diff --git "a/mvtec/log_train.txt" "b/mvtec/log_train.txt" new file mode 100644--- /dev/null +++ "b/mvtec/log_train.txt" @@ -0,0 +1,3837 @@ +2024-03-30 00:05:19,825 - ==> Logging on master GPU: 0 +2024-03-30 00:05:19,825 - ==> Running Trainer: MAMBAADTrainer +2024-03-30 00:05:19,825 - ==> Using GPU: [0] for Training +2024-03-30 00:05:19,825 - ==> Building model +2024-03-30 00:05:20,214 - Loaded from checkpoint 'model/pretrain/resnet34-43635321.pth' +2024-03-30 00:05:41,932 - +------------------------------------ MAMBAAD ------------------------------------ +| module | #parameters or shape | #flops | +|:------------------------------------------------------------|:-----------------------|:-------------| +| model | 25.667M | 8.3G | +| net_t | 8.17M | 3.955G | +| net_t.conv1 | 9.408K | 0.154G | +| net_t.conv1.weight | (64, 3, 7, 7) | | +| net_t.bn1 | 0.128K | 2.097M | +| net_t.bn1.weight | (64,) | | +| net_t.bn1.bias | (64,) | | +| net_t.layer1 | 0.222M | 0.909G | +| net_t.layer1.0 | 73.984K | 0.303G | +| net_t.layer1.0.conv1 | 36.864K | 0.151G | +| net_t.layer1.0.conv1.weight | (64, 64, 3, 3) | | +| net_t.layer1.0.bn1 | 0.128K | 0.524M | +| net_t.layer1.0.bn1.weight | (64,) | | +| net_t.layer1.0.bn1.bias | (64,) | | +| net_t.layer1.0.conv2 | 36.864K | 0.151G | +| net_t.layer1.0.conv2.weight | (64, 64, 3, 3) | | +| net_t.layer1.0.bn2 | 0.128K | 0.524M | +| net_t.layer1.0.bn2.weight | (64,) | | +| net_t.layer1.0.bn2.bias | (64,) | | +| net_t.layer1.1 | 73.984K | 0.303G | +| net_t.layer1.1.conv1 | 36.864K | 0.151G | +| net_t.layer1.1.conv1.weight | (64, 64, 3, 3) | | +| net_t.layer1.1.bn1 | 0.128K | 0.524M | +| net_t.layer1.1.bn1.weight | (64,) | | +| net_t.layer1.1.bn1.bias | (64,) | | +| net_t.layer1.1.conv2 | 36.864K | 0.151G | +| net_t.layer1.1.conv2.weight | (64, 64, 3, 3) | | +| net_t.layer1.1.bn2 | 0.128K | 0.524M | +| net_t.layer1.1.bn2.weight | (64,) | | +| net_t.layer1.1.bn2.bias | (64,) | | +| net_t.layer1.2 | 73.984K | 0.303G | +| net_t.layer1.2.conv1 | 36.864K | 0.151G | +| net_t.layer1.2.conv1.weight | (64, 64, 3, 3) | | +| net_t.layer1.2.bn1 | 0.128K | 0.524M | +| net_t.layer1.2.bn1.weight | (64,) | | +| net_t.layer1.2.bn1.bias | (64,) | | +| net_t.layer1.2.conv2 | 36.864K | 0.151G | +| net_t.layer1.2.conv2.weight | (64, 64, 3, 3) | | +| net_t.layer1.2.bn2 | 0.128K | 0.524M | +| net_t.layer1.2.bn2.weight | (64,) | | +| net_t.layer1.2.bn2.bias | (64,) | | +| net_t.layer2 | 1.116M | 1.143G | +| net_t.layer2.0 | 0.23M | 0.236G | +| net_t.layer2.0.conv1 | 73.728K | 75.497M | +| net_t.layer2.0.conv1.weight | (128, 64, 3, 3) | | +| net_t.layer2.0.bn1 | 0.256K | 0.262M | +| net_t.layer2.0.bn1.weight | (128,) | | +| net_t.layer2.0.bn1.bias | (128,) | | +| net_t.layer2.0.conv2 | 0.147M | 0.151G | +| net_t.layer2.0.conv2.weight | (128, 128, 3, 3) | | +| net_t.layer2.0.bn2 | 0.256K | 0.262M | +| net_t.layer2.0.bn2.weight | (128,) | | +| net_t.layer2.0.bn2.bias | (128,) | | +| net_t.layer2.0.downsample | 8.448K | 8.651M | +| net_t.layer2.0.downsample.0 | 8.192K | 8.389M | +| net_t.layer2.0.downsample.1 | 0.256K | 0.262M | +| net_t.layer2.1 | 0.295M | 0.303G | +| net_t.layer2.1.conv1 | 0.147M | 0.151G | +| net_t.layer2.1.conv1.weight | (128, 128, 3, 3) | | +| net_t.layer2.1.bn1 | 0.256K | 0.262M | +| net_t.layer2.1.bn1.weight | (128,) | | +| net_t.layer2.1.bn1.bias | (128,) | | +| net_t.layer2.1.conv2 | 0.147M | 0.151G | +| net_t.layer2.1.conv2.weight | (128, 128, 3, 3) | | +| net_t.layer2.1.bn2 | 0.256K | 0.262M | +| net_t.layer2.1.bn2.weight | (128,) | | +| net_t.layer2.1.bn2.bias | (128,) | | +| net_t.layer2.2 | 0.295M | 0.303G | +| net_t.layer2.2.conv1 | 0.147M | 0.151G | +| net_t.layer2.2.conv1.weight | (128, 128, 3, 3) | | +| net_t.layer2.2.bn1 | 0.256K | 0.262M | +| net_t.layer2.2.bn1.weight | (128,) | | +| net_t.layer2.2.bn1.bias | (128,) | | +| net_t.layer2.2.conv2 | 0.147M | 0.151G | +| net_t.layer2.2.conv2.weight | (128, 128, 3, 3) | | +| net_t.layer2.2.bn2 | 0.256K | 0.262M | +| net_t.layer2.2.bn2.weight | (128,) | | +| net_t.layer2.2.bn2.bias | (128,) | | +| net_t.layer2.3 | 0.295M | 0.303G | +| net_t.layer2.3.conv1 | 0.147M | 0.151G | +| net_t.layer2.3.conv1.weight | (128, 128, 3, 3) | | +| net_t.layer2.3.bn1 | 0.256K | 0.262M | +| net_t.layer2.3.bn1.weight | (128,) | | +| net_t.layer2.3.bn1.bias | (128,) | | +| net_t.layer2.3.conv2 | 0.147M | 0.151G | +| net_t.layer2.3.conv2.weight | (128, 128, 3, 3) | | +| net_t.layer2.3.bn2 | 0.256K | 0.262M | +| net_t.layer2.3.bn2.weight | (128,) | | +| net_t.layer2.3.bn2.bias | (128,) | | +| net_t.layer3 | 6.822M | 1.747G | +| net_t.layer3.0 | 0.919M | 0.235G | +| net_t.layer3.0.conv1 | 0.295M | 75.497M | +| net_t.layer3.0.conv1.weight | (256, 128, 3, 3) | | +| net_t.layer3.0.bn1 | 0.512K | 0.131M | +| net_t.layer3.0.bn1.weight | (256,) | | +| net_t.layer3.0.bn1.bias | (256,) | | +| net_t.layer3.0.conv2 | 0.59M | 0.151G | +| net_t.layer3.0.conv2.weight | (256, 256, 3, 3) | | +| net_t.layer3.0.bn2 | 0.512K | 0.131M | +| net_t.layer3.0.bn2.weight | (256,) | | +| net_t.layer3.0.bn2.bias | (256,) | | +| net_t.layer3.0.downsample | 33.28K | 8.52M | +| net_t.layer3.0.downsample.0 | 32.768K | 8.389M | +| net_t.layer3.0.downsample.1 | 0.512K | 0.131M | +| net_t.layer3.1 | 1.181M | 0.302G | +| net_t.layer3.1.conv1 | 0.59M | 0.151G | +| net_t.layer3.1.conv1.weight | (256, 256, 3, 3) | | +| net_t.layer3.1.bn1 | 0.512K | 0.131M | +| net_t.layer3.1.bn1.weight | (256,) | | +| net_t.layer3.1.bn1.bias | (256,) | | +| net_t.layer3.1.conv2 | 0.59M | 0.151G | +| net_t.layer3.1.conv2.weight | (256, 256, 3, 3) | | +| net_t.layer3.1.bn2 | 0.512K | 0.131M | +| net_t.layer3.1.bn2.weight | (256,) | | +| net_t.layer3.1.bn2.bias | (256,) | | +| net_t.layer3.2 | 1.181M | 0.302G | +| net_t.layer3.2.conv1 | 0.59M | 0.151G | +| net_t.layer3.2.conv1.weight | (256, 256, 3, 3) | | +| net_t.layer3.2.bn1 | 0.512K | 0.131M | +| net_t.layer3.2.bn1.weight | (256,) | | +| net_t.layer3.2.bn1.bias | (256,) | | +| net_t.layer3.2.conv2 | 0.59M | 0.151G | +| net_t.layer3.2.conv2.weight | (256, 256, 3, 3) | | +| net_t.layer3.2.bn2 | 0.512K | 0.131M | +| net_t.layer3.2.bn2.weight | (256,) | | +| net_t.layer3.2.bn2.bias | (256,) | | +| net_t.layer3.3 | 1.181M | 0.302G | +| net_t.layer3.3.conv1 | 0.59M | 0.151G | +| net_t.layer3.3.conv1.weight | (256, 256, 3, 3) | | +| net_t.layer3.3.bn1 | 0.512K | 0.131M | +| net_t.layer3.3.bn1.weight | (256,) | | +| net_t.layer3.3.bn1.bias | (256,) | | +| net_t.layer3.3.conv2 | 0.59M | 0.151G | +| net_t.layer3.3.conv2.weight | (256, 256, 3, 3) | | +| net_t.layer3.3.bn2 | 0.512K | 0.131M | +| net_t.layer3.3.bn2.weight | (256,) | | +| net_t.layer3.3.bn2.bias | (256,) | | +| net_t.layer3.4 | 1.181M | 0.302G | +| net_t.layer3.4.conv1 | 0.59M | 0.151G | +| net_t.layer3.4.conv1.weight | (256, 256, 3, 