21 00:06:15: IoU: [0.6858]
- 2021-11-21 00:06:15: train_zeros:0.01909618
- 2021-11-21 00:06:15: train_ones:0.03939696
- 2021-11-21 00:06:15: train_distortion:0.0966855
- 2021-11-21 00:06:15: train_loss:1.0422962
- 2021-11-21 00:09:19: Running time:(mins): 1672
- 2021-11-21 00:09:19: ==========Train Epoch 28 Step: 28649
- 2021-11-21 00:09:19: bpp_ae: [0.3331]
- 2021-11-21 00:09:19: bpp_hyper: [0.0982]
- 2021-11-21 00:09:19: bpp: [0.4314]
- 2021-11-21 00:09:19: IoU: [0.6891]
- 2021-11-21 00:09:19: train_zeros:0.029903108
- 2021-11-21 00:09:19: train_ones:0.03922207
- 2021-11-21 00:09:19: train_distortion:0.1289314
- 2021-11-21 00:09:19: train_loss:1.200506
- 2021-11-21 00:12:22: Running time:(mins): 1675
- 2021-11-21 00:12:22: ==========Train Epoch 28 Step: 28699
- 2021-11-21 00:12:22: bpp_ae: [0.3336]
- 2021-11-21 00:12:22: bpp_hyper: [0.0977]
- 2021-11-21 00:12:22: bpp: [0.4313]
- 2021-11-21 00:12:22: IoU: [0.6882]
- 2021-11-21 00:12:22: train_zeros:0.027362784
- 2021-11-21 00:12:22: train_ones:0.04442097
- 2021-11-21 00:12:22: train_distortion:0.12650932
- 2021-11-21 00:12:22: train_loss:1.2280333
- 2021-11-21 00:15:18: Running time:(mins): 1678
- 2021-11-21 00:15:18: ==========Train Epoch 28 Step: 28749
- 2021-11-21 00:15:18: bpp_ae: [0.3292]
- 2021-11-21 00:15:18: bpp_hyper: [0.0951]
- 2021-11-21 00:15:18: bpp: [0.4242]
- 2021-11-21 00:15:18: IoU: [0.6854]
- 2021-11-21 00:15:18: train_zeros:0.037359748
- 2021-11-21 00:15:18: train_ones:0.03767205
- 2021-11-21 00:15:18: train_distortion:0.1497513
- 2021-11-21 00:15:18: train_loss:1.3202007
- 2021-11-21 00:18:15: Running time:(mins): 1681
- 2021-11-21 00:18:15: ==========Train Epoch 28 Step: 28799
- 2021-11-21 00:18:15: bpp_ae: [0.3312]
- 2021-11-21 00:18:15: bpp_hyper: [0.0956]
- 2021-11-21 00:18:15: bpp: [0.4268]
- 2021-11-21 00:18:15: IoU: [0.6835]
- 2021-11-21 00:18:15: train_zeros:0.034533724
- 2021-11-21 00:18:15: train_ones:0.04441484
- 2021-11-21 00:18:15: train_distortion:0.148016
- 2021-11-21 00:18:15: train_loss:1.3137443
- 2021-11-21 00:21:09: Running time:(mins): 1684
- 2021-11-21 00:21:09: ==========Train Epoch 28 Step: 28849
- 2021-11-21 00:21:09: bpp_ae: [0.3289]
- 2021-11-21 00:21:09: bpp_hyper: [0.0965]
- 2021-11-21 00:21:09: bpp: [0.4254]
- 2021-11-21 00:21:09: IoU: [0.6863]
- 2021-11-21 00:21:09: train_zeros:0.025363928
- 2021-11-21 00:21:09: train_ones:0.03788399
- 2021-11-21 00:21:09: train_distortion:0.11397577
- 2021-11-21 00:21:09: train_loss:1.1007241
- 2021-11-21 00:24:04: Running time:(mins): 1687
- 2021-11-21 00:24:04: ==========Train Epoch 28 Step: 28899
- 2021-11-21 00:24:04: bpp_ae: [0.3296]
- 2021-11-21 00:24:04: bpp_hyper: [0.0955]
- 2021-11-21 00:24:04: bpp: [0.4251]
- 2021-11-21 00:24:04: IoU: [0.6912]
- 2021-11-21 00:24:04: train_zeros:0.030655902
- 2021-11-21 00:24:04: train_ones:0.036243774
- 2021-11-21 00:24:04: train_distortion:0.12821147
- 2021-11-21 00:24:04: train_loss:1.1798351
- 2021-11-21 00:26:58: Running time:(mins): 1689
- 2021-11-21 00:26:58: ==========Train Epoch 28 Step: 28949
- 2021-11-21 00:26:58: bpp_ae: [0.3283]
- 2021-11-21 00:26:58: bpp_hyper: [0.0948]
- 2021-11-21 00:26:58: bpp: [0.4231]
- 2021-11-21 00:26:58: IoU: [0.6922]
- 2021-11-21 00:26:58: train_zeros:0.034383763
- 2021-11-21 00:26:58: train_ones:0.03964969
- 2021-11-21 00:26:58: train_distortion:0.14280099
- 2021-11-21 00:26:58: train_loss:1.2776825
- 2021-11-21 00:29:51: Running time:(mins): 1692
- 2021-11-21 00:29:51: ==========Train Epoch 28 Step: 28999
- 2021-11-21 00:29:51: bpp_ae: [0.3291]
- 2021-11-21 00:29:51: bpp_hyper: [0.0948]
- 2021-11-21 00:29:51: bpp: [0.4239]
- 2021-11-21 00:29:51: IoU: [0.691]
- 2021-11-21 00:29:51: train_zeros:0.038322534
- 2021-11-21 00:29:51: train_ones:0.04513064
- 2021-11-21 00:29:51: train_distortion:0.16009824
- 2021-11-21 00:29:51: train_loss:1.376696
- 2021-11-21 00:29:51: Saved model on epoch: 28, for epoch finished.
- 2021-11-21 00:29:52: Testing Files length:12
- 2021-11-21 00:30:13: ==========Test Epoch 29 Step: 0
- 2021-11-21 00:30:13: bpp_ae: [0.3097]
- 2021-11-21 00:30:13: bpp_hyper: [0.0733]
- 2021-11-21 00:30:13: bpp: [0.383]
- 2021-11-21 00:30:13: IoU: [0.6863]
- 2021-11-21 00:30:13: ========================================
- Training Epoch: 29
- 2021-11-21 00:30:13: alpha:6 beta:3.0
- 2021-11-21 00:30:13: LR:1e-05
- 2021-11-21 00:30:13: Training Files length:1000
- 2021-11-21 00:32:59: Running time:(mins): 1696
- 2021-11-21 00:32:59: ==========Train Epoch 29 Step: 29049
- 2021-11-21 00:32:59: bpp_ae: [0.334]
- 2021-11-21 00:32:59: bpp_hyper: [0.0986]
- 2021-11-21 00:32:59: bpp: [0.4326]
- 2021-11-21 00:32:59: IoU: [0.6884]
- 2021-11-21 00:32:59: train_zeros:0.026424479
- 2021-11-21 00:32:59: train_ones:0.032947365
- 2021-11-21 00:32:59: train_distortion:0.112220794
- 2021-11-21 00:32:59: train_loss:1.0957384
- 2021-11-21 00:35:48: Running time:(mins): 1698
- 2021-11-21 00:35:48: ==========Train Epoch 29 Step: 29099
- 2021-11-21 00:35:48: bpp_ae: [0.326]
- 2021-11-21 00:35:48: bpp_hyper: [0.0944]
- 2021-11-21 00:35:48: bpp: [0.4204]
- 2021-11-21 00:35:48: IoU: [0.6871]
- 2021-11-21 00:35:48: train_zeros:0.02779891
- 2021-11-21 00:35:48: train_ones:0.040957816
- 2021-11-21 00:35:48: train_distortion:0.12435455
- 2021-11-21 00:35:48: train_loss:1.1505475
- 2021-11-21 00:38:35: Running time:(mins): 1701
- 2021-11-21 00:38:35: ==========Train Epoch 29 Step: 29149
- 2021-11-21 00:38:35: bpp_ae: [0.3318]
- 2021-11-21 00:38:35: bpp_hyper: [0.097]
- 2021-11-21 00:38:35: bpp: [0.4288]
- 2021-11-21 00:38:35: IoU: [0.6917]
- 2021-11-21 00:38:35: train_zeros:0.025941104
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- 2021-11-21 00:38:35: train_distortion:0.11759302
- 2021-11-21 00:38:35: train_loss:1.1411086
- 2021-11-21 00:41:21: Running time:(mins): 1704
- 2021-11-21 00:41:21: ==========Train Epoch 29 Step: 29199
- 2021-11-21 00:41:21: bpp_ae: [0.332]
- 2021-11-21 00:41:21: bpp_hyper: [0.0967]
- 2021-11-21 00:41:21: bpp: [0.4287]
- 2021-11-21 00:41:21: IoU: [0.6836]
- 2021-11-21 00:41:21: train_zeros:0.025324982
- 2021-11-21 00:41:21: train_ones:0.038146313
- 2021-11-21 00:41:21: train_distortion:0.11412126
- 2021-11-21 00:41:21: train_loss:1.0772606
- 2021-11-21 00:44:09: Running time:(mins): 1707
- 2021-11-21 00:44:09: ==========Train Epoch 29 Step: 29249
- 2021-11-21 00:44:09: bpp_ae: [0.3275]
- 2021-11-21 00:44:09: bpp_hyper: [0.0946]
- 2021-11-21 00:44:09: bpp: [0.4221]
- 2021-11-21 00:44:09: IoU: [0.6843]
- 2021-11-21 00:44:09: train_zeros:0.040451672
- 2021-11-21 00:44:09: train_ones:0.045180343
- 2021-11-21 00:44:09: train_distortion:0.16653535
- 2021-11-21 00:44:09: train_loss:1.4309272
- 2021-11-21 00:46:57: Running time:(mins): 1709
- 2021-11-21 00:46:57: ==========Train Epoch 29 Step: 29299
- 2021-11-21 00:46:57: bpp_ae: [0.3312]
- 2021-11-21 00:46:57: bpp_hyper: [0.0955]
- 2021-11-21 00:46:57: bpp: [0.4267]
- 2021-11-21 00:46:57: IoU: [0.6847]
- 2021-11-21 00:46:57: train_zeros:0.023765773
- 2021-11-21 00:46:57: train_ones:0.038742345
- 2021-11-21 00:46:57: train_distortion:0.11003967
- 2021-11-21 00:46:57: train_loss:1.1010164
- 2021-11-21 00:49:44: Running time:(mins): 1712
- 2021-11-21 00:49:44: ==========Train Epoch 29 Step: 29349
- 2021-11-21 00:49:44: bpp_ae: [0.3283]
- 2021-11-21 00:49:44: bpp_hyper: [0.095]
- 2021-11-21 00:49:44: bpp: [0.4233]
- 2021-11-21 00:49:44: IoU: [0.6882]
- 2021-11-21 00:49:44: train_zeros:0.02345342
- 2021-11-21 00:49:44: train_ones:0.03254876
- 2021-11-21 00:49:44: train_distortion:0.10290901
- 2021-11-21 00:49:44: train_loss:1.0471684
- 2021-11-21 00:52:30: Running time:(mins): 1715
- 2021-11-21 00:52:30: ==========Train Epoch 29 Step: 29399
- 2021-11-21 00:52:30: bpp_ae: [0.3291]
- 2021-11-21 00:52:30: bpp_hyper: [0.0962]
- 2021-11-21 00:52:30: bpp: [0.4253]
- 2021-11-21 00:52:30: IoU: [0.691]
- 2021-11-21 00:52:30: train_zeros:0.052135434
- 2021-11-21 00:52:30: train_ones:0.05446092
- 2021-11-21 00:52:30: train_distortion:0.21086723
- 2021-11-21 00:52:30: train_loss:1.6625774
- 2021-11-21 00:55:18: Running time:(mins): 1718
- 2021-11-21 00:55:18: ==========Train Epoch 29 Step: 29449
- 2021-11-21 00:55:18: bpp_ae: [0.33]
- 2021-11-21 00:55:18: bpp_hyper: [0.0953]
- 2021-11-21 00:55:18: bpp: [0.4253]
- 2021-11-21 00:55:18: IoU: [0.6881]
- 2021-11-21 00:55:18: train_zeros:0.027333757
- 2021-11-21 00:55:18: train_ones:0.032574568
- 2021-11-21 00:55:18: train_distortion:0.11457583