3) | | +| net_t.layer3.4.bn1 | 0.512K | 0.131M | +| net_t.layer3.4.bn1.weight | (256,) | | +| net_t.layer3.4.bn1.bias | (256,) | | +| net_t.layer3.4.conv2 | 0.59M | 0.151G | +| net_t.layer3.4.conv2.weight | (256, 256, 3, 3) | | +| net_t.layer3.4.bn2 | 0.512K | 0.131M | +| net_t.layer3.4.bn2.weight | (256,) | | +| net_t.layer3.4.bn2.bias | (256,) | | +| net_t.layer3.5 | 1.181M | 0.302G | +| net_t.layer3.5.conv1 | 0.59M | 0.151G | +| net_t.layer3.5.conv1.weight | (256, 256, 3, 3) | | +| net_t.layer3.5.bn1 | 0.512K | 0.131M | +| net_t.layer3.5.bn1.weight | (256,) | | +| net_t.layer3.5.bn1.bias | (256,) | | +| net_t.layer3.5.conv2 | 0.59M | 0.151G | +| net_t.layer3.5.conv2.weight | (256, 256, 3, 3) | | +| net_t.layer3.5.bn2 | 0.512K | 0.131M | +| net_t.layer3.5.bn2.weight | (256,) | | +| net_t.layer3.5.bn2.bias | (256,) | | +| mff_oce | 1.458M | 0.269G | +| mff_oce.bn_layer | 0.94M | 66.47M | +| mff_oce.bn_layer.0 | 0.379M | 30.622M | +| mff_oce.bn_layer.0.conv1 | 32.768K | 8.389M | +| mff_oce.bn_layer.0.conv1.weight | (128, 256, 1, 1) | | +| mff_oce.bn_layer.0.bn1 | 0.256K | 65.536K | +| mff_oce.bn_layer.0.bn1.weight | (128,) | | +| mff_oce.bn_layer.0.bn1.bias | (128,) | | +| mff_oce.bn_layer.0.conv2 | 0.147M | 9.437M | +| mff_oce.bn_layer.0.conv2.weight | (128, 128, 3, 3) | | +| mff_oce.bn_layer.0.bn2 | 0.256K | 16.384K | +| mff_oce.bn_layer.0.bn2.weight | (128,) | | +| mff_oce.bn_layer.0.bn2.bias | (128,) | | +| mff_oce.bn_layer.0.conv3 | 65.536K | 4.194M | +| mff_oce.bn_layer.0.conv3.weight | (512, 128, 1, 1) | | +| mff_oce.bn_layer.0.bn3 | 1.024K | 65.536K | +| mff_oce.bn_layer.0.bn3.weight | (512,) | | +| mff_oce.bn_layer.0.bn3.bias | (512,) | | +| mff_oce.bn_layer.0.downsample | 0.132M | 8.454M | +| mff_oce.bn_layer.0.downsample.0 | 0.131M | 8.389M | +| mff_oce.bn_layer.0.downsample.1 | 1.024K | 65.536K | +| mff_oce.bn_layer.1 | 0.28M | 17.924M | +| mff_oce.bn_layer.1.conv1 | 65.536K | 4.194M | +| mff_oce.bn_layer.1.conv1.weight | (128, 512, 1, 1) | | +| mff_oce.bn_layer.1.bn1 | 0.256K | 16.384K | +| mff_oce.bn_layer.1.bn1.weight | (128,) | | +| mff_oce.bn_layer.1.bn1.bias | (128,) | | +| mff_oce.bn_layer.1.conv2 | 0.147M | 9.437M | +| mff_oce.bn_layer.1.conv2.weight | (128, 128, 3, 3) | | +| mff_oce.bn_layer.1.bn2 | 0.256K | 16.384K | +| mff_oce.bn_layer.1.bn2.weight | (128,) | | +| mff_oce.bn_layer.1.bn2.bias | (128,) | | +| mff_oce.bn_layer.1.conv3 | 65.536K | 4.194M | +| mff_oce.bn_layer.1.conv3.weight | (512, 128, 1, 1) | | +| mff_oce.bn_layer.1.bn3 | 1.024K | 65.536K | +| mff_oce.bn_layer.1.bn3.weight | (512,) | | +| mff_oce.bn_layer.1.bn3.bias | (512,) | | +| mff_oce.bn_layer.2 | 0.28M | 17.924M | +| mff_oce.bn_layer.2.conv1 | 65.536K | 4.194M | +| mff_oce.bn_layer.2.conv1.weight | (128, 512, 1, 1) | | +| mff_oce.bn_layer.2.bn1 | 0.256K | 16.384K | +| mff_oce.bn_layer.2.bn1.weight | (128,) | | +| mff_oce.bn_layer.2.bn1.bias | (128,) | | +| mff_oce.bn_layer.2.conv2 | 0.147M | 9.437M | +| mff_oce.bn_layer.2.conv2.weight | (128, 128, 3, 3) | | +| mff_oce.bn_layer.2.bn2 | 0.256K | 16.384K | +| mff_oce.bn_layer.2.bn2.weight | (128,) | | +| mff_oce.bn_layer.2.bn2.bias | (128,) | | +| mff_oce.bn_layer.2.conv3 | 65.536K | 4.194M | +| mff_oce.bn_layer.2.conv3.weight | (512, 128, 1, 1) | | +| mff_oce.bn_layer.2.bn3 | 1.024K | 65.536K | +| mff_oce.bn_layer.2.bn3.weight | (512,) | | +| mff_oce.bn_layer.2.bn3.bias | (512,) | | +| mff_oce.conv1 | 73.728K | 75.497M | +| mff_oce.conv1.weight | (128, 64, 3, 3) | | +| mff_oce.bn1 | 0.256K | 0.262M | +| mff_oce.bn1.weight | (128,) | | +| mff_oce.bn1.bias | (128,) | | +| mff_oce.conv2 | 0.295M | 75.497M | +| mff_oce.conv2.weight | (256, 128, 3, 3) | | +| mff_oce.bn2 | 0.512K | 0.131M | +| mff_oce.bn2.weight | (256,) | | +| mff_oce.bn2.bias | (256,) | | +| mff_oce.conv21 | 16.512K | 16.777M | +| mff_oce.conv21.weight | (128, 128, 1, 1) | | +| mff_oce.conv21.bias | (128,) | | +| mff_oce.bn21 | 0.256K | 0.262M | +| mff_oce.bn21.weight | (128,) | | +| mff_oce.bn21.bias | (128,) | | +| mff_oce.conv31 | 65.792K | 16.777M | +| mff_oce.conv31.weight | (256, 256, 1, 1) | | +| mff_oce.conv31.bias | (256,) | | +| mff_oce.bn31 | 0.512K | 0.131M | +| mff_oce.bn31.weight | (256,) | | +| mff_oce.bn31.bias | (256,) | | +| mff_oce.convf | 65.792K | 16.777M | +| mff_oce.convf.weight | (256, 256, 1, 1) | | +| mff_oce.convf.bias | (256,) | | +| mff_oce.bnf | 0.512K | 0.131M | +| mff_oce.bnf.weight | (256,) | | +| mff_oce.bnf.bias | (256,) | | +| net_s.layers_up | 16.038M | 4.076G | +| net_s.layers_up.0.blocks.0 | 9.441M | 0.577G | +| net_s.layers_up.0.blocks.0.smm_blocks | 7.561M | 0.456G | +| net_s.layers_up.0.blocks.0.smm_blocks.0 | 2.52M | 0.152G | +| net_s.layers_up.0.blocks.0.smm_blocks.0.ln_1 | 1.024K | 0.164M | +| net_s.layers_up.0.blocks.0.smm_blocks.0.self_attention | 2.519M | 0.152G | +| net_s.layers_up.0.blocks.0.smm_blocks.1 | 2.52M | 0.152G | +| net_s.layers_up.0.blocks.0.smm_blocks.1.ln_1 | 1.024K | 0.164M | +| net_s.layers_up.0.blocks.0.smm_blocks.1.self_attention | 2.519M | 0.152G | +| net_s.layers_up.0.blocks.0.smm_blocks.2 | 2.52M | 0.152G | +| net_s.layers_up.0.blocks.0.smm_blocks.2.ln_1 | 1.024K | 0.164M | +| net_s.layers_up.0.blocks.0.smm_blocks.2.self_attention | 2.519M | 0.152G | +| net_s.layers_up.0.blocks.0.conv1b3 | 0.263M | 16.908M | +| net_s.layers_up.0.blocks.0.conv1b3.0 | 0.263M | 16.777M | +| net_s.layers_up.0.blocks.0.conv1b3.0.weight | (512, 512, 1, 1) | | +| net_s.layers_up.0.blocks.0.conv1b3.0.bias | (512,) | | +| net_s.layers_up.0.blocks.0.conv1b3.1 | | 0.131M | +| net_s.layers_up.0.blocks.0.conv1a3 | 0.263M | 16.908M | +| net_s.layers_up.0.blocks.0.conv1a3.0 | 0.263M | 16.777M | +| net_s.layers_up.0.blocks.0.conv1a3.0.weight | (512, 512, 1, 1) | | +| net_s.layers_up.0.blocks.0.conv1a3.0.bias | (512,) | | +| net_s.layers_up.0.blocks.0.conv1a3.1 | | 0.131M | +| net_s.layers_up.0.blocks.0.conv1b5 | 0.263M | 16.908M | +| net_s.layers_up.0.blocks.0.conv1b5.0 | 0.263M | 16.777M | +| net_s.layers_up.0.blocks.0.conv1b5.0.weight | (512, 512, 1, 1) | | +| net_s.layers_up.0.blocks.0.conv1b5.0.bias | (512,) | | +| net_s.layers_up.0.blocks.0.conv1b5.1 | | 0.131M | +| net_s.layers_up.0.blocks.0.conv1a5 | 0.263M | 16.908M | +| net_s.layers_up.0.blocks.0.conv1a5.0 | 0.263M | 16.777M | +| net_s.layers_up.0.blocks.0.conv1a5.0.weight | (512, 512, 1, 1) | | +| net_s.layers_up.0.blocks.0.conv1a5.0.bias | (512,) | | +| net_s.layers_up.0.blocks.0.conv1a5.1 | | 0.131M | +| net_s.layers_up.0.blocks.0.conv33.0 | 4.608K | | +| net_s.layers_up.0.blocks.0.conv33.0.weight | (512, 1, 3, 3) | | +| net_s.layers_up.0.blocks.0.conv55 | 12.8K | 0.95M | +| net_s.layers_up.0.blocks.0.conv55.0 | 12.8K | 0.819M | +| net_s.layers_up.0.blocks.0.conv55.0.weight | (512, 1, 5, 5) | | +| net_s.layers_up.0.blocks.0.conv55.1 | | 0.131M | +| net_s.layers_up.0.blocks.0.conv77 | 25.088K | 1.737M | +| net_s.layers_up.0.blocks.0.conv77.0 | 25.088K | 1.606M | +| net_s.layers_up.0.blocks.0.conv77.0.weight | (512, 1, 7, 7) | | +| net_s.layers_up.0.blocks.0.conv77.1 | | 0.131M | +| net_s.layers_up.0.blocks.0.finalconv11 | 0.787M | 50.332M | +| net_s.layers_up.0.blocks.0.finalconv11.weight | (512, 1536, 1, 1) | | +| net_s.layers_up.0.blocks.0.finalconv11.bias | (512,) | | +| net_s.layers_up.1 | 4.432M | 0.961G | +| net_s.layers_up.1.blocks | 3.908M | 0.928G | +| net_s.layers_up.1.blocks.0 | 1.954M | 0.464G | +| net_s.layers_up.1.blocks.0.smm_blocks | 1.473M | 0.34G | +| net_s.layers_up.1.blocks.0.conv1b3 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.0.conv1a3 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.0.conv1b5 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.0.conv1a5 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.0.conv33.0 | 2.304K | | +| net_s.layers_up.1.blocks.0.conv55 | 6.4K | 1.901M | +| net_s.layers_up.1.blocks.0.conv77 | 12.544K | 3.473M | +| net_s.layers_up.1.blocks.0.finalconv11 | 0.197M | 50.332M | +| net_s.layers_up.1.blocks.1 | 1.954M | 0.464G | +| net_s.layers_up.1.blocks.1.smm_blocks | 1.473M | 0.34G | +| net_s.layers_up.1.blocks.1.conv1b3 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.1.conv1a3 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.1.conv1b5 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.1.conv1a5 | 65.792K | 17.039M | +| net_s.layers_up.1.blocks.1.conv33.0 | 2.304K | | +| net_s.layers_up.1.blocks.1.conv55 | 6.4K | 1.901M | +| net_s.layers_up.1.blocks.1.conv77 | 12.544K | 3.473M | +| net_s.layers_up.1.blocks.1.finalconv11 | 0.197M | 50.332M | +| net_s.layers_up.1.upsample | 0.525M | 33.882M | +| net_s.layers_up.1.upsample.expand | 0.524M | 33.554M | +| net_s.layers_up.1.upsample.expand.weight | (1024, 512) | | +| net_s.layers_up.1.upsample.norm | 0.512K | 0.328M | +| net_s.layers_up.1.upsample.norm.weight | (256,) | | +| net_s.layers_up.1.upsample.norm.bias | (256,) | | +| net_s.layers_up.2 | 1.816M | 1.529G | +| net_s.layers_up.2.blocks | 1.685M | 1.495G | +| net_s.layers_up.2.blocks.0 | 0.842M | 0.747G | +| net_s.layers_up.2.blocks.0.smm_blocks | 0.717M | 0.617G | +| net_s.layers_up.2.blocks.0.conv1b3 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.0.conv1a3 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.0.conv1b5 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.0.conv1a5 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.0.conv33.0 | 1.152K | | +| net_s.layers_up.2.blocks.0.conv55 | 3.2K | 3.801M | +| net_s.layers_up.2.blocks.0.conv77 | 6.272K | 6.947M | +| net_s.layers_up.2.blocks.0.finalconv11 | 49.28K | 50.332M | +| net_s.layers_up.2.blocks.1 | 0.842M | 0.747G | +| net_s.layers_up.2.blocks.1.smm_blocks | 0.717M | 0.617G | +| net_s.layers_up.2.blocks.1.conv1b3 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.1.conv1a3 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.1.conv1b5 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.1.conv1a5 | 16.512K | 17.302M | +| net_s.layers_up.2.blocks.1.conv33.0 | 1.152K | | +| net_s.layers_up.2.blocks.1.conv55 | 3.2K | 3.801M | +| net_s.layers_up.2.blocks.1.conv77 | 6.272K | 6.947M | +| net_s.layers_up.2.blocks.1.finalconv11 | 49.28K | 50.332M | +| net_s.layers_up.2.upsample | 0.131M | 34.21M | +| net_s.layers_up.2.upsample.expand | 0.131M | 33.554M | +| net_s.layers_up.2.upsample.expand.weight | (512, 256) | | +| net_s.layers_up.2.upsample.norm | 0.256K | 0.655M | +| net_s.layers_up.2.upsample.norm.weight | (128,) | | +| net_s.layers_up.2.upsample.norm.bias | (128,) | | +| net_s.layers_up.3 | 0.349M | 1.009G | +| net_s.layers_up.3.blocks.0 | 0.316M | 0.974G | +| net_s.layers_up.3.blocks.0.smm_blocks | 0.281M | 0.831G | +| net_s.layers_up.3.blocks.0.smm_blocks.0 | 93.824K | 0.277G | +| net_s.layers_up.3.blocks.0.smm_blocks.1 | 93.824K | 0.277G | +| net_s.layers_up.3.blocks.0.smm_blocks.2 | 93.824K | 0.277G | +| net_s.layers_up.3.blocks.0.conv1b3 | 4.16K | 17.826M | +| net_s.layers_up.3.blocks.0.conv1b3.0 | 4.16K | 16.777M | +| net_s.layers_up.3.blocks.0.conv1b3.1 | | 1.049M | +| net_s.layers_up.3.blocks.0.conv1a3 | 4.16K | 17.826M | +| net_s.layers_up.3.blocks.0.conv1a3.0 | 4.16K | 16.777M | +| net_s.layers_up.3.blocks.0.conv1a3.1 | | 1.049M | +| net_s.layers_up.3.blocks.0.conv1b5 | 4.16K | 17.826M | +| net_s.layers_up.3.blocks.0.conv1b5.0 | 4.16K | 16.777M | +| net_s.layers_up.3.blocks.0.conv1b5.1 | | 1.049M | +| net_s.layers_up.3.blocks.0.conv1a5 | 4.16K | 17.826M | +| net_s.layers_up.3.blocks.0.conv1a5.0 | 4.16K | 16.777M | +| net_s.layers_up.3.blocks.0.conv1a5.1 | | 1.049M | +| net_s.layers_up.3.blocks.0.conv33.0 | 0.576K | | +| net_s.layers_up.3.blocks.0.conv33.0.weight | (64, 1, 3, 3) | | +| net_s.layers_up.3.blocks.0.conv55 | 1.6K | 7.602M | +| net_s.layers_up.3.blocks.0.conv55.0 | 1.6K | 6.554M | +| net_s.layers_up.3.blocks.0.conv55.1 | | 1.049M | +| net_s.layers_up.3.blocks.0.conv77 | 3.136K | 13.894M | +| net_s.layers_up.3.blocks.0.conv77.0 | 3.136K | 12.845M | +| net_s.layers_up.3.blocks.0.conv77.1 | | 1.049M | +| net_s.layers_up.3.blocks.0.finalconv11 | 12.352K | 50.332M | +| net_s.layers_up.3.blocks.0.finalconv11.weight | (64, 192, 1, 1) | | +| net_s.layers_up.3.blocks.0.finalconv11.bias | (64,) | | +| net_s.layers_up.3.upsample | 32.896K | 34.865M | +| net_s.layers_up.3.upsample.expand | 32.768K | 33.554M | +| net_s.layers_up.3.upsample.expand.weight | (256, 128) | | +| net_s.layers_up.3.upsample.norm | 0.128K | 1.311M | +| net_s.layers_up.3.upsample.norm.weight | (64,) | | +| net_s.layers_up.3.upsample.norm.bias | (64,) | | +--------------------------------------------------------------------------------- +2024-03-30 00:05:41,933 - ==> Creating optimizer +2024-03-30 00:05:41,938 - ==> Loading dataset: DefaultAD +2024-03-30 00:05:41,960 - ==> ********** cfg ********** +epoch_full : 1000 +fvcore_b : 1 +fvcore_c : 3 +metrics : ['mAUROC_sp_max', 'mAP_sp_max', 'mF1_max_sp_max', 'mAUROC_px', 'mAP_px', 'mF1_max_px', 'mAUPRO_px', 'mF1_px_0.2_0.8_0.1', 'mAcc_px_0.2_0.8_0.1', 'mIoU_px_0.2_0.8_0.1', 'mIoU_max_px'] +evaluator.kwargs : {'metrics': ['mAUROC_sp_max', 'mAP_sp_max', 'mF1_max_sp_max', 'mAUROC_px', 'mAP_px', 'mF1_max_px', 'mAUPRO_px', 'mF1_px_0.2_0.8_0.1', 'mAcc_px_0.2_0.8_0.1', 'mIoU_px_0.2_0.8_0.1', 'mIoU_max_px'], 'pooling_ks': None, 'max_step_aupro': 100} +optim.lr : 0.005 +optim.kwargs : {'name': 'adamw', 'betas': (0.9, 0.999), 'eps': 1e-08, 'weight_decay': 0.0001, 'amsgrad': False} +trainer.name : MAMBAADTrainer +trainer.checkpoint : runs +trainer.logdir_sub : +trainer.resume_dir : +trainer.cuda_deterministic : False +trainer.epoch_full : 1000 +trainer.scheduler_kwargs : {'name': 'step', 'lr_noise': None, 'noise_pct': 0.67, 