- 2021-11-21 00:55:18: train_loss:1.0928879
- 2021-11-21 00:58:04: Running time:(mins): 1721
- 2021-11-21 00:58:04: ==========Train Epoch 29 Step: 29499
- 2021-11-21 00:58:04: bpp_ae: [0.3303]
- 2021-11-21 00:58:04: bpp_hyper: [0.0971]
- 2021-11-21 00:58:04: bpp: [0.4274]
- 2021-11-21 00:58:04: IoU: [0.691]
- 2021-11-21 00:58:04: train_zeros:0.029568743
- 2021-11-21 00:58:04: train_ones:0.0424474
- 2021-11-21 00:58:04: train_distortion:0.13115363
- 2021-11-21 00:58:04: train_loss:1.2473463
- 2021-11-21 01:00:48: Running time:(mins): 1723
- 2021-11-21 01:00:48: ==========Train Epoch 29 Step: 29549
- 2021-11-21 01:00:48: bpp_ae: [0.3272]
- 2021-11-21 01:00:48: bpp_hyper: [0.0964]
- 2021-11-21 01:00:48: bpp: [0.4236]
- 2021-11-21 01:00:48: IoU: [0.6863]
- 2021-11-21 01:00:48: train_zeros:0.021498889
- 2021-11-21 01:00:48: train_ones:0.04261
- 2021-11-21 01:00:48: train_distortion:0.10710667
- 2021-11-21 01:00:48: train_loss:1.0831301
- 2021-11-21 01:03:34: Running time:(mins): 1726
- 2021-11-21 01:03:34: ==========Train Epoch 29 Step: 29599
- 2021-11-21 01:03:34: bpp_ae: [0.3307]
- 2021-11-21 01:03:34: bpp_hyper: [0.0976]
- 2021-11-21 01:03:34: bpp: [0.4283]
- 2021-11-21 01:03:34: IoU: [0.6775]
- 2021-11-21 01:03:34: train_zeros:0.022398453
- 2021-11-21 01:03:34: train_ones:0.035181455
- 2021-11-21 01:03:34: train_distortion:0.10237681
- 2021-11-21 01:03:34: train_loss:1.0628599
- 2021-11-21 01:06:22: Running time:(mins): 1729
- 2021-11-21 01:06:22: ==========Train Epoch 29 Step: 29649
- 2021-11-21 01:06:22: bpp_ae: [0.3319]
- 2021-11-21 01:06:22: bpp_hyper: [0.097]
- 2021-11-21 01:06:22: bpp: [0.429]
- 2021-11-21 01:06:22: IoU: [0.6806]
- 2021-11-21 01:06:22: train_zeros:0.030254986
- 2021-11-21 01:06:22: train_ones:0.036664188
- 2021-11-21 01:06:22: train_distortion:0.12742914
- 2021-11-21 01:06:22: train_loss:1.195694
- 2021-11-21 01:09:10: Running time:(mins): 1732
- 2021-11-21 01:09:10: ==========Train Epoch 29 Step: 29699
- 2021-11-21 01:09:10: bpp_ae: [0.3346]
- 2021-11-21 01:09:10: bpp_hyper: [0.0976]
- 2021-11-21 01:09:10: bpp: [0.4322]
- 2021-11-21 01:09:10: IoU: [0.6914]
- 2021-11-21 01:09:10: train_zeros:0.029037634
- 2021-11-21 01:09:10: train_ones:0.037170563
- 2021-11-21 01:09:10: train_distortion:0.12428346
- 2021-11-21 01:09:10: train_loss:1.1616311
- 2021-11-21 01:12:00: Running time:(mins): 1735
- 2021-11-21 01:12:00: ==========Train Epoch 29 Step: 29749
- 2021-11-21 01:12:00: bpp_ae: [0.3308]
- 2021-11-21 01:12:00: bpp_hyper: [0.0986]
- 2021-11-21 01:12:00: bpp: [0.4294]
- 2021-11-21 01:12:00: IoU: [0.6939]
- 2021-11-21 01:12:00: train_zeros:0.029853808
- 2021-11-21 01:12:00: train_ones:0.039414864
- 2021-11-21 01:12:00: train_distortion:0.12897629
- 2021-11-21 01:12:00: train_loss:1.1905583
- 2021-11-21 01:14:59: Running time:(mins): 1738
- 2021-11-21 01:14:59: ==========Train Epoch 29 Step: 29799
- 2021-11-21 01:14:59: bpp_ae: [0.326]
- 2021-11-21 01:14:59: bpp_hyper: [0.0969]
- 2021-11-21 01:14:59: bpp: [0.423]
- 2021-11-21 01:14:59: IoU: [0.6917]
- 2021-11-21 01:14:59: train_zeros:0.017493067
- 2021-11-21 01:14:59: train_ones:0.035596926
- 2021-11-21 01:14:59: train_distortion:0.08807613
- 2021-11-21 01:14:59: train_loss:0.9623472
- 2021-11-21 01:17:52: Running time:(mins): 1740
- 2021-11-21 01:17:52: ==========Train Epoch 29 Step: 29849
- 2021-11-21 01:17:52: bpp_ae: [0.33]
- 2021-11-21 01:17:52: bpp_hyper: [0.0962]
- 2021-11-21 01:17:52: bpp: [0.4262]
- 2021-11-21 01:17:52: IoU: [0.6904]
- 2021-11-21 01:17:52: train_zeros:0.02962998
- 2021-11-21 01:17:52: train_ones:0.030429676
- 2021-11-21 01:17:52: train_distortion:0.11931962
- 2021-11-21 01:17:52: train_loss:1.1434382
- 2021-11-21 01:20:55: Running time:(mins): 1743
- 2021-11-21 01:20:55: ==========Train Epoch 29 Step: 29899
- 2021-11-21 01:20:55: bpp_ae: [0.3303]
- 2021-11-21 01:20:55: bpp_hyper: [0.0991]
- 2021-11-21 01:20:55: bpp: [0.4294]
- 2021-11-21 01:20:55: IoU: [0.6911]
- 2021-11-21 01:20:55: train_zeros:0.03151857
- 2021-11-21 01:20:55: train_ones:0.035386913
- 2021-11-21 01:20:55: train_distortion:0.12994263
- 2021-11-21 01:20:55: train_loss:1.2033737
- 2021-11-21 01:23:50: Running time:(mins): 1746
- 2021-11-21 01:23:50: ==========Train Epoch 29 Step: 29949
- 2021-11-21 01:23:50: bpp_ae: [0.3339]
- 2021-11-21 01:23:50: bpp_hyper: [0.0981]
- 2021-11-21 01:23:50: bpp: [0.432]
- 2021-11-21 01:23:50: IoU: [0.6873]
- 2021-11-21 01:23:50: train_zeros:0.028977267
- 2021-11-21 01:23:50: train_ones:0.033040643
- 2021-11-21 01:23:50: train_distortion:0.119972445
- 2021-11-21 01:23:50: train_loss:1.1616193
- 2021-11-21 01:26:41: Running time:(mins): 1749
- 2021-11-21 01:26:41: ==========Train Epoch 29 Step: 29999
- 2021-11-21 01:26:41: bpp_ae: [0.3304]
- 2021-11-21 01:26:41: bpp_hyper: [0.0959]
- 2021-11-21 01:26:41: bpp: [0.4264]
- 2021-11-21 01:26:41: IoU: [0.6842]
- 2021-11-21 01:26:41: train_zeros:0.03931628
- 2021-11-21 01:26:41: train_ones:0.034856826
- 2021-11-21 01:26:41: train_distortion:0.15280567
- 2021-11-21 01:26:41: train_loss:1.332401
- 2021-11-21 01:26:41: Saved model on epoch: 29, for epoch finished.
- 2021-11-21 01:26:41: Testing Files length:12
- 2021-11-21 01:27:03: ==========Test Epoch 30 Step: 0
- 2021-11-21 01:27:03: bpp_ae: [0.3094]
- 2021-11-21 01:27:03: bpp_hyper: [0.0741]
- 2021-11-21 01:27:03: bpp: [0.3836]
- 2021-11-21 01:27:03: IoU: [0.6635]
- 2021-11-21 01:27:03: ========================================
- Training Epoch: 30
- 2021-11-21 01:27:03: alpha:6 beta:3.0
- 2021-11-21 01:27:03: LR:1e-05
- 2021-11-21 01:27:03: Training Files length:1000
- 2021-11-21 01:29:53: Running time:(mins): 1752
- 2021-11-21 01:29:53: ==========Train Epoch 30 Step: 30049
- 2021-11-21 01:29:53: bpp_ae: [0.3266]
- 2021-11-21 01:29:53: bpp_hyper: [0.0953]
- 2021-11-21 01:29:53: bpp: [0.4219]
- 2021-11-21 01:29:53: IoU: [0.6936]
- 2021-11-21 01:29:53: train_zeros:0.025192363
- 2021-11-21 01:29:53: train_ones:0.03435731
- 2021-11-21 01:29:53: train_distortion:0.1099344
- 2021-11-21 01:29:53: train_loss:1.0678871
- 2021-11-21 01:32:40: Running time:(mins): 1755
- 2021-11-21 01:32:40: ==========Train Epoch 30 Step: 30099
- 2021-11-21 01:32:40: bpp_ae: [0.3272]
- 2021-11-21 01:32:40: bpp_hyper: [0.095]
- 2021-11-21 01:32:40: bpp: [0.4222]
- 2021-11-21 01:32:40: IoU: [0.6854]
- 2021-11-21 01:32:40: train_zeros:0.02671022
- 2021-11-21 01:32:40: train_ones:0.048087988
- 2021-11-21 01:32:40: train_distortion:0.12821865
- 2021-11-21 01:32:40: train_loss:1.1646342
- 2021-11-21 01:35:32: Running time:(mins): 1758
- 2021-11-21 01:35:32: ==========Train Epoch 30 Step: 30149
- 2021-11-21 01:35:32: bpp_ae: [0.3246]
- 2021-11-21 01:35:32: bpp_hyper: [0.0953]
- 2021-11-21 01:35:32: bpp: [0.42]
- 2021-11-21 01:35:32: IoU: [0.6864]
- 2021-11-21 01:35:32: train_zeros:0.05378961
- 2021-11-21 01:35:32: train_ones:0.050271418
- 2021-11-21 01:35:32: train_distortion:0.21164024
- 2021-11-21 01:35:32: train_loss:1.6978595
- 2021-11-21 01:38:16: Running time:(mins): 1761
- 2021-11-21 01:38:16: ==========Train Epoch 30 Step: 30199
- 2021-11-21 01:38:16: bpp_ae: [0.3303]
- 2021-11-21 01:38:16: bpp_hyper: [0.0981]
- 2021-11-21 01:38:16: bpp: [0.4284]
- 2021-11-21 01:38:16: IoU: [0.6847]
- 2021-11-21 01:38:16: train_zeros:0.024627456
- 2021-11-21 01:38:16: train_ones:0.040663257
- 2021-11-21 01:38:16: train_distortion:0.11454563
- 2021-11-21 01:38:16: train_loss:1.1087167
- 2021-11-21 01:41:06: Running time:(mins): 1764
- 2021-11-21 01:41:06: ==========Train Epoch 30 Step: 30249
- 2021-11-21 01:41:06: bpp_ae: [0.3275]
- 2021-11-21 01:41:06: bpp_hyper: [0.0973]
- 2021-11-21 01:41:06: bpp: [0.4248]
- 2021-11-21 01:41:06: IoU: [0.685]
- 2021-11-21 01:41:06: train_zeros:0.024858564
- 2021-11-21 01:41:06: train_ones:0.041628834
- 2021-11-21 01:41:06: train_distortion:0.11620453
- 2021-11-21 01:41:06: train_loss:1.1298177
- 2021-11-21 01:43:57: Running time:(mins): 1766
- 2021-11-21 01:43:57: ==========Train Epoch 30 Step: 30299
- 2021-11-21 01:43:57: bpp_ae: [0.3314]
- 2021-11-21 01:43:57: bpp_hyper: [0.0981]
- 2021-11-21 01:43:57: bpp: [0.4295]
- 2021-11-21 01:43:57: IoU: [0.6918]
- 2021-11-21 01:43:57: train_zeros:0.02652721
- 2021-11-21 01:43:57: train_ones:0.038131304
- 2021-11-21 01:43:57: train_distortion:0.11771293
- 2021-11-21 01:43:57: train_loss:1.1335634
- 2021-11-21 01:46:43: Saved model on epoch: 30, global_step: 30349, for better bpp.