'noise_std': 1.0, 'noise_seed': 42, 'lr_min': 5e-05, 'warmup_lr': 5e-06, 'warmup_iters': -1, 'cooldown_iters': 0, 'warmup_epochs': 0, 'cooldown_epochs': 0, 'use_iters': True, 'patience_iters': 0, 'patience_epochs': 0, 'decay_iters': 0, 'decay_epochs': 800, 'cycle_decay': 0.1, 'decay_rate': 0.1} +trainer.mixup_kwargs : {'mixup_alpha': 0.8, 'cutmix_alpha': 1.0, 'cutmix_minmax': None, 'prob': 0.0, 'switch_prob': 0.5, 'mode': 'batch', 'correct_lam': True, 'label_smoothing': 0.1} +trainer.test_start_epoch : 1000 +trainer.test_per_epoch : 50 +trainer.find_unused_parameters : False +trainer.sync_BN : apex +trainer.dist_BN : +trainer.scaler : none +trainer.data.batch_size : 16 +trainer.data.batch_size_per_gpu : 16 +trainer.data.batch_size_test : 16 +trainer.data.batch_size_per_gpu_test : 16 +trainer.data.num_workers_per_gpu : 4 +trainer.data.drop_last : True +trainer.data.pin_memory : True +trainer.data.persistent_workers : False +trainer.data.num_workers : 4 +trainer.iter : 0 +trainer.epoch : 0 +trainer.iter_full : 226000 +trainer.metric_recorder : {'mAUROC_sp_max_bottle': [], 'mAP_sp_max_bottle': [], 'mF1_max_sp_max_bottle': [], 'mAUROC_px_bottle': [], 'mAP_px_bottle': [], 'mF1_max_px_bottle': [], 'mAUPRO_px_bottle': [], 'mF1_px_0.2_0.8_0.1_bottle': [], 'mAcc_px_0.2_0.8_0.1_bottle': [], 'mIoU_px_0.2_0.8_0.1_bottle': [], 'mIoU_max_px_bottle': [], 'mAUROC_sp_max_cable': [], 'mAP_sp_max_cable': [], 'mF1_max_sp_max_cable': [], 'mAUROC_px_cable': [], 'mAP_px_cable': [], 'mF1_max_px_cable': [], 'mAUPRO_px_cable': [], 'mF1_px_0.2_0.8_0.1_cable': [], 'mAcc_px_0.2_0.8_0.1_cable': [], 'mIoU_px_0.2_0.8_0.1_cable': [], 'mIoU_max_px_cable': [], 'mAUROC_sp_max_capsule': [], 'mAP_sp_max_capsule': [], 'mF1_max_sp_max_capsule': [], 'mAUROC_px_capsule': [], 'mAP_px_capsule': [], 'mF1_max_px_capsule': [], 'mAUPRO_px_capsule': [], 'mF1_px_0.2_0.8_0.1_capsule': [], 'mAcc_px_0.2_0.8_0.1_capsule': [], 'mIoU_px_0.2_0.8_0.1_capsule': [], 'mIoU_max_px_capsule': [], 'mAUROC_sp_max_carpet': [], 'mAP_sp_max_carpet': [], 'mF1_max_sp_max_carpet': [], 'mAUROC_px_carpet': [], 'mAP_px_carpet': [], 'mF1_max_px_carpet': [], 'mAUPRO_px_carpet': [], 'mF1_px_0.2_0.8_0.1_carpet': [], 'mAcc_px_0.2_0.8_0.1_carpet': [], 'mIoU_px_0.2_0.8_0.1_carpet': [], 'mIoU_max_px_carpet': [], 'mAUROC_sp_max_grid': [], 'mAP_sp_max_grid': [], 'mF1_max_sp_max_grid': [], 'mAUROC_px_grid': [], 'mAP_px_grid': [], 'mF1_max_px_grid': [], 'mAUPRO_px_grid': [], 'mF1_px_0.2_0.8_0.1_grid': [], 'mAcc_px_0.2_0.8_0.1_grid': [], 'mIoU_px_0.2_0.8_0.1_grid': [], 'mIoU_max_px_grid': [], 'mAUROC_sp_max_hazelnut': [], 'mAP_sp_max_hazelnut': [], 'mF1_max_sp_max_hazelnut': [], 'mAUROC_px_hazelnut': [], 'mAP_px_hazelnut': [], 'mF1_max_px_hazelnut': [], 'mAUPRO_px_hazelnut': [], 'mF1_px_0.2_0.8_0.1_hazelnut': [], 'mAcc_px_0.2_0.8_0.1_hazelnut': [], 'mIoU_px_0.2_0.8_0.1_hazelnut': [], 'mIoU_max_px_hazelnut': [], 'mAUROC_sp_max_leather': [], 'mAP_sp_max_leather': [], 'mF1_max_sp_max_leather': [], 'mAUROC_px_leather': [], 'mAP_px_leather': [], 'mF1_max_px_leather': [], 'mAUPRO_px_leather': [], 'mF1_px_0.2_0.8_0.1_leather': [], 'mAcc_px_0.2_0.8_0.1_leather': [], 'mIoU_px_0.2_0.8_0.1_leather': [], 'mIoU_max_px_leather': [], 'mAUROC_sp_max_metal_nut': [], 'mAP_sp_max_metal_nut': [], 'mF1_max_sp_max_metal_nut': [], 'mAUROC_px_metal_nut': [], 'mAP_px_metal_nut': [], 'mF1_max_px_metal_nut': [], 'mAUPRO_px_metal_nut': [], 'mF1_px_0.2_0.8_0.1_metal_nut': [], 'mAcc_px_0.2_0.8_0.1_metal_nut': [], 'mIoU_px_0.2_0.8_0.1_metal_nut': [], 'mIoU_max_px_metal_nut': [], 'mAUROC_sp_max_pill': [], 'mAP_sp_max_pill': [], 'mF1_max_sp_max_pill': [], 'mAUROC_px_pill': [], 'mAP_px_pill': [], 'mF1_max_px_pill': [], 'mAUPRO_px_pill': [], 'mF1_px_0.2_0.8_0.1_pill': [], 'mAcc_px_0.2_0.8_0.1_pill': [], 'mIoU_px_0.2_0.8_0.1_pill': [], 'mIoU_max_px_pill': [], 'mAUROC_sp_max_screw': [], 'mAP_sp_max_screw': [], 'mF1_max_sp_max_screw': [], 'mAUROC_px_screw': [], 'mAP_px_screw': [], 'mF1_max_px_screw': [], 'mAUPRO_px_screw': [], 'mF1_px_0.2_0.8_0.1_screw': [], 'mAcc_px_0.2_0.8_0.1_screw': [], 'mIoU_px_0.2_0.8_0.1_screw': [], 'mIoU_max_px_screw': [], 'mAUROC_sp_max_tile': [], 'mAP_sp_max_tile': [], 'mF1_max_sp_max_tile': [], 'mAUROC_px_tile': [], 'mAP_px_tile': [], 'mF1_max_px_tile': [], 'mAUPRO_px_tile': [], 'mF1_px_0.2_0.8_0.1_tile': [], 'mAcc_px_0.2_0.8_0.1_tile': [], 'mIoU_px_0.2_0.8_0.1_tile': [], 'mIoU_max_px_tile': [], 'mAUROC_sp_max_toothbrush': [], 'mAP_sp_max_toothbrush': [], 'mF1_max_sp_max_toothbrush': [], 'mAUROC_px_toothbrush': [], 'mAP_px_toothbrush': [], 'mF1_max_px_toothbrush': [], 'mAUPRO_px_toothbrush': [], 'mF1_px_0.2_0.8_0.1_toothbrush': [], 'mAcc_px_0.2_0.8_0.1_toothbrush': [], 'mIoU_px_0.2_0.8_0.1_toothbrush': [], 'mIoU_max_px_toothbrush': [], 'mAUROC_sp_max_transistor': [], 'mAP_sp_max_transistor': [], 'mF1_max_sp_max_transistor': [], 'mAUROC_px_transistor': [], 'mAP_px_transistor': [], 'mF1_max_px_transistor': [], 'mAUPRO_px_transistor': [], 'mF1_px_0.2_0.8_0.1_transistor': [], 'mAcc_px_0.2_0.8_0.1_transistor': [], 'mIoU_px_0.2_0.8_0.1_transistor': [], 'mIoU_max_px_transistor': [], 'mAUROC_sp_max_wood': [], 'mAP_sp_max_wood': [], 'mF1_max_sp_max_wood': [], 'mAUROC_px_wood': [], 'mAP_px_wood': [], 'mF1_max_px_wood': [], 'mAUPRO_px_wood': [], 'mF1_px_0.2_0.8_0.1_wood': [], 'mAcc_px_0.2_0.8_0.1_wood': [], 'mIoU_px_0.2_0.8_0.1_wood': [], 'mIoU_max_px_wood': [], 'mAUROC_sp_max_zipper': [], 'mAUROC_sp_max_Avg': [], 'mAP_sp_max_zipper': [], 'mAP_sp_max_Avg': [], 'mF1_max_sp_max_zipper': [], 'mF1_max_sp_max_Avg': [], 'mAUROC_px_zipper': [], 'mAUROC_px_Avg': [], 'mAP_px_zipper': [], 'mAP_px_Avg': [], 'mF1_max_px_zipper': [], 'mF1_max_px_Avg': [], 'mAUPRO_px_zipper': [], 'mAUPRO_px_Avg': [], 'mF1_px_0.2_0.8_0.1_zipper': [], 'mF1_px_0.2_0.8_0.1_Avg': [], 'mAcc_px_0.2_0.8_0.1_zipper': [], 'mAcc_px_0.2_0.8_0.1_Avg': [], 'mIoU_px_0.2_0.8_0.1_zipper': [], 'mIoU_px_0.2_0.8_0.1_Avg': [], 'mIoU_max_px_zipper': [], 'mIoU_max_px_Avg': []} +loss.loss_terms : [{'type': 'L2Loss', 'name': 'pixel', 'lam': 5.0}] +loss.clip_grad : 5.0 +loss.create_graph : False +loss.retain_graph : False +adv : False +logging.log_terms_train : [{'name': 'batch_t', 'fmt': ':>5.3f', 'add_name': 'avg'}, {'name': 'data_t', 'fmt': ':>5.3f'}, {'name': 'optim_t', 'fmt': ':>5.3f'}, {'name': 'lr', 'fmt': ':>7.6f'}, {'name': 'cos', 'suffixes': [''], 'fmt': ':>5.3f', 'add_name': 'avg'}] +logging.log_terms_test : [{'name': 'batch_t', 'fmt': ':>5.3f', 'add_name': 'avg'}, {'name': 'cos', 'suffixes': [''], 'fmt': ':>5.3f', 'add_name': 'avg'}] +logging.train_reset_log_per : 100 +logging.train_log_per : 100 +logging.test_log_per : 50 +data.sampler : naive +data.loader_type : pil +data.loader_type_target : pil_L +data.type : DefaultAD +data.root : data/mvtec +data.meta : meta.json +data.cls_names : [] +data.train_transforms : [{'type': 'Resize', 'size': (256, 256), 'interpolation': }, {'type': 'CenterCrop', 'size': (256, 256)}, {'type': 'ToTensor'}, {'type': 'Normalize', 'mean': (0.485, 0.456, 0.406), 'std': (0.229, 0.224, 0.225), 'inplace': True}] +data.test_transforms : [{'type': 'Resize', 'size': (256, 256), 'interpolation': }, {'type': 'CenterCrop', 'size': (256, 256)}, {'type': 'ToTensor'}, {'type': 'Normalize', 'mean': (0.485, 0.456, 0.406), 'std': (0.229, 0.224, 0.225), 'inplace': True}] +data.target_transforms : [{'type': 'Resize', 'size': (256, 256), 'interpolation': }, {'type': 'CenterCrop', 'size': (256, 256)}, {'type': 'ToTensor'}] +data.train_size : 226 +data.test_size : 108 +data.train_length : 3629 +data.test_length : 1725 +model_t.name : timm_resnet34 +model_t.kwargs : {'pretrained': False, 'checkpoint_path': 'model/pretrain/resnet34-43635321.pth', 'strict': False, 'features_only': True, 'out_indices': [1, 2, 3]} +model_s : {'depths_decoder': [3, 4, 6, 3], 'scan_type': 'hilbert', 'num_direction': 8} +model.name : mambaadhcs57c1 +model.kwargs : {'pretrained': False, 'checkpoint_path': '', 'strict': True, 'model_t': Namespace(name='timm_resnet34', kwargs={'pretrained': False, 'checkpoint_path': 'model/pretrain/resnet34-43635321.pth', 'strict': False, 'features_only': True, 'out_indices': [1, 2, 3]}), 'model_s': {'depths_decoder': [3, 4, 6, 3], 'scan_type': 'hilbert', 'num_direction': 8}} +seed : 42 +size : 256 +warmup_epochs : 0 +test_start_epoch : 1000 +test_per_epoch : 50 +batch_train : 16 +batch_test_per : 16 +lr : 0.005 +weight_decay : 0.0001 +cfg_path : configs.mambaad.mambaad_mvtec_nhcs57c1 +mode : train +sleep : -1 +memory : -1 +dist_url : env:// +logger_rank : 0 +opts : [] +command : python3 -m torch.distributed.launch --nproc_per_node=$nproc_per_node --nnodes=$nnodes --node_rank=$node_rank --master_addr=$master_addr --master_port=$master_port --use_env run.py -c configs.mambaad.mambaad_mvtec_nhcs57c1 -m train --sleep -1 --memory -1 --dist_url env:// --logger_rank 0 +task_start_time : 219494.038555249 +dist : False +world_size : 1 +rank : 0 +local_rank : 0 +ngpus_per_node : 1 +nnodes : 1 +master : True +logdir : runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519 +logger.filters : [] +logger.name : root +logger.level : 20 +logger.parent : None +logger.propagate : True +logger.disabled : False +logdir_train : runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519/show_train +logdir_test : runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519/show_test +2024-03-30 00:05:41,961 - ==> Starting training with 1 nodes x 1 GPUs +2024-03-30 00:08:15,454 - Train: 0.04% [100/226000] [0.4/1000.0] [batch_t 1.442 (1.531)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 00:10:38,804 - Train: 0.09% [200/226000] [0.9/1000.0] [batch_t 1.436 (1.433)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 00:11:15,995 - ==> Total time: 0:05:56 Eta: 4 days, 2:50:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:13:03,917 - Train: 0.13% [300/226000] [1.3/1000.0] [batch_t 1.450 (1.441)] [data_t 0.002] [optim_t 1.447] [lr 0.005000] +2024-03-30 00:15:27,277 - Train: 0.18% [400/226000] [1.8/1000.0] [batch_t 1.429 (1.434)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 00:16:41,735 - ==> Total time: 0:11:21 Eta: 3 days, 22:31:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:17:52,522 - Train: 0.22% [500/226000] [2.2/1000.0] [batch_t 1.444 (1.447)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-30 00:20:15,695 - Train: 0.27% [600/226000] [2.7/1000.0] [batch_t 1.423 (1.432)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 00:22:07,546 - ==> Total time: 0:16:47 Eta: 3 days, 21:01:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:22:46,083 - Train: 0.31% [700/226000] [3.1/1000.0] [batch_t 1.431 (1.465)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 00:25:09,402 - Train: 0.35% [800/226000] [3.5/1000.0] [batch_t 1.432 (1.433)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 00:27:32,701 - Train: 0.40% [900/226000] [4.0/1000.0] [batch_t 1.431 (1.433)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 00:27:38,420 - ==> Total time: 0:22:18 Eta: 3 days, 20:35:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:29:58,221 - Train: 0.44% [1000/226000] [4.4/1000.0] [batch_t 1.432 (1.439)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 00:32:21,485 - Train: 0.49% [1100/226000] [4.9/1000.0] [batch_t 1.434 (1.433)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-30 00:33:04,414 - ==> Total time: 0:27:44 Eta: 3 days, 20:00:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:34:46,989 - Train: 0.53% [1200/226000] [5.3/1000.0] [batch_t 1.432 (1.443)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 00:37:10,232 - Train: 0.58% [1300/226000] [5.8/1000.0] [batch_t 1.421 (1.432)] [data_t 0.004] [optim_t 1.418] [lr 0.005000] +2024-03-30 00:38:30,355 - ==> Total time: 0:33:10 Eta: 3 days, 19:36:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:39:35,383 - Train: 0.62% [1400/226000] [6.2/1000.0] [batch_t 1.433 (1.446)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 00:41:58,698 - Train: 0.66% [1500/226000] [6.6/1000.0] [batch_t 1.414 (1.433)] [data_t 0.003] [optim_t 1.412] [lr 0.005000] +2024-03-30 00:43:56,233 - ==> Total time: 0:38:36 Eta: 3 days, 19:16:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:44:23,962 - Train: 0.71% [1600/226000] [7.1/1000.0] [batch_t 1.421 (1.465)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-30 00:46:47,245 - Train: 0.75% [1700/226000] [7.5/1000.0] [batch_t 1.427 (1.433)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-30 00:49:10,487 - Train: 0.80% [1800/226000] [8.0/1000.0] [batch_t 1.432 (1.432)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 00:49:21,966 - ==> Total time: 0:44:02 Eta: 3 days, 19:00:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:51:35,759 - Train: 0.84% [1900/226000] [8.4/1000.0] [batch_t 1.435 (1.440)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 00:53:59,049 - Train: 0.88% [2000/226000] [8.8/1000.0] [batch_t 1.431 (1.433)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 00:54:47,774 - ==> Total time: 0:49:27 Eta: 3 days, 18:46:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 00:56:24,354 - Train: 0.93% [2100/226000] [9.3/1000.0] [batch_t 1.427 (1.442)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 00:58:47,533 - Train: 0.97% [2200/226000] [9.7/1000.0] [batch_t 1.423 (1.432)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-30 01:00:13,546 - ==> Total time: 0:54:53 Eta: 3 days, 18:34:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:01:12,845 - Train: 1.02% [2300/226000] [10.2/1000.0] [batch_t 1.427 (1.448)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 01:03:36,177 - Train: 