- 2021-11-21 01:46:44: Running time:(mins): 1769
- 2021-11-21 01:46:44: ==========Train Epoch 30 Step: 30349 可以
- 2021-11-21 01:46:44: bpp_ae: [0.3244]
- 2021-11-21 01:46:44: bpp_hyper: [0.0942]
- 2021-11-21 01:46:44: bpp: [0.4186]
- 2021-11-21 01:46:44: IoU: [0.6948]
- 2021-11-21 01:46:44: train_zeros:0.035586156
- 2021-11-21 01:46:44: train_ones:0.042187158
- 2021-11-21 01:46:44: train_distortion:0.14894563
- 2021-11-21 01:46:44: train_loss:1.3147418
- 2021-11-21 01:49:33: Running time:(mins): 1772
- 2021-11-21 01:49:33: ==========Train Epoch 30 Step: 30399
- 2021-11-21 01:49:33: bpp_ae: [0.3288]
- 2021-11-21 01:49:33: bpp_hyper: [0.0962]
- 2021-11-21 01:49:33: bpp: [0.425]
- 2021-11-21 01:49:33: IoU: [0.6932]
- 2021-11-21 01:49:33: train_zeros:0.020772703
- 2021-11-21 01:49:33: train_ones:0.039339222
- 2021-11-21 01:49:33: train_distortion:0.10165733
- 2021-11-21 01:49:33: train_loss:1.0841267
- 2021-11-21 01:52:22: Running time:(mins): 1775
- 2021-11-21 01:52:22: ==========Train Epoch 30 Step: 30449
- 2021-11-21 01:52:22: bpp_ae: [0.3307]
- 2021-11-21 01:52:22: bpp_hyper: [0.0981]
- 2021-11-21 01:52:22: bpp: [0.4288]
- 2021-11-21 01:52:22: IoU: [0.6915]
- 2021-11-21 01:52:22: train_zeros:0.021525225
- 2021-11-21 01:52:22: train_ones:0.03514077
- 2021-11-21 01:52:22: train_distortion:0.09971644
- 2021-11-21 01:52:22: train_loss:1.0148929
- 2021-11-21 01:55:13: Running time:(mins): 1778
- 2021-11-21 01:55:13: ==========Train Epoch 30 Step: 30499
- 2021-11-21 01:55:13: bpp_ae: [0.3276]
- 2021-11-21 01:55:13: bpp_hyper: [0.0946]
- 2021-11-21 01:55:13: bpp: [0.4221]
- 2021-11-21 01:55:13: IoU: [0.6909]
- 2021-11-21 01:55:13: train_zeros:0.023773296
- 2021-11-21 01:55:13: train_ones:0.038688205
- 2021-11-21 01:55:13: train_distortion:0.11000809
- 2021-11-21 01:55:13: train_loss:1.0909599
- 2021-11-21 01:58:01: Running time:(mins): 1781
- 2021-11-21 01:58:01: ==========Train Epoch 30 Step: 30549
- 2021-11-21 01:58:01: bpp_ae: [0.334]
- 2021-11-21 01:58:01: bpp_hyper: [0.0976]
- 2021-11-21 01:58:01: bpp: [0.4316]
- 2021-11-21 01:58:01: IoU: [0.6903]
- 2021-11-21 01:58:01: train_zeros:0.027632432
- 2021-11-21 01:58:01: train_ones:0.03463113
- 2021-11-21 01:58:01: train_distortion:0.11752842
- 2021-11-21 01:58:01: train_loss:1.1735364
- 2021-11-21 02:00:49: Running time:(mins): 1783
- 2021-11-21 02:00:49: ==========Train Epoch 30 Step: 30599
- 2021-11-21 02:00:49: bpp_ae: [0.3295]
- 2021-11-21 02:00:49: bpp_hyper: [0.0963]
- 2021-11-21 02:00:49: bpp: [0.4258]
- 2021-11-21 02:00:49: IoU: [0.685]
- 2021-11-21 02:00:49: train_zeros:0.023491595
- 2021-11-21 02:00:49: train_ones:0.03618745
- 2021-11-21 02:00:49: train_distortion:0.10666224
- 2021-11-21 02:00:49: train_loss:1.0906961
- 2021-11-21 02:03:39: Running time:(mins): 1786
- 2021-11-21 02:03:39: ==========Train Epoch 30 Step: 30649
- 2021-11-21 02:03:39: bpp_ae: [0.3294]
- 2021-11-21 02:03:39: bpp_hyper: [0.097]
- 2021-11-21 02:03:39: bpp: [0.4263]
- 2021-11-21 02:03:39: IoU: [0.6835]
- 2021-11-21 02:03:39: train_zeros:0.025022004
- 2021-11-21 02:03:39: train_ones:0.048397988
- 2021-11-21 02:03:39: train_distortion:0.123464
- 2021-11-21 02:03:39: train_loss:1.2049023
- 2021-11-21 02:06:26: Running time:(mins): 1789
- 2021-11-21 02:06:26: ==========Train Epoch 30 Step: 30699
- 2021-11-21 02:06:26: bpp_ae: [0.3324]
- 2021-11-21 02:06:26: bpp_hyper: [0.0975]
- 2021-11-21 02:06:26: bpp: [0.4299]
- 2021-11-21 02:06:26: IoU: [0.6747]
- 2021-11-21 02:06:26: train_zeros:0.028132629
- 2021-11-21 02:06:26: train_ones:0.03579312
- 2021-11-21 02:06:26: train_distortion:0.120191
- 2021-11-21 02:06:26: train_loss:1.1527152
- 2021-11-21 02:09:12: Running time:(mins): 1792
- 2021-11-21 02:09:12: ==========Train Epoch 30 Step: 30749
- 2021-11-21 02:09:12: bpp_ae: [0.3357]
- 2021-11-21 02:09:12: bpp_hyper: [0.0984]
- 2021-11-21 02:09:12: bpp: [0.4341]
- 2021-11-21 02:09:12: IoU: [0.6883]
- 2021-11-21 02:09:12: train_zeros:0.03703708
- 2021-11-21 02:09:12: train_ones:0.04137124
- 2021-11-21 02:09:12: train_distortion:0.15248248
- 2021-11-21 02:09:12: train_loss:1.3430698
- 2021-11-21 02:12:01: Running time:(mins): 1795
- 2021-11-21 02:12:01: ==========Train Epoch 30 Step: 30799
- 2021-11-21 02:12:01: bpp_ae: [0.3275]
- 2021-11-21 02:12:01: bpp_hyper: [0.0961]
- 2021-11-21 02:12:01: bpp: [0.4237]
- 2021-11-21 02:12:01: IoU: [0.6869]
- 2021-11-21 02:12:01: train_zeros:0.032625835
- 2021-11-21 02:12:01: train_ones:0.04165628
- 2021-11-21 02:12:01: train_distortion:0.13953379
- 2021-11-21 02:12:01: train_loss:1.2775389
- 2021-11-21 02:14:47: Running time:(mins): 1797
- 2021-11-21 02:14:47: ==========Train Epoch 30 Step: 30849
- 2021-11-21 02:14:47: bpp_ae: [0.3273]
- 2021-11-21 02:14:47: bpp_hyper: [0.0975]
- 2021-11-21 02:14:47: bpp: [0.4248]
- 2021-11-21 02:14:47: IoU: [0.6805]
- 2021-11-21 02:14:47: train_zeros:0.033354558
- 2021-11-21 02:14:47: train_ones:0.04389731
- 2021-11-21 02:14:47: train_distortion:0.14396098
- 2021-11-21 02:14:47: train_loss:1.285379
- 2021-11-21 02:17:40: Running time:(mins): 1800
- 2021-11-21 02:17:40: ==========Train Epoch 30 Step: 30899
- 2021-11-21 02:17:40: bpp_ae: [0.3294]
- 2021-11-21 02:17:40: bpp_hyper: [0.0958]
- 2021-11-21 02:17:40: bpp: [0.4252]
- 2021-11-21 02:17:40: IoU: [0.6845]
- 2021-11-21 02:17:40: train_zeros:0.02744472
- 2021-11-21 02:17:40: train_ones:0.042346757
- 2021-11-21 02:17:40: train_distortion:0.12468092
- 2021-11-21 02:17:40: train_loss:1.1549325
- 2021-11-21 02:20:28: Running time:(mins): 1803
- 2021-11-21 02:20:28: ==========Train Epoch 30 Step: 30949
- 2021-11-21 02:20:28: bpp_ae: [0.3252]
- 2021-11-21 02:20:28: bpp_hyper: [0.0994]
- 2021-11-21 02:20:28: bpp: [0.4245]
- 2021-11-21 02:20:28: IoU: [0.6856]
- 2021-11-21 02:20:28: train_zeros:0.025514748
- 2021-11-21 02:20:28: train_ones:0.037479345
- 2021-11-21 02:20:28: train_distortion:0.11402358
- 2021-11-21 02:20:28: train_loss:1.1171626
- 2021-11-21 02:23:16: Running time:(mins): 1806
- 2021-11-21 02:23:16: ==========Train Epoch 30 Step: 30999
- 2021-11-21 02:23:16: bpp_ae: [0.3259]
- 2021-11-21 02:23:16: bpp_hyper: [0.0941]
- 2021-11-21 02:23:16: bpp: [0.42]
- 2021-11-21 02:23:16: IoU: [0.6822]
- 2021-11-21 02:23:16: train_zeros:0.030728655
- 2021-11-21 02:23:16: train_ones:0.05133602
- 2021-11-21 02:23:16: train_distortion:0.143522
- 2021-11-21 02:23:16: train_loss:1.3450439
- 2021-11-21 02:23:16: Saved model on epoch: 30, for epoch finished.