1.06% [2400/226000] [10.6/1000.0] [batch_t 1.428 (1.433)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 01:05:39,377 - ==> Total time: 1:00:19 Eta: 3 days, 18:23:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:06:01,346 - Train: 1.11% [2500/226000] [11.1/1000.0] [batch_t 1.428 (1.477)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 01:08:24,726 - Train: 1.15% [2600/226000] [11.5/1000.0] [batch_t 1.432 (1.434)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 01:10:48,009 - Train: 1.19% [2700/226000] [11.9/1000.0] [batch_t 1.433 (1.433)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 01:11:05,228 - ==> Total time: 1:05:45 Eta: 3 days, 18:13:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:13:13,301 - Train: 1.24% [2800/226000] [12.4/1000.0] [batch_t 1.426 (1.438)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-30 01:15:36,661 - Train: 1.28% [2900/226000] [12.8/1000.0] [batch_t 1.431 (1.434)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 01:16:31,145 - ==> Total time: 1:11:11 Eta: 3 days, 18:04:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:18:01,865 - Train: 1.33% [3000/226000] [13.3/1000.0] [batch_t 1.426 (1.443)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-30 01:20:25,172 - Train: 1.37% [3100/226000] [13.7/1000.0] [batch_t 1.435 (1.433)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-30 01:21:56,940 - ==> Total time: 1:16:37 Eta: 3 days, 17:56:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:22:50,485 - Train: 1.42% [3200/226000] [14.2/1000.0] [batch_t 1.422 (1.450)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-03-30 01:25:13,793 - Train: 1.46% [3300/226000] [14.6/1000.0] [batch_t 1.438 (1.433)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 01:27:22,649 - ==> Total time: 1:22:02 Eta: 3 days, 17:47:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:27:38,858 - Train: 1.50% [3400/226000] [15.0/1000.0] [batch_t 1.429 (1.489)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 01:30:02,142 - Train: 1.55% [3500/226000] [15.5/1000.0] [batch_t 1.436 (1.433)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 01:32:25,525 - Train: 1.59% [3600/226000] [15.9/1000.0] [batch_t 1.431 (1.434)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-03-30 01:32:48,467 - ==> Total time: 1:27:28 Eta: 3 days, 17:39:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:34:50,874 - Train: 1.64% [3700/226000] [16.4/1000.0] [batch_t 1.438 (1.441)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 01:37:14,296 - Train: 1.68% [3800/226000] [16.8/1000.0] [batch_t 1.427 (1.434)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 01:38:14,463 - ==> Total time: 1:32:54 Eta: 3 days, 17:32:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:39:39,570 - Train: 1.73% [3900/226000] [17.3/1000.0] [batch_t 1.434 (1.446)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 01:42:02,931 - Train: 1.77% [4000/226000] [17.7/1000.0] [batch_t 1.431 (1.434)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 01:43:40,237 - ==> Total time: 1:38:20 Eta: 3 days, 17:25:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:44:28,192 - Train: 1.81% [4100/226000] [18.1/1000.0] [batch_t 1.441 (1.454)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 01:46:51,428 - Train: 1.86% [4200/226000] [18.6/1000.0] [batch_t 1.424 (1.432)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 01:49:06,085 - ==> Total time: 1:43:46 Eta: 3 days, 17:17:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:49:16,882 - Train: 1.90% [4300/226000] [19.0/1000.0] [batch_t 1.428 (1.528)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 01:51:40,251 - Train: 1.95% [4400/226000] [19.5/1000.0] [batch_t 1.423 (1.434)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-30 01:54:03,565 - Train: 1.99% [4500/226000] [19.9/1000.0] [batch_t 1.442 (1.433)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 01:54:32,235 - ==> Total time: 1:49:12 Eta: 3 days, 17:11:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 01:56:28,856 - Train: 2.04% [4600/226000] [20.4/1000.0] [batch_t 1.433 (1.440)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 01:58:52,153 - Train: 2.08% [4700/226000] [20.8/1000.0] [batch_t 1.428 (1.433)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 01:59:58,098 - ==> Total time: 1:54:38 Eta: 3 days, 17:04:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:01:17,403 - Train: 2.12% [4800/226000] [21.2/1000.0] [batch_t 1.434 (1.445)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 02:03:40,772 - Train: 2.17% [4900/226000] [21.7/1000.0] [batch_t 1.433 (1.434)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 02:05:23,875 - ==> Total time: 2:00:04 Eta: 3 days, 16:57:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:06:05,947 - Train: 2.21% [5000/226000] [22.1/1000.0] [batch_t 1.438 (1.453)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 02:08:29,260 - Train: 2.26% [5100/226000] [22.6/1000.0] [batch_t 1.418 (1.433)] [data_t 0.003] [optim_t 1.415] [lr 0.005000] +2024-03-30 02:10:49,740 - ==> Total time: 2:05:29 Eta: 3 days, 16:50:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:10:54,799 - Train: 2.30% [5200/226000] [23.0/1000.0] [batch_t 1.433 (1.757)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 02:13:18,131 - Train: 2.35% [5300/226000] [23.5/1000.0] [batch_t 1.439 (1.433)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 02:15:41,498 - Train: 2.39% [5400/226000] [23.9/1000.0] [batch_t 1.432 (1.434)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 02:16:15,869 - ==> Total time: 2:10:56 Eta: 3 days, 16:44:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:18:07,290 - Train: 2.43% [5500/226000] [24.3/1000.0] [batch_t 1.422 (1.441)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-03-30 02:20:30,667 - Train: 2.48% [5600/226000] [24.8/1000.0] [batch_t 1.436 (1.434)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 02:21:42,361 - ==> Total time: 2:16:22 Eta: 3 days, 16:38:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:22:56,132 - Train: 2.52% [5700/226000] [25.2/1000.0] [batch_t 1.432 (1.447)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 02:25:19,416 - Train: 2.57% [5800/226000] [25.7/1000.0] [batch_t 1.444 (1.433)] [data_t 0.002] [optim_t 1.441] [lr 0.005000] +2024-03-30 02:27:08,425 - ==> Total time: 2:21:48 Eta: 3 days, 16:32:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:27:44,707 - Train: 2.61% [5900/226000] [26.1/1000.0] [batch_t 1.447 (1.459)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-30 02:30:08,081 - Train: 2.65% [6000/226000] [26.5/1000.0] [batch_t 1.425 (1.434)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 02:32:31,396 - Train: 2.70% [6100/226000] [27.0/1000.0] [batch_t 1.436 (1.433)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 