- 2021-11-21 02:23:16: Testing Files length:12
- 2021-11-21 02:23:37: ==========Test Epoch 31 Step: 0
- 2021-11-21 02:23:37: bpp_ae: [0.3111]
- 2021-11-21 02:23:37: bpp_hyper: [0.0766]
- 2021-11-21 02:23:37: bpp: [0.3876]
- 2021-11-21 02:23:37: IoU: [0.6805]
- 2021-11-21 02:23:37: ========================================
- Training Epoch: 31
- 2021-11-21 02:23:37: alpha:6 beta:3.0
- 2021-11-21 02:23:37: LR:1e-05
- 2021-11-21 02:23:37: Training Files length:1000
- 2021-11-21 02:26:24: Running time:(mins): 1809
- 2021-11-21 02:26:24: ==========Train Epoch 31 Step: 31049
- 2021-11-21 02:26:24: bpp_ae: [0.3314]
- 2021-11-21 02:26:24: bpp_hyper: [0.0973]
- 2021-11-21 02:26:24: bpp: [0.4287]
- 2021-11-21 02:26:24: IoU: [0.693]
- 2021-11-21 02:26:24: train_zeros:0.032403756
- 2021-11-21 02:26:24: train_ones:0.04469659
- 2021-11-21 02:26:24: train_distortion:0.14190787
- 2021-11-21 02:26:24: train_loss:1.2850239
- 2021-11-21 02:29:09: Running time:(mins): 1812
- 2021-11-21 02:29:09: ==========Train Epoch 31 Step: 31099
- 2021-11-21 02:29:09: bpp_ae: [0.3317]
- 2021-11-21 02:29:09: bpp_hyper: [0.0967]
- 2021-11-21 02:29:09: bpp: [0.4283]
- 2021-11-21 02:29:09: IoU: [0.6872]
- 2021-11-21 02:29:09: train_zeros:0.029768689
- 2021-11-21 02:29:09: train_ones:0.044399697
- 2021-11-21 02:29:09: train_distortion:0.13370577
- 2021-11-21 02:29:09: train_loss:1.2382612
- 2021-11-21 02:31:56: Running time:(mins): 1814
- 2021-11-21 02:31:56: ==========Train Epoch 31 Step: 31149
- 2021-11-21 02:31:56: bpp_ae: [0.326]
- 2021-11-21 02:31:56: bpp_hyper: [0.0946]
- 2021-11-21 02:31:56: bpp: [0.4206]
- 2021-11-21 02:31:56: IoU: [0.6886]
- 2021-11-21 02:31:56: train_zeros:0.039246216
- 2021-11-21 02:31:56: train_ones:0.04612496
- 2021-11-21 02:31:56: train_distortion:0.16386361
- 2021-11-21 02:31:56: train_loss:1.3596827
- 2021-11-21 02:34:41: Running time:(mins): 1817
- 2021-11-21 02:34:41: ==========Train Epoch 31 Step: 31199
- 2021-11-21 02:34:41: bpp_ae: [0.3298]
- 2021-11-21 02:34:41: bpp_hyper: [0.0964]
- 2021-11-21 02:34:41: bpp: [0.4262]
- 2021-11-21 02:34:41: IoU: [0.6879]
- 2021-11-21 02:34:41: train_zeros:0.03707613
- 2021-11-21 02:34:41: train_ones:0.041059166
- 2021-11-21 02:34:41: train_distortion:0.15228756
- 2021-11-21 02:34:41: train_loss:1.3438029
- 2021-11-21 02:37:26: Running time:(mins): 1820
- 2021-11-21 02:37:26: ==========Train Epoch 31 Step: 31249
- 2021-11-21 02:37:26: bpp_ae: [0.3313]
- 2021-11-21 02:37:26: bpp_hyper: [0.098]
- 2021-11-21 02:37:26: bpp: [0.4294]
- 2021-11-21 02:37:26: IoU: [0.692]
- 2021-11-21 02:37:26: train_zeros:0.022968013
- 2021-11-21 02:37:26: train_ones:0.03799114
- 2021-11-21 02:37:26: train_distortion:0.10689518
- 2021-11-21 02:37:26: train_loss:1.0819952
- 2021-11-21 02:40:09: Running time:(mins): 1823
- 2021-11-21 02:40:09: ==========Train Epoch 31 Step: 31299
- 2021-11-21 02:40:09: bpp_ae: [0.3313]
- 2021-11-21 02:40:09: bpp_hyper: [0.0969]
- 2021-11-21 02:40:09: bpp: [0.4282]
- 2021-11-21 02:40:09: IoU: [0.6807]
- 2021-11-21 02:40:09: train_zeros:0.040036134
- 2021-11-21 02:40:09: train_ones:0.041469667
- 2021-11-21 02:40:09: train_distortion:0.16157807
- 2021-11-21 02:40:09: train_loss:1.4200664
- 2021-11-21 02:42:54: Saved model on epoch: 31, global_step: 31349, for better bpp.
- 2021-11-21 02:42:55: Running time:(mins): 1825
- 2021-11-21 02:42:55: ==========Train Epoch 31 Step: 31349 可以
- 2021-11-21 02:42:55: bpp_ae: [0.3236]
- 2021-11-21 02:42:55: bpp_hyper: [0.0939]
- 2021-11-21 02:42:55: bpp: [0.4174]
- 2021-11-21 02:42:55: IoU: [0.6897]
- 2021-11-21 02:42:55: train_zeros:0.022277493
- 2021-11-21 02:42:55: train_ones:0.03524749
- 2021-11-21 02:42:55: train_distortion:0.10207997
- 2021-11-21 02:42:55: train_loss:1.030895
- 2021-11-21 02:45:38: Running time:(mins): 1828
- 2021-11-21 02:45:38: ==========Train Epoch 31 Step: 31399
- 2021-11-21 02:45:38: bpp_ae: [0.3278]
- 2021-11-21 02:45:38: bpp_hyper: [0.0971]
- 2021-11-21 02:45:38: bpp: [0.4249]
- 2021-11-21 02:45:38: IoU: [0.6904]
- 2021-11-21 02:45:38: train_zeros:0.019786565
- 2021-11-21 02:45:38: train_ones:0.036041196
- 2021-11-21 02:45:38: train_distortion:0.095400885
- 2021-11-21 02:45:38: train_loss:1.0356922
- 2021-11-21 02:48:22: Running time:(mins): 1831
- 2021-11-21 02:48:22: ==========Train Epoch 31 Step: 31449
- 2021-11-21 02:48:22: bpp_ae: [0.3253]
- 2021-11-21 02:48:22: bpp_hyper: [0.0962]
- 2021-11-21 02:48:22: bpp: [0.4214]
- 2021-11-21 02:48:22: IoU: [0.6945]
- 2021-11-21 02:48:22: train_zeros:0.026202368
- 2021-11-21 02:48:22: train_ones:0.034684278
- 2021-11-21 02:48:22: train_distortion:0.11329138
- 2021-11-21 02:48:22: train_loss:1.0981705
- 2021-11-21 02:51:06: Running time:(mins): 1834
- 2021-11-21 02:51:06: ==========Train Epoch 31 Step: 31499
- 2021-11-21 02:51:06: bpp_ae: [0.3263]
- 2021-11-21 02:51:06: bpp_hyper: [0.0958]
- 2021-11-21 02:51:06: bpp: [0.4221]
- 2021-11-21 02:51:06: IoU: [0.6867]
- 2021-11-21 02:51:06: train_zeros:0.026270134
- 2021-11-21 02:51:06: train_ones:0.040560763
- 2021-11-21 02:51:06: train_distortion:0.11937116
- 2021-11-21 02:51:06: train_loss:1.1410134
- 2021-11-21 02:53:50: Running time:(mins): 1836
- 2021-11-21 02:53:50: ==========Train Epoch 31 Step: 31549
- 2021-11-21 02:53:50: bpp_ae: [0.3305]
- 2021-11-21 02:53:50: bpp_hyper: [0.096]
- 2021-11-21 02:53:50: bpp: [0.4264]
- 2021-11-21 02:53:50: IoU: [0.6909]
- 2021-11-21 02:53:50: train_zeros:0.03503751
- 2021-11-21 02:53:50: train_ones:0.03205295
- 2021-11-21 02:53:50: train_distortion:0.13716549
- 2021-11-21 02:53:50: train_loss:1.2198719
- 2021-11-21 02:56:35: Running time:(mins): 1839
- 2021-11-21 02:56:35: ==========Train Epoch 31 Step: 31599
- 2021-11-21 02:56:35: bpp_ae: [0.3297]
- 2021-11-21 02:56:35: bpp_hyper: [0.0961]
- 2021-11-21 02:56:35: bpp: [0.4258]
- 2021-11-21 02:56:35: IoU: [0.6872]
- 2021-11-21 02:56:35: train_zeros:0.029102862
- 2021-11-21 02:56:35: train_ones:0.037391324
- 2021-11-21 02:56:35: train_distortion:0.124699906
- 2021-11-21 02:56:35: train_loss:1.1795288
- 2021-11-21 02:59:19: Running time:(mins): 1842
- 2021-11-21 02:59:19: ==========Train Epoch 31 Step: 31649
- 2021-11-21 02:59:19: bpp_ae: [0.3361]
- 2021-11-21 02:59:19: bpp_hyper: [0.0993]
- 2021-11-21 02:59:19: bpp: [0.4354]
- 2021-11-21 02:59:19: IoU: [0.6803]
- 2021-11-21 02:59:19: train_zeros:0.024874529
- 2021-11-21 02:59:19: train_ones:0.0387827
- 2021-11-21 02:59:19: train_distortion:0.113406286
- 2021-11-21 02:59:19: train_loss:1.1572181
- 2021-11-21 03:02:04: Running time:(mins): 1845
- 2021-11-21 03:02:04: ==========Train Epoch 31 Step: 31699
- 2021-11-21 03:02:04: bpp_ae: [0.33]
- 2021-11-21 03:02:04: bpp_hyper: [0.0964]
- 2021-11-21 03:02:04: bpp: [0.4264]
- 2021-11-21 03:02:04: IoU: [0.6883]
- 2021-11-21 03:02:04: train_zeros:0.02051812
- 2021-11-21 03:02:04: train_ones:0.034084048
- 2021-11-21 03:02:04: train_distortion:0.09563841
- 2021-11-21 03:02:04: train_loss:1.0307114
- 2021-11-21 03:04:50: Running time:(mins): 1847
- 2021-11-21 03:04:50: ==========Train Epoch 31 Step: 31749
- 2021-11-21 03:04:50: bpp_ae: [0.3274]
- 2021-11-21 03:04:50: bpp_hyper: [0.0943]
- 2021-11-21 03:04:50: bpp: [0.4217]
- 2021-11-21 03:04:50: IoU: [0.6823]
- 2021-11-21 03:04:50: train_zeros:0.037625182
- 2021-11-21 03:04:50: train_ones:0.046033222
- 2021-11-21 03:04:50: train_distortion:0.15890877
- 2021-11-21 03:04:50: train_loss:1.4073654
- 2021-11-21 03:07:37: Running time:(mins): 1850
- 2021-11-21 03:07:37: ==========Train Epoch 31 Step: 31799
- 2021-11-21 03:07:37: bpp_ae: [0.3326]
- 2021-11-21 03:07:37: bpp_hyper: [0.097]
- 2021-11-21 03:07:37: bpp: [0.4297]
- 2021-11-21 03:07:37: IoU: [0.6926]
- 2021-11-21 03:07:37: train_zeros:0.020116817
- 2021-11-21 03:07:37: train_ones:0.037209433
- 2021-11-21 03:07:37: train_distortion:0.097559884
- 2021-11-21 03:07:37: train_loss:1.0476458
- 2021-11-21 03:10:27: Running time:(mins): 1853
- 2021-11-21 03:10:27: ==========Train Epoch 31 Step: 31849
- 2021-11-21 03:10:27: bpp_ae: [0.3268]
- 2021-11-21 03:10:27: bpp_hyper: [0.0954]
- 2021-11-21 03:10:27: bpp: [0.4223]
- 2021-11-21 03:10:27: IoU: [0.6924]
- 2021-11-21 03:10:27: train_zeros:0.028839508
- 2021-11-21 03:10:27: train_ones:0.044568006
- 2021-11-21 03:10:27: train_distortion:0.13108653
- 2021-11-21 03:10:27: train_loss:1.1928065
- 2021-11-21 03:13:23: Running time:(mins): 1856
- 2021-11-21 03:13:23: ==========Train Epoch 31 Step: 31899
- 2021-11-21 03:13:23: bpp_ae: [0.3267]
- 2021-11-21 03:13:23: bpp_hyper: [0.0924]
- 2021-11-21 03:13:23: bpp: [0.4192]
- 2021-11-21 03:13:23: IoU: [0.6784]
- 2021-11-21 03:13:23: train_zeros:0.0320933
- 2021-11-21 03:13:23: train_ones:0.034906935
- 2021-11-21 03:13:23: train_distortion:0.13118684
- 2021-11-21 03:13:23: train_loss:1.2016847
- 2021-11-21 03:16:17: Running time:(mins): 1859
- 2021-11-21 03:16:17: ==========Train Epoch 31 Step: 31949
- 2021-11-21 03:16:17: bpp_ae: [0.3337]
- 2021-11-21 03:16:17: bpp_hyper: [0.0973]
- 2021-11-21 03:16:17: bpp: [0.431]
- 2021-11-21 03:16:17: IoU: [0.6959]
- 2021-11-21 03:16:17: train_zeros:0.042093188
- 2021-11-21 03:16:17: train_ones:0.05300318
- 2021-11-21 03:16:17: train_distortion:0.17928274
- 2021-11-21 03:16:17: train_loss:1.5133953
- 2021-11-21 03:19:02: Running time:(mins): 1862
- 2021-11-21 03:19:02: ==========Train Epoch 31 Step: 31999
- 2021-11-21 03:19:02: bpp_ae: [0.3315]
- 2021-11-21 03:19:02: bpp_hyper: [0.0993]
- 2021-11-21 03:19:02: bpp: [0.4308]
- 2021-11-21 03:19:02: IoU: [0.69]
- 2021-11-21 03:19:02: train_zeros:0.029837752
- 2021-11-21 03:19:02: train_ones:0.037706096
- 2021-11-21 03:19:02: train_distortion:0.12721935
- 2021-11-21 03:19:02: train_loss:1.1806763
- 2021-11-21 03:19:02: Saved model on epoch: 31, for epoch finished.
- 2021-11-21 03:19:03: Testing Files length:12
- 2021-11-21 03:19:24: ==========Test Epoch 32 Step: 0
- 2021-11-21 03:19:24: bpp_ae: [0.3136]
- 2021-11-21 03:19:24: bpp_hyper: [0.0739]
- 2021-11-21 03:19:24: bpp: [0.3875]
- 2021-11-21 03:19:24: IoU: [0.67]
- 2021-11-21 03:19:24: ========================================
- Training Epoch: 32
- 2021-11-21 03:19:24: alpha:6 beta:3.0
- 2021-11-21 03:19:24: LR:1e-05
- 2021-11-21 03:19:24: Training Files length:1000
- 2021-11-21 03:22:08: Running time:(mins): 1865
- 2021-11-21 03:22:08: ==========Train Epoch 32 Step: 32049
- 2021-11-21 03:22:08: bpp_ae: [0.3262]
- 2021-11-21 03:22:08: bpp_hyper: [0.0949]
- 2021-11-21 03:22:08: bpp: [0.4211]
- 2021-11-21 03:22:08: IoU: [0.692]
- 2021-11-21 03:22:08: train_zeros:0.044731926
- 2021-11-21 03:22:08: train_ones:0.041087214
- 2021-11-21 03:22:08: train_distortion:0.17528298
- 2021-11-21 03:22:08: train_loss:1.4599421
- 2021-11-21 03:24:50: Running time:(mins): 1867
- 2021-11-21 03:24:50: ==========Train Epoch 32 Step: 32099
- 2021-11-21 03:24:50: bpp_ae: [0.3279]
- 2021-11-21 03:24:50: bpp_hyper: [0.097]
- 2021-11-21 03:24:50: bpp: [0.4249]
- 2021-11-21 03:24:50: IoU: [0.6857]
- 2021-11-21 03:24:50: train_zeros:0.03312545
- 2021-11-21 03:24:50: train_ones:0.045777664
- 2021-11-21 03:24:50: train_distortion:0.14515401
- 2021-11-21 03:24:50: train_loss:1.323324
- 2021-11-21 03:27:32: Running time:(mins): 1870
- 2021-11-21 03:27:32: ==========Train Epoch 32 Step: 32149
- 2021-11-21 03:27:32: bpp_ae: [0.331]
- 2021-11-21 03:27:32: bpp_hyper: [0.0971]
- 2021-11-21 03:27:32: bpp: [0.4281]
- 2021-11-21 03:27:32: IoU: [0.6856]
- 2021-11-21 03:27:32: train_zeros:0.027647112
- 2021-11-21 03:27:32: train_ones:0.043834202
- 2021-11-21 03:27:32: train_distortion:0.12677553
- 2021-11-21 03:27:32: train_loss:1.2067554
- 2021-11-21 03:30:15: Running time:(mins): 1873
- 2021-11-21 03:30:15: ==========Train Epoch 32 Step: 32199
- 2021-11-21 03:30:15: bpp_ae: [0.3309]
- 2021-11-21 03:30:15: bpp_hyper: [0.0958]
- 2021-11-21 03:30:15: bpp: [0.4267]
- 2021-11-21 03:30:15: IoU: [0.683]
- 2021-11-21 03:30:15: train_zeros:0.026722688
- 2021-11-21 03:30:15: train_ones:0.042874824
- 2021-11-21 03:30:15: train_distortion:0.1230429
- 2021-11-21 03:30:15: train_loss:1.1713573
- 2021-11-21 03:32:59: Running time:(mins): 1876
- 2021-11-21 03:32:59: ==========Train Epoch 32 Step: 32249
- 2021-11-21 03:32:59: bpp_ae: [0.3318]
- 2021-11-21 03:32:59: bpp_hyper: [0.0972]
- 2021-11-21 03:32:59: bpp: [0.4289]
- 2021-11-21 03:32:59: IoU: [0.6895]
- 2021-11-21 03:32:59: train_zeros:0.018670643
- 2021-11-21 03:32:59: train_ones:0.033036508
- 2021-11-21 03:32:59: train_distortion:0.08904844
- 2021-11-21 03:32:59: train_loss:1.0067934
- 2021-11-21 03:35:42: Running time:(mins): 1878
- 2021-11-21 03:35:42: ==========Train Epoch 32 Step: 32299
- 2021-11-21 03:35:42: bpp_ae: [0.3292]
- 2021-11-21 03:35:42: bpp_hyper: [0.0973]
- 2021-11-21 03:35:42: bpp: [0.4264]
- 2021-11-21 03:35:42: IoU: [0.6764]
- 2021-11-21 03:35:42: train_zeros:0.02488951
- 2021-11-21 03:35:42: train_ones:0.042114593
- 2021-11-21 03:35:42: train_distortion:0.11678312
- 2021-11-21 03:35:42: train_loss:1.1391045
- 2021-11-21 03:38:27: Running time:(mins): 1881
- 2021-11-21 03:38:27: ==========Train Epoch 32 Step: 32349
- 2021-11-21 03:38:27: bpp_ae: [0.3332]
- 2021-11-21 03:38:27: bpp_hyper: [0.1001]
- 2021-11-21 03:38:27: bpp: [0.4333]
- 2021-11-21 03:38:27: IoU: [0.6957]
- 2021-11-21 03:38:27: train_zeros:0.023874741
- 2021-11-21 03:38:27: train_ones:0.038038313
- 2021-11-21 03:38:27: train_distortion:0.10966253
- 2021-11-21 03:38:27: train_loss:1.1044619
- 2021-11-21 03:41:12: Running time:(mins): 1884
- 2021-11-21 03:41:12: ==========Train Epoch 32 Step: 32399
- 2021-11-21 03:41:12: bpp_ae: [0.327]
- 2021-11-21 03:41:12: bpp_hyper: [0.0972]
- 2021-11-21 03:41:12: bpp: [0.4241]
- 2021-11-21 03:41:12: IoU: [0.6881]
- 2021-11-21 03:41:12: train_zeros:0.039062824
- 2021-11-21 03:41:12: train_ones:0.043274425
- 2021-11-21 03:41:12: train_distortion:0.16046289
- 2021-11-21 03:41:12: train_loss:1.4068677
- 2021-11-21 03:43:56: Running time:(mins): 1886
- 2021-11-21 03:43:56: ==========Train Epoch 32 Step: 32449
- 2021-11-21 03:43:56: bpp_ae: [0.3254]
- 2021-11-21 03:43:56: bpp_hyper: [0.0954]
- 2021-11-21 03:43:56: bpp: [0.4207]
- 2021-11-21 03:43:56: IoU: [0.6907]
- 2021-11-21 03:43:56: train_zeros:0.02156123
- 2021-11-21 03:43:56: train_ones:0.03849458
- 2021-11-21 03:43:56: train_distortion:0.10317827
- 2021-11-21 03:43:56: train_loss:1.0432186
- 2021-11-21 03:46:41: Running time:(mins): 1889
- 2021-11-21 03:46:41: ==========Train Epoch 32 Step: 32499
- 2021-11-21 03:46:41: bpp_ae: [0.3294]
- 2021-11-21 03:46:41: bpp_hyper: [0.0944]
- 2021-11-21 03:46:41: bpp: [0.4239]
- 2021-11-21 03:46:41: IoU: [0.6919]
- 2021-11-21 03:46:41: train_zeros:0.033771444
- 2021-11-21 03:46:41: train_ones:0.04315007
- 2021-11-21 03:46:41: train_distortion:0.1444644
- 2021-11-21 03:46:41: train_loss:1.2667298
- 2021-11-21 03:49:25: Running time:(mins): 1892
- 2021-11-21 03:49:25: ==========Train Epoch 32 Step: 32549
- 2021-11-21 03:49:25: bpp_ae: [0.3282]
- 2021-11-21 03:49:25: bpp_hyper: [0.0954]
- 2021-11-21 03:49:25: bpp: [0.4236]
- 2021-11-21 03:49:25: IoU: [0.6859]
- 2021-11-21 03:49:25: train_zeros:0.022764424
- 2021-11-21 03:49:25: train_ones:0.04239639
- 2021-11-21 03:49:25: train_distortion:0.11068966
- 2021-11-21 03:49:25: train_loss:1.1002994
- 2021-11-21 03:52:11: Running time:(mins): 1895
- 2021-11-21 03:52:11: ==========Train Epoch 32 Step: 32599
- 2021-11-21 03:52:11: bpp_ae: [0.3282]
- 2021-11-21 03:52:11: bpp_hyper: [0.0966]
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- 2021-11-21 03:52:11: IoU: [0.6863]
- 2021-11-21 03:52:11: train_zeros:0.018315978
- 2021-11-21 03:52:11: train_ones:0.041438453