02:32:34,263 - ==> Total time: 2:27:14 Eta: 3 days, 16:26:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:34:56,783 - Train: 2.74% [6200/226000] [27.4/1000.0] [batch_t 1.439 (1.440)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 02:37:20,128 - Train: 2.79% [6300/226000] [27.9/1000.0] [batch_t 1.421 (1.433)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-03-30 02:38:00,271 - ==> Total time: 2:32:40 Eta: 3 days, 16:19:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:39:45,466 - Train: 2.83% [6400/226000] [28.3/1000.0] [batch_t 1.431 (1.442)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 02:42:08,736 - Train: 2.88% [6500/226000] [28.8/1000.0] [batch_t 1.430 (1.433)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-30 02:43:26,191 - ==> Total time: 2:38:06 Eta: 3 days, 16:13:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:44:34,151 - Train: 2.92% [6600/226000] [29.2/1000.0] [batch_t 1.421 (1.446)] [data_t 0.003] [optim_t 1.418] [lr 0.005000] +2024-03-30 02:46:57,377 - Train: 2.96% [6700/226000] [29.6/1000.0] [batch_t 1.436 (1.432)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 02:48:52,075 - ==> Total time: 2:43:32 Eta: 3 days, 16:07:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:49:22,717 - Train: 3.01% [6800/226000] [30.1/1000.0] [batch_t 1.428 (1.463)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 02:51:45,933 - Train: 3.05% [6900/226000] [30.5/1000.0] [batch_t 1.434 (1.432)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 02:54:09,196 - Train: 3.10% [7000/226000] [31.0/1000.0] [batch_t 1.427 (1.433)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 02:54:17,811 - ==> Total time: 2:48:58 Eta: 3 days, 16:01:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 02:56:34,651 - Train: 3.14% [7100/226000] [31.4/1000.0] [batch_t 1.423 (1.441)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 02:58:57,913 - Train: 3.19% [7200/226000] [31.9/1000.0] [batch_t 1.426 (1.433)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 02:59:43,761 - ==> Total time: 2:54:23 Eta: 3 days, 15:55:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:01:23,094 - Train: 3.23% [7300/226000] [32.3/1000.0] [batch_t 1.429 (1.441)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 03:03:46,447 - Train: 3.27% [7400/226000] [32.7/1000.0] [batch_t 1.432 (1.433)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 03:05:09,498 - ==> Total time: 2:59:49 Eta: 3 days, 15:49:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:06:11,672 - Train: 3.32% [7500/226000] [33.2/1000.0] [batch_t 1.452 (1.449)] [data_t 0.003] [optim_t 1.449] [lr 0.005000] +2024-03-30 03:08:34,847 - Train: 3.36% [7600/226000] [33.6/1000.0] [batch_t 1.428 (1.432)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 03:10:35,205 - ==> Total time: 3:05:15 Eta: 3 days, 15:43:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:11:00,154 - Train: 3.41% [7700/226000] [34.1/1000.0] [batch_t 1.441 (1.479)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 03:13:23,542 - Train: 3.45% [7800/226000] [34.5/1000.0] [batch_t 1.438 (1.434)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 03:15:47,019 - Train: 3.50% [7900/226000] [35.0/1000.0] [batch_t 1.435 (1.435)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 03:16:01,373 - ==> Total time: 3:10:41 Eta: 3 days, 15:37:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:18:13,561 - Train: 3.54% [8000/226000] [35.4/1000.0] [batch_t 1.426 (1.441)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-30 03:20:36,845 - Train: 3.58% [8100/226000] [35.8/1000.0] [batch_t 1.435 (1.433)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 03:21:28,447 - ==> Total time: 3:16:08 Eta: 3 days, 15:32:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:23:02,074 - Train: 3.63% [8200/226000] [36.3/1000.0] [batch_t 1.428 (1.442)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 03:25:25,428 - Train: 3.67% [8300/226000] [36.7/1000.0] [batch_t 1.442 (1.433)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 03:26:54,260 - ==> Total time: 3:21:34 Eta: 3 days, 15:26:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:27:50,622 - Train: 3.72% [8400/226000] [37.2/1000.0] [batch_t 1.432 (1.448)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 03:30:13,918 - Train: 3.76% [8500/226000] [37.6/1000.0] [batch_t 1.437 (1.433)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-30 03:32:20,091 - ==> Total time: 3:27:00 Eta: 3 days, 15:20:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:32:39,276 - Train: 3.81% [8600/226000] [38.1/1000.0] [batch_t 1.440 (1.493)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 03:35:02,551 - Train: 3.85% [8700/226000] [38.5/1000.0] [batch_t 1.433 (1.433)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 03:37:25,812 - Train: 3.89% [8800/226000] [38.9/1000.0] [batch_t 1.443 (1.433)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 03:37:45,915 - ==> Total time: 3:32:26 Eta: 3 days, 15:14:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:39:51,162 - Train: 3.94% [8900/226000] [39.4/1000.0] [batch_t 1.439 (1.441)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 03:42:14,535 - Train: 3.98% [9000/226000] [39.8/1000.0] [batch_t 1.429 (1.434)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 03:43:11,777 - ==> Total time: 3:37:51 Eta: 3 days, 15:08:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:44:39,695 - Train: 4.03% [9100/226000] [40.3/1000.0] [batch_t 1.442 (1.443)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 03:47:02,934 - Train: 4.07% [9200/226000] [40.7/1000.0] [batch_t 1.433 (1.432)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 03:48:37,555 - ==> Total time: 3:43:17 Eta: 3 days, 15:02:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:49:28,612 - Train: 4.12% [9300/226000] [41.2/1000.0] [batch_t 1.431 (1.451)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 03:51:52,040 - Train: 4.16% [9400/226000] [41.6/1000.0] [batch_t 1.433 (1.434)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 03:54:03,893 - ==> Total time: 3:48:44 Eta: 3 days, 14:57:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 03:54:18,119 - Train: 4.20% [9500/226000] [42.0/1000.0] [batch_t 1.425 (1.508)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 03:56:41,535 - Train: 4.25% [9600/226000] [42.5/1000.0] [batch_t 1.433 (1.434)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 03:59:04,876 - Train: 4.29% [9700/226000] [42.9/1000.0] [batch_t 1.429 (1.433)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 03:59:30,706 - ==> Total time: 3:54:10 Eta: 3 days, 14:51:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:01:30,403 - Train: 4.34% [9800/226000] [43.4/1000.0] [batch_t 1.426 (1.443)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-30 04:03:53,886 - Train: 4.38% [9900/226000] [43.8/1000.0] [batch_t 1.425 (1.435)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 04:04:56,973 - ==> Total time: 3:59:37 Eta: 3 days, 14:46:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:06:19,158 - Train: 4.42% [10000/226000] [44.2/1000.0] [batch_t 1.426 (1.445)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-30 04:08:42,514 - Train: 4.47% [10100/226000] [44.7/1000.0] [batch_t 1.441 (1.433)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 04:10:22,889 - ==> Total time: 4:05:03 Eta: 3 days, 14:40:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:11:07,755 - Train: 4.51% [10200/226000] [45.1/1000.0] [batch_t 1.438 (1.452)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 04:13:31,063 - Train: 4.56% [10300/226000] [45.6/1000.0] [batch_t 1.442 (1.433)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 04:15:48,751 - ==> Total time: 4:10:28 Eta: 3 days, 14:34:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:15:56,467 - Train: 4.60% [10400/226000] [46.0/1000.0] [batch_t 1.446 (1.584)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-30 04:18:19,818 - Train: 4.65% [10500/226000] [46.5/1000.0] [batch_t 1.429 (1.433)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 04:20:43,262 - Train: 4.69% [10600/226000] [46.9/1000.0] [batch_t 1.425 (1.434)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-30 04:21:14,763 - ==> Total time: 4:15:54 Eta: 3 days, 14:29:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:23:08,563 - Train: 4.73% [10700/226000] [47.3/1000.0] [batch_t 1.438 (1.442)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 04:25:32,005 - Train: 4.78% [10800/226000] [47.8/1000.0] [batch_t 1.434 (1.434)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-30 04:26:40,747 - ==> Total time: 4:21:20 Eta: 3 days, 14:23:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:27:57,278 - Train: 4.82% [10900/226000] [48.2/1000.0] [batch_t 1.428 (1.446)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 04:30:20,968 - Train: 4.87% [11000/226000] [48.7/1000.0] [batch_t 1.430 (1.437)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 04:32:07,390 - ==> Total time: 4:26:47 Eta: 3 days, 14:17:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:32:46,555 - Train: 4.91% [11100/226000] [49.1/1000.0] [batch_t 1.424 (1.453)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-30 04:35:09,994 - Train: 4.96% [11200/226000] [49.6/1000.0] [batch_t 1.432 (1.434)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 04:37:33,389 - Train: 5.00% [11300/226000] [50.0/1000.0] [batch_t 1.438 (1.434)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 04:37:55,450 - Test: 46.30% [50/108] [batch_t 0.425 (0.435)] +2024-03-30 04:38:16,513 - Test: 92.59% [100/108] [batch_t 0.421 (0.428)] +2024-03-30 04:38:22,607 - Test: 100.00% [108/108] [batch_t 3.160 (0.453)] +2024-03-30 04:38:44,077 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.779 (mAUROC_px) 2.859 (mAP_px) 0.414 (mF1_max_px) 12.440 (mAUPRO_px) 0.126 (mF1_px_0.2_0.8_0.1) 0.131 (mAcc_px_0.2_0.8_0.1) 0.125 (mIoU_px_0.2_0.8_0.1) 0.362 (mIoU_max_px) +2024-03-30 04:39:20,316 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.396 (mAUROC_px) 5.662 (mAP_px) 0.684 (mF1_max_px) 20.921 (mAUPRO_px) 0.235 (mF1_px_0.2_0.8_0.1) 0.232 (mAcc_px_0.2_0.8_0.1) 0.241 (mIoU_px_0.2_0.8_0.1) 0.679 (mIoU_max_px) +2024-03-30 04:39:51,147 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.493 (mAUROC_px) 4.905 (mAP_px) 0.610 (mF1_max_px) 17.259 (mAUPRO_px) 0.238 (mF1_px_0.2_0.8_0.1) 0.237 (mAcc_px_0.2_0.8_0.1) 0.238 (mIoU_px_0.2_0.8_0.1) 0.675 (mIoU_max_px) +2024-03-30 04:40:19,437 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.776 (mAUROC_px) 4.390 (mAP_px) 0.544 (mF1_max_px) 16.270 (mAUPRO_px) 0.190 (mF1_px_0.2_0.8_0.1) 0.190 (mAcc_px_0.2_0.8_0.1) 0.203 (mIoU_px_0.2_0.8_0.1) 0.560 (mIoU_max_px) +2024-03-30 04:40:38,310 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.730 (mAUROC_px) 2.625 (mAP_px) 0.351 (mF1_max_px) 11.344 (mAUPRO_px) 0.121 (mF1_px_0.2_0.8_0.1) 0.123 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.347 (mIoU_max_px) +2024-03-30 04:41:04,965 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.333 (mAUROC_px) 4.005 (mAP_px) 0.508 (mF1_max_px) 15.646 (mAUPRO_px) 0.175 (mF1_px_0.2_0.8_0.1) 0.172 (mAcc_px_0.2_0.8_0.1) 0.170 (mIoU_px_0.2_0.8_0.1) 0.499 (mIoU_max_px) +2024-03-30 04:41:34,313 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.160 (mAUROC_px) 4.568 (mAP_px) 0.573 (mF1_max_px) 16.674 (mAUPRO_px) 0.207 (mF1_px_0.2_0.8_0.1) 0.204 (mAcc_px_0.2_0.8_0.1) 0.205 (mIoU_px_0.2_0.8_0.1) 0.585 (mIoU_max_px) +2024-03-30 04:42:06,915 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.766 (mAUROC_px) 4.371 (mAP_px) 0.535 (mF1_max_px) 20.677 (mAUPRO_px) 0.184 (mF1_px_0.2_0.8_0.1) 0.184 (mAcc_px_0.2_0.8_0.1) 0.186 (mIoU_px_0.2_0.8_0.1) 0.533 (mIoU_max_px) +2024-03-30 04:42:52,035 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 9.029 (mAUROC_px) 6.757 (mAP_px) 0.806 (mF1_max_px) 26.401 (mAUPRO_px) 0.323 (mF1_px_0.2_0.8_0.1) 0.326 (mAcc_px_0.2_0.8_0.1) 0.322 (mIoU_px_0.2_0.8_0.1) 0.924 (mIoU_max_px) +2024-03-30 04:43:29,034 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.128 (mAUROC_px) 6.309 (mAP_px) 0.766 (mF1_max_px) 20.037 (mAUPRO_px) 0.267 (mF1_px_0.2_0.8_0.1) 0.260 (mAcc_px_0.2_0.8_0.1) 0.259 (mIoU_px_0.2_0.8_0.1) 0.755 (mIoU_max_px) +2024-03-30 04:43:59,385 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.820 (mAUROC_px) 4.430 (mAP_px) 0.542 (mF1_max_px) 18.288 (mAUPRO_px) 0.186 (mF1_px_0.2_0.8_0.1) 0.189 (mAcc_px_0.2_0.8_0.1) 0.188 (mIoU_px_0.2_0.8_0.1) 0.547 (mIoU_max_px) +2024-03-30 04:44:07,921 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.493 (mAUROC_px) 1.178 (mAP_px) 0.206 (mF1_max_px) 5.235 (mAUPRO_px) 0.063 (mF1_px_0.2_0.8_0.1) 0.062 (mAcc_px_0.2_0.8_0.1) 0.063 (mIoU_px_0.2_0.8_0.1) 0.181 (mIoU_max_px) +2024-03-30 04:44:31,773 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.850 (mAUROC_px) 3.651 (mAP_px) 0.473 (mF1_max_px) 13.811 (mAUPRO_px) 0.159 (mF1_px_0.2_0.8_0.1) 0.158 (mAcc_px_0.2_0.8_0.1) 0.160 (mIoU_px_0.2_0.8_0.1) 0.457 (mIoU_max_px) +2024-03-30 04:44:51,020 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.683 (mAUROC_px) 2.695 (mAP_px) 0.355 (mF1_max_px) 11.671 (mAUPRO_px) 0.124 (mF1_px_0.2_0.8_0.1) 0.123 (mAcc_px_0.2_0.8_0.1) 0.124 (mIoU_px_0.2_0.8_0.1) 0.360 (mIoU_max_px) +2024-03-30 04:45:28,098 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.749 (mAUROC_px) 6.087 (mAP_px) 0.733 (mF1_max_px) 20.854 (mAUPRO_px) 0.248 (mF1_px_0.2_0.8_0.1) 0.249 (mAcc_px_0.2_0.8_0.1) 0.247 (mIoU_px_0.2_0.8_0.1) 0.719 (mIoU_max_px) +2024-03-30 04:45:28,117 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 99.921 | 99.921 (50 epoch) | 99.975 | 99.975 (50 epoch) | 