- 2021-11-21 03:52:11: train_distortion:0.09638639
- 2021-11-21 03:52:11: train_loss:1.0451231
- 2021-11-21 03:54:56: Running time:(mins): 1897
- 2021-11-21 03:54:56: ==========Train Epoch 32 Step: 32649
- 2021-11-21 03:54:56: bpp_ae: [0.3314]
- 2021-11-21 03:54:56: bpp_hyper: [0.0977]
- 2021-11-21 03:54:56: bpp: [0.4291]
- 2021-11-21 03:54:56: IoU: [0.6868]
- 2021-11-21 03:54:56: train_zeros:0.04246597
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- 2021-11-21 03:54:56: train_distortion:0.17005894
- 2021-11-21 03:54:56: train_loss:1.4184531
- 2021-11-21 03:57:41: Running time:(mins): 1900
- 2021-11-21 03:57:41: ==========Train Epoch 32 Step: 32699
- 2021-11-21 03:57:41: bpp_ae: [0.3287]
- 2021-11-21 03:57:41: bpp_hyper: [0.0978]
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- 2021-11-21 03:57:41: IoU: [0.698]
- 2021-11-21 03:57:41: train_zeros:0.046437494
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- 2021-11-21 04:00:27: Running time:(mins): 1903
- 2021-11-21 04:00:27: ==========Train Epoch 32 Step: 32749
- 2021-11-21 04:00:27: bpp_ae: [0.3255]
- 2021-11-21 04:00:27: bpp_hyper: [0.0947]
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- 2021-11-21 04:00:27: IoU: [0.6893]
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- 2021-11-21 04:00:27: train_distortion:0.11130962
- 2021-11-21 04:00:27: train_loss:1.1125141
- 2021-11-21 04:03:13: Running time:(mins): 1906
- 2021-11-21 04:03:13: ==========Train Epoch 32 Step: 32799
- 2021-11-21 04:03:13: bpp_ae: [0.3303]
- 2021-11-21 04:03:13: bpp_hyper: [0.0968]
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- 2021-11-21 04:03:13: train_zeros:0.029690772
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- 2021-11-21 04:03:13: train_distortion:0.12678683
- 2021-11-21 04:03:13: train_loss:1.1551744
- 2021-11-21 04:05:59: Running time:(mins): 1909
- 2021-11-21 04:05:59: ==========Train Epoch 32 Step: 32849
- 2021-11-21 04:05:59: bpp_ae: [0.3284]
- 2021-11-21 04:05:59: bpp_hyper: [0.0969]
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- 2021-11-21 04:05:59: IoU: [0.6897]
- 2021-11-21 04:05:59: train_zeros:0.023385802
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- 2021-11-21 04:05:59: train_distortion:0.10673225
- 2021-11-21 04:05:59: train_loss:1.0691594
- 2021-11-21 04:08:46: Running time:(mins): 1911
- 2021-11-21 04:08:46: ==========Train Epoch 32 Step: 32899
- 2021-11-21 04:08:46: bpp_ae: [0.33]
- 2021-11-21 04:08:46: bpp_hyper: [0.0975]
- 2021-11-21 04:08:46: bpp: [0.4275]
- 2021-11-21 04:08:46: IoU: [0.6878]
- 2021-11-21 04:08:46: train_zeros:0.034968592
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- 2021-11-21 04:08:46: train_distortion:0.14607592
- 2021-11-21 04:08:46: train_loss:1.2754071
- 2021-11-21 04:11:33: Running time:(mins): 1914
- 2021-11-21 04:11:33: ==========Train Epoch 32 Step: 32949
- 2021-11-21 04:11:33: bpp_ae: [0.3266]
- 2021-11-21 04:11:33: bpp_hyper: [0.0953]
- 2021-11-21 04:11:33: bpp: [0.4219]
- 2021-11-21 04:11:33: IoU: [0.6832]
- 2021-11-21 04:11:33: train_zeros:0.035466634
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- 2021-11-21 04:11:33: train_distortion:0.14516465
- 2021-11-21 04:11:33: train_loss:1.2983588
- 2021-11-21 04:14:19: Running time:(mins): 1917
- 2021-11-21 04:14:19: ==========Train Epoch 32 Step: 32999
- 2021-11-21 04:14:19: bpp_ae: [0.3281]
- 2021-11-21 04:14:19: bpp_hyper: [0.0951]
- 2021-11-21 04:14:19: bpp: [0.4231]
- 2021-11-21 04:14:19: IoU: [0.6894]
- 2021-11-21 04:14:19: train_zeros:0.022805823
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- 2021-11-21 04:14:19: train_distortion:0.107180476
- 2021-11-21 04:14:19: train_loss:1.1170455
- 2021-11-21 04:14:19: Saved model on epoch: 32, for epoch finished.
- 2021-11-21 04:14:19: Testing Files length:12
- 2021-11-21 04:14:39: ==========Test Epoch 33 Step: 0
- 2021-11-21 04:14:39: bpp_ae: [0.3023]
- 2021-11-21 04:14:39: bpp_hyper: [0.0749]
- 2021-11-21 04:14:39: bpp: [0.3772]
- 2021-11-21 04:14:39: IoU: [0.6762]
- 2021-11-21 04:14:39: ========================================
- Training Epoch: 33
- 2021-11-21 04:14:39: alpha:6 beta:3.0
- 2021-11-21 04:14:39: LR:1e-05
- 2021-11-21 04:14:39: Training Files length:1000
- 2021-11-21 04:17:22: Running time:(mins): 1920
- 2021-11-21 04:17:22: ==========Train Epoch 33 Step: 33049
- 2021-11-21 04:17:22: bpp_ae: [0.3279]
- 2021-11-21 04:17:22: bpp_hyper: [0.0962]
- 2021-11-21 04:17:22: bpp: [0.4241]
- 2021-11-21 04:17:22: IoU: [0.6894]
- 2021-11-21 04:17:22: train_zeros:0.023770833
- 2021-11-21 04:17:22: train_ones:0.031237718
- 2021-11-21 04:17:22: train_distortion:0.10255022
- 2021-11-21 04:17:22: train_loss:1.0699384
- 2021-11-21 04:20:05: Running time:(mins): 1923
- 2021-11-21 04:20:05: ==========Train Epoch 33 Step: 33099
- 2021-11-21 04:20:05: bpp_ae: [0.3421]
- 2021-11-21 04:20:05: bpp_hyper: [0.0985]
- 2021-11-21 04:20:05: bpp: [0.4406]
- 2021-11-21 04:20:05: IoU: [0.6859]
- 2021-11-21 04:20:05: train_zeros:0.028318873
- 2021-11-21 04:20:05: train_ones:0.04124319
- 2021-11-21 04:20:05: train_distortion:0.12619981
- 2021-11-21 04:20:05: train_loss:1.194735
- 2021-11-21 04:22:48: Running time:(mins): 1925
- 2021-11-21 04:22:48: ==========Train Epoch 33 Step: 33149
- 2021-11-21 04:22:48: bpp_ae: [0.3284]
- 2021-11-21 04:22:48: bpp_hyper: [0.0972]
- 2021-11-21 04:22:48: bpp: [0.4256]
- 2021-11-21 04:22:48: IoU: [0.6892]
- 2021-11-21 04:22:48: train_zeros:0.02561338
- 2021-11-21 04:22:48: train_ones:0.03940124
- 2021-11-21 04:22:48: train_distortion:0.11624138
- 2021-11-21 04:22:48: train_loss:1.1186165
- 2021-11-21 04:25:32: Running time:(mins): 1928
- 2021-11-21 04:25:32: ==========Train Epoch 33 Step: 33199
- 2021-11-21 04:25:32: bpp_ae: [0.3265]
- 2021-11-21 04:25:32: bpp_hyper: [0.0971]
- 2021-11-21 04:25:32: bpp: [0.4236]
- 2021-11-21 04:25:32: IoU: [0.6857]
- 2021-11-21 04:25:32: train_zeros:0.029676357
- 2021-11-21 04:25:32: train_ones:0.043597892
- 2021-11-21 04:25:32: train_distortion:0.13262697
- 2021-11-21 04:25:32: train_loss:1.2338005
- 2021-11-21 04:28:16: Running time:(mins): 1931
- 2021-11-21 04:28:16: ==========Train Epoch 33 Step: 33249
- 2021-11-21 04:28:16: bpp_ae: [0.3339]
- 2021-11-21 04:28:16: bpp_hyper: [0.098]
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- 2021-11-21 04:28:16: train_zeros:0.05433207
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- 2021-11-21 04:28:16: train_distortion:0.20921712
- 2021-11-21 04:28:16: train_loss:1.6518505
- 2021-11-21 04:31:01: Running time:(mins): 1934
- 2021-11-21 04:31:01: ==========Train Epoch 33 Step: 33299
- 2021-11-21 04:31:01: bpp_ae: [0.3249]
- 2021-11-21 04:31:01: bpp_hyper: [0.0965]
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- 2021-11-21 04:31:01: train_zeros:0.04316996
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- 2021-11-21 04:31:01: train_distortion:0.17221881
- 2021-11-21 04:31:01: train_loss:1.4307561
- 2021-11-21 04:33:45: Running time:(mins): 1936
- 2021-11-21 04:33:45: ==========Train Epoch 33 Step: 33349
- 2021-11-21 04:33:45: bpp_ae: [0.3286]
- 2021-11-21 04:33:45: bpp_hyper: [0.0969]
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- 2021-11-21 04:33:45: train_zeros:0.021692634
- 2021-11-21 04:33:45: train_ones:0.039752375
- 2021-11-21 04:33:45: train_distortion:0.10483028
- 2021-11-21 04:33:45: train_loss:1.0488976
- 2021-11-21 04:36:30: Running time:(mins): 1939
- 2021-11-21 04:36:30: ==========Train Epoch 33 Step: 33399
- 2021-11-21 04:36:30: bpp_ae: [0.3305]
- 2021-11-21 04:36:30: bpp_hyper: [0.0966]
- 2021-11-21 04:36:30: bpp: [0.4271]
- 2021-11-21 04:36:30: IoU: [0.6811]
- 2021-11-21 04:36:30: train_zeros:0.041689284
- 2021-11-21 04:36:30: train_ones:0.038903557
- 2021-11-21 04:36:30: train_distortion:0.16397142
- 2021-11-21 04:36:30: train_loss:1.4086974
- 2021-11-21 04:39:16: Running time:(mins): 1942
- 2021-11-21 04:39:16: ==========Train Epoch 33 Step: 33449
- 2021-11-21 04:39:16: bpp_ae: [0.3272]
- 2021-11-21 04:39:16: bpp_hyper: [0.0968]
- 2021-11-21 04:39:16: bpp: [0.4241]
- 2021-11-21 04:39:16: IoU: [0.686]
- 2021-11-21 04:39:16: train_zeros:0.037417512
- 2021-11-21 04:39:16: train_ones:0.042176045
- 2021-11-21 04:39:16: train_distortion:0.15442857
- 2021-11-21 04:39:16: train_loss:1.3261695
- 2021-11-21 04:42:00: Running time:(mins): 1945
- 2021-11-21 04:42:00: ==========Train Epoch 33 Step: 33499
- 2021-11-21 04:42:00: bpp_ae: [0.3298]
- 2021-11-21 04:42:00: bpp_hyper: [0.0975]
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- 2021-11-21 04:42:00: IoU: [0.6805]
- 2021-11-21 04:42:00: train_zeros:0.020440692
- 2021-11-21 04:42:00: train_ones:0.04279394
- 2021-11-21 04:42:00: train_distortion:0.10411602
- 2021-11-21 04:42:00: train_loss:1.1041352
- 2021-11-21 04:44:44: Running time:(mins): 1947
- 2021-11-21 04:44:44: ==========Train Epoch 33 Step: 33549
- 2021-11-21 04:44:44: bpp_ae: [0.3293]
- 2021-11-21 04:44:44: bpp_hyper: [0.0958]
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- 2021-11-21 04:44:44: IoU: [0.6882]
- 2021-11-21 04:44:44: train_zeros:0.02982858
- 2021-11-21 04:44:44: train_ones:0.042253356
- 2021-11-21 04:44:44: train_distortion:0.1317391
- 2021-11-21 04:44:44: train_loss:1.2298018
- 2021-11-21 04:47:28: Running time:(mins): 1950
- 2021-11-21 04:47:28: ==========Train Epoch 33 Step: 33599
- 2021-11-21 04:47:28: bpp_ae: [0.3325]
- 2021-11-21 04:47:28: bpp_hyper: [0.0979]
- 2021-11-21 04:47:28: bpp: [0.4305]
- 2021-11-21 04:47:28: IoU: [0.6754]
- 2021-11-21 04:47:28: train_zeros:0.039507598
- 2021-11-21 04:47:28: train_ones:0.0451452
- 2021-11-21 04:47:28: train_distortion:0.16366799
- 2021-11-21 04:47:28: train_loss:1.412773
- 2021-11-21 04:50:15: Running time:(mins): 1953
- 2021-11-21 04:50:15: ==========Train Epoch 33 Step: 33649
- 2021-11-21 04:50:15: bpp_ae: [0.3257]
- 2021-11-21 04:50:15: bpp_hyper: [0.0948]
- 2021-11-21 04:50:15: bpp: [0.4205]
- 2021-11-21 04:50:15: IoU: [0.6847]
- 2021-11-21 04:50:15: train_zeros:0.04707846
- 2021-11-21 04:50:15: train_ones:0.04111555
- 2021-11-21 04:50:15: train_distortion:0.18235093
- 2021-11-21 04:50:15: train_loss:1.506923
- 2021-11-21 04:52:59: Running time:(mins): 1956
- 2021-11-21 04:52:59: ==========Train Epoch 33 Step: 33699
- 2021-11-21 04:52:59: bpp_ae: [0.3298]
- 2021-11-21 04:52:59: bpp_hyper: [0.0991]
- 2021-11-21 04:52:59: bpp: [0.4289]
- 2021-11-21 04:52:59: IoU: [0.6938]
- 2021-11-21 04:52:59: train_zeros:0.027524069
- 2021-11-21 04:52:59: train_ones:0.037465677
- 2021-11-21 04:52:59: train_distortion:0.12003788
- 2021-11-21 04:52:59: train_loss:1.1450769
- 2021-11-21 04:55:44: Running time:(mins): 1958
- 2021-11-21 04:55:44: ==========Train Epoch 33 Step: 33749
- 2021-11-21 04:55:44: bpp_ae: [0.3295]
- 2021-11-21 04:55:44: bpp_hyper: [0.0973]
- 2021-11-21 04:55:44: bpp: [0.4268]
- 2021-11-21 04:55:44: IoU: [0.6828]
- 2021-11-21 04:55:44: train_zeros:0.023512922
- 2021-11-21 04:55:44: train_ones:0.037865937
- 2021-11-21 04:55:44: train_distortion:0.1084047
- 2021-11-21 04:55:44: train_loss:1.0722787
- 2021-11-21 04:58:30: Running time:(mins): 1961
- 2021-11-21 04:58:30: ==========Train Epoch 33 Step: 33799
- 2021-11-21 04:58:30: bpp_ae: [0.33]
- 2021-11-21 04:58:30: bpp_hyper: [0.0985]
- 2021-11-21 04:58:30: bpp: [0.4285]
- 2021-11-21 04:58:30: IoU: [0.6907]
- 2021-11-21 04:58:30: train_zeros:0.02831961
- 2021-11-21 04:58:30: train_ones:0.03611274
- 2021-11-21 04:58:30: train_distortion:0.12107157
- 2021-11-21 04:58:30: train_loss:1.192226
- 2021-11-21 05:01:15: Running time:(mins): 1964
- 2021-11-21 05:01:15: ==========Train Epoch 33 Step: 33849
- 2021-11-21 05:01:15: bpp_ae: [0.329]
- 2021-11-21 05:01:15: bpp_hyper: [0.0979]
- 2021-11-21 05:01:15: bpp: [0.4268]
- 2021-11-21 05:01:15: IoU: [0.6902]
- 2021-11-21 05:01:15: train_zeros:0.02161474
- 2021-11-21 05:01:15: train_ones:0.037192434
- 2021-11-21 05:01:15: train_distortion:0.102036655
- 2021-11-21 05:01:15: train_loss:1.0655365
- 2021-11-21 05:04:02: Running time:(mins): 1967
- 2021-11-21 05:04:02: ==========Train Epoch 33 Step: 33899
- 2021-11-21 05:04:02: bpp_ae: [0.3322]
- 2021-11-21 05:04:02: bpp_hyper: [0.0975]
- 2021-11-21 05:04:02: bpp: [0.4297]
- 2021-11-21 05:04:02: IoU: [0.685]
- 2021-11-21 05:04:02: train_zeros:0.028474944
- 2021-11-21 05:04:02: train_ones:0.033849362
- 2021-11-21 05:04:02: train_distortion:0.1192742
- 2021-11-21 05:04:02: train_loss:1.1369325
- 2021-11-21 05:06:47: Running time:(mins): 1969
- 2021-11-21 05:06:47: ==========Train Epoch 33 Step: 33949
- 2021-11-21 05:06:47: bpp_ae: [0.3277]
- 2021-11-21 05:06:47: bpp_hyper: [0.095]
- 2021-11-21 05:06:47: bpp: [0.4227]
- 2021-11-21 05:06:47: IoU: [0.6793]
- 2021-11-21 05:06:47: train_zeros:0.028768374
- 2021-11-21 05:06:47: train_ones:0.045551714
- 2021-11-21 05:06:47: train_distortion:0.13185683
- 2021-11-21 05:06:47: train_loss:1.2303345
- 2021-11-21 05:09:33: Running time:(mins): 1972
- 2021-11-21 05:09:33: ==========Train Epoch 33 Step: 33999
- 2021-11-21 05:09:33: bpp_ae: [0.327]
- 2021-11-21 05:09:33: bpp_hyper: [0.0955]
- 2021-11-21 05:09:33: bpp: [0.4225]
- 2021-11-21 05:09:33: IoU: [0.6788]
- 2021-11-21 05:09:33: train_zeros:0.025837803
- 2021-11-21 05:09:33: train_ones:0.04778786
- 2021-11-21 05:09:33: train_distortion:0.12530127
- 2021-11-21 05:09:33: train_loss:1.2182202
- 2021-11-21 05:09:33: Saved model on epoch: 33, for epoch finished.
- 2021-11-21 05:09:33: Testing Files length:12
- 2021-11-21 05:09:53: ==========Test Epoch 34 Step: 0
- 2021-11-21 05:09:53: bpp_ae: [0.2988]
- 2021-11-21 05:09:53: bpp_hyper: [0.0729]
- 2021-11-21 05:09:53: bpp: [0.3716]
- 2021-11-21 05:09:53: IoU: [0.6929]
- 2021-11-21 05:09:53: ========================================
- Training Epoch: 34
- 2021-11-21 05:09:53: alpha:6 beta:3.0
- 2021-11-21 05:09:53: LR:1e-05
- 2021-11-21 05:09:53: Training Files length:1000
- 2021-11-21 05:12:38: Running time:(mins): 1975
- 2021-11-21 05:12:38: ==========Train Epoch 34 Step: 34049
- 2021-11-21 05:12:38: bpp_ae: [0.3273]
- 2021-11-21 05:12:38: bpp_hyper: [0.097]
- 2021-11-21 05:12:38: bpp: [0.4243]
- 2021-11-21 05:12:38: IoU: [0.6907]
- 2021-11-21 05:12:38: train_zeros:0.048204992
- 2021-11-21 05:12:38: train_ones:0.04373572
- 2021-11-21 05:12:38: train_distortion:0.1883507
- 2021-11-21 05:12:38: train_loss:1.5207707
- 2021-11-21 05:15:19: Running time:(mins): 1978
- 2021-11-21 05:15:19: ==========Train Epoch 34 Step: 34099
- 2021-11-21 05:15:19: bpp_ae: [0.33]
- 2021-11-21 05:15:19: bpp_hyper: [0.0979]
- 2021-11-21 05:15:19: bpp: [0.4278]
- 2021-11-21 05:15:19: IoU: [0.6878]
- 2021-11-21 05:15:19: train_zeros:0.032681968
- 2021-11-21 05:15:19: train_ones:0.039802343
- 2021-11-21 05:15:19: train_distortion:0.13784824
- 2021-11-21 05:15:19: train_loss:1.2537216
- 2021-11-21 05:18:02: Running time:(mins): 1981
- 2021-11-21 05:18:02: ==========Train Epoch 34 Step: 34149
- 2021-11-21 05:18:02: bpp_ae: [0.3285]
- 2021-11-21 05:18:02: bpp_hyper: [0.0958]
- 2021-11-21 05:18:02: bpp: [0.4244]
- 2021-11-21 05:18:02: IoU: [0.679]
- 2021-11-21 05:18:02: train_zeros:0.036612958
- 2021-11-21 05:18:02: train_ones:0.045678377
- 2021-11-21 05:18:02: train_distortion:0.15551725
- 2021-11-21 05:18:02: train_loss:1.3063121
- 2021-11-21 05:20:45: Running time:(mins): 1983
- 2021-11-21 05:20:45: ==========Train Epoch 34 Step: 34199
- 2021-11-21 05:20:45: bpp_ae: [0.3291]
- 2021-11-21 05:20:45: bpp_hyper: [0.0946]
- 2021-11-21 05:20:45: bpp: [0.4238]
- 2021-11-21 05:20:45: IoU: [0.6812]
- 2021-11-21 05:20:45: train_zeros:0.026401933
- 2021-11-21 05:20:45: train_ones:0.04553869
- 2021-11-21 05:20:45: train_distortion:0.12474449
- 2021-11-21 05:20:45: train_loss:1.2196327
- 2021-11-21 05:23:30: Running time:(mins): 1986
- 2021-11-21 05:23:30: ==========Train Epoch 34 Step: 34249
- 2021-11-21 05:23:30: bpp_ae: [0.3268]
- 2021-11-21 05:23:30: bpp_hyper: [0.0965]
- 2021-11-21 05:23:30: bpp: [0.4233]
- 2021-11-21 05:23:30: IoU: [0.6824]
- 2021-11-21 05:23:30: train_zeros:0.020837806
- 2021-11-21 05:23:30: train_ones:0.036078695
- 2021-11-21 05:23:30: train_distortion:0.09859212
- 2021-11-21 05:23:30: train_loss:1.0539402
- 2021-11-21 05:26:19: Running time:(mins): 1989
- 2021-11-21 05:26:19: ==========Train Epoch 34 Step: 34299
- 2021-11-21 05:26:19: bpp_ae: [0.3245]
- 2021-11-21 05:26:19: bpp_hyper: [0.0958]
- 2021-11-21 05:26:19: bpp: [0.4203]
- 2021-11-21 05:26:19: IoU: [0.6917]
- 2021-11-21 05:26:19: train_zeros:0.021488786
- 2021-11-21 05:26:19: train_ones:0.038472597
- 2021-11-21 05:26:19: train_distortion:0.10293895
- 2021-11-21 05:26:19: train_loss:1.0410763
- 2021-11-21 05:29:02: Running time:(mins): 1992
- 2021-11-21 05:29:02: ==========Train Epoch 34 Step: 34349
- 2021-11-21 05:29:02: bpp_ae: [0.3305]
- 2021-11-21 05:29:02: bpp_hyper: [0.0973]
- 2021-11-21 05:29:02: bpp: [0.4279]
- 2021-11-21 05:29:02: IoU: [0.6849]
- 2021-11-21 05:29:02: train_zeros:0.021068519
- 2021-11-21 05:29:02: train_ones:0.043683875
- 2021-11-21 05:29:02: train_distortion:0.10688943
- 2021-11-21 05:29:02: train_loss:1.0649168
- 2021-11-21 05:31:49: Running time:(mins): 1994
- 2021-11-21 05:31:49: ==========Train Epoch 34 Step: 34399
- 2021-11-21 05:31:49: bpp_ae: [0.3296]
- 2021-11-21 05:31:49: bpp_hyper: [0.0952]
- 2021-11-21 05:31:49: bpp: [0.4248]
- 2021-11-21 05:31:49: IoU: [0.6909]
- 2021-11-21 05:31:49: train_zeros:0.02298859
- 2021-11-21 05:31:49: train_ones:0.03962312
- 2021-11-21 05:31:49: train_distortion:0.10858889
- 2021-11-21 05:31:49: train_loss:1.0785277
- 2021-11-21 05:34:35: Running time:(mins): 1997
- 2021-11-21 05:34:35: ==========Train Epoch 34 Step: 34449
- 2021-11-21 05:34:35: bpp_ae: [0.3282]
- 2021-11-21 05:34:35: bpp_hyper: [0.0944]
- 2021-11-21 05:34:35: bpp: [0.4226]
- 2021-11-21 05:34:35: IoU: [0.6899]
- 2021-11-21 05:34:35: train_zeros:0.027828198
- 2021-11-21 05:34:35: train_ones:0.03880792
- 2021-11-21 05:34:35: train_distortion:0.12229251
- 2021-11-21 05:34:35: train_loss:1.1538986
- 2021-11-21 05:37:23: Running time:(mins): 2000
- 2021-11-21 05:37:23: ==========Train Epoch 34 Step: 34499
- 2021-11-21 05:37:23: bpp_ae: [0.3366]
- 2021-11-21 05:37:23: bpp_hyper: [0.0969]
- 2021-11-21 05:37:23: bpp: [0.4335]
- 2021-11-21 05:37:23: IoU: [0.6876]
- 2021-11-21 05:37:23: train_zeros:0.024856761
- 2021-11-21 05:37:23: train_ones:0.051151916
- 2021-11-21 05:37:23: train_distortion:0.1257222
- 2021-11-21 05:37:23: train_loss:1.1836656
- 2021-11-21 05:40:10: Running time:(mins): 2003
- 2021-11-21 05:40:10: ==========Train Epoch 34 Step: 34549
- 2021-11-21 05:40:10: bpp_ae: [0.3325]
- 2021-11-21 05:40:10: bpp_hyper: [0.0973]
- 2021-11-21 05:40:10: bpp: [0.4298]
- 2021-11-21 05:40:10: IoU: [0.6857]
- 2021-11-21 05:40:10: train_zeros:0.02471492
- 2021-11-21 05:40:10: train_ones:0.03732281
- 2021-11-21 05:40:10: train_distortion:0.11146758
- 2021-11-21 05:40:10: train_loss:1.0850941
- 2021-11-21 05:43:01: Running time:(mins): 2006
- 2021-11-21 05:43:01: ==========Train Epoch 34 Step: 34599
- 2021-11-21 05:43:01: bpp_ae: [0.3317]
- 2021-11-21 05:43:01: bpp_hyper: [0.0969]
- 2021-11-21 05:43:01: bpp: [0.4286]
- 2021-11-21 05:43:01: IoU: [0.688]
- 2021-11-21 05:43:01: train_zeros:0.041204263
- 2021-11-21 05:43:01: train_ones:0.046261024
- 2021-11-21 05:43:01: train_distortion:0.16987382
- 2021-11-21 05:43:01: train_loss:1.4660416
- 2021-11-21 05:45:51: Running time:(mins): 2008
- 2021-11-21 05:45:51: ==========Train Epoch 34 Step: 34649
- 2021-11-21 05:45:51: bpp_ae: [0.329]
- 2021-11-21 05:45:51: bpp_hyper: [0.097]
- 2021-11-21 05:45:51: bpp: [0.426]
- 2021-11-21 05:45:51: IoU: [0.6933]
- 2021-11-21 05:45:51: train_zeros:0.018843397
- 2021-11-21 05:45:51: train_ones:0.032656137
- 2021-11-21 05:45:51: train_distortion:0.089186326
- 2021-11-21 05:45:51: train_loss:0.9933984
- 2021-11-21 05:48:40: Running time:(mins): 2011
- 2021-11-21 05:48:40: ==========Train Epoch 34 Step: 34699
- 2021-11-21 05:48:40: bpp_ae: [0.3261]
- 2021-11-21 05:48:40: bpp_hyper: [0.097]
- 2021-11-21 05:48:40: bpp: [0.4231]
- 2021-11-21 05:48:40: IoU: [0.6924]
- 2021-11-21 05:48:40: train_zeros:0.022914572
- 2021-11-21 05:48:40: train_ones:0.036502175
- 2021-11-21 05:48:40: train_distortion:0.10524589
- 2021-11-21 05:48:40: train_loss:1.0492114
- 2021-11-21 05:51:28: Running time:(mins): 2014
- 2021-11-21 05:51:28: ==========Train Epoch 34 Step: 34749
- 2021-11-21 05:51:28: bpp_ae: [0.3295]
- 2021-11-21 05:51:28: bpp_hyper: [0.0976]
- 2021-11-21 05:51:28: bpp: [0.4271]
- 2021-11-21 05:51:28: IoU: [0.6865]
- 2021-11-21 05:51:28: train_zeros:0.028143968
- 2021-11-21 05:51:28: train_ones:0.03834041
- 2021-11-21 05:51:28: train_distortion:0.122772306
- 2021-11-21 05:51:28: train_loss:1.1534313
- 2021-11-21 05:54:18: Running time:(mins): 2017
- 2021-11-21 05:54:18: ==========Train Epoch 34 Step: 34799
- 2021-11-21 05:54:18: bpp_ae: [0.3291]
- 2021-11-21 05:54:18: bpp_hyper: [0.0961]
- 2021-11-21 05:54:18: bpp: [0.4252]
- 2021-11-21 05:54:18: IoU: [0.6852]
- 2021-11-21 05:54:18: train_zeros:0.035230912
- 2021-11-21 05:54:18: train_ones:0.04345519
- 2021-11-21 05:54:18: train_distortion:0.14914793
- 2021-11-21 05:54:18: train_loss:1.3225485
- 2021-11-21 05:57:08: Running time:(mins): 2020
- 2021-11-21 05:57:08: ==========Train Epoch 34 Step: 34849
- 2021-11-21 05:57:08: bpp_ae: [0.3303]
- 2021-11-21 05:57:08: bpp_hyper: [0.1002]
- 2021-11-21 05:57:08: bpp: [0.4305]
- 2021-11-21 05:57:08: IoU: [0.6893]
- 2021-11-21 05:57:08: train_zeros:0.03333645
- 2021-11-21 05:57:08: train_ones:0.042379513
- 2021-11-21 05:57:08: train_distortion:0.14238887
- 2021-11-21 05:57:08: train_loss:1.2854118
- 2021-11-21 05:59:59: Running time:(mins): 2023
- 2021-11-21 05:59:59: ==========Train Epoch 34 Step: 34899
- 2021-11-21 05:59:59: bpp_ae: [0.326]
- 2021-11-21 05:59:59: bpp_hyper: [0.0938]
- 2021-11-21 05:59:59: bpp: [0.4198]
- 2021-11-21 05:59:59: IoU: [0.6807]
- 2021-11-21 05:59:59: train_zeros:0.029436404
- 2021-11-21 05:59:59: train_ones:0.040443104
- 2021-11-21 05:59:59: train_distortion:0.12875232
- 2021-11-21 05:59:59: train_loss:1.1914521
- 2021-11-21 06:02:48: Running time:(mins): 2025
- 2021-11-21 06:02:48: ==========Train Epoch 34 Step: 34949
- 2021-11-21 06:02:48: bpp_ae: [0.3271]
- 2021-11-21 06:02:48: bpp_hyper: [0.0942]
- 2021-11-21 06:02:48: bpp: [0.4213]
- 2021-11-21 06:02:48: IoU: [0.6815]
- 2021-11-21 06:02:48: train_zeros:0.03103983
- 2021-11-21 06:02:48: train_ones:0.040730663
- 2021-11-21 06:02:48: train_distortion:0.13385016
- 2021-11-21 06:02:48: train_loss:1.2458649
- 2021-11-21 06:05:33: Running time:(mins): 2028
- 2021-11-21 06:05:33: ==========Train Epoch 34 Step: 34999
- 2021-11-21 06:05:33: bpp_ae: [0.3257]
- 2021-11-21 06:05:33: bpp_hyper: [0.0949]
- 2021-11-21 06:05:33: bpp: [0.4206]
- 2021-11-21 06:05:33: IoU: [0.6884]
- 2021-11-21 06:05:33: train_zeros:0.043712217
- 2021-11-21 06:05:33: train_ones:0.050658144
- 2021-11-21 06:05:33: train_distortion:0.18179479
- 2021-11-21 06:05:33: train_loss:1.4858656
- 2021-11-21 06:05:33: Saved model on epoch: 34, for epoch finished.
- 2021-11-21 06:05:33: Testing Files length:12
- 2021-11-21 06:05:53: ==========Test Epoch 35 Step: 0
- 2021-11-21 06:05:53: bpp_ae: [0.3062]
- 2021-11-21 06:05:53: bpp_hyper: [0.0756]
- 2021-11-21 06:05:53: bpp: [0.3819]
- 2021-11-21 06:05:53: IoU: [0.6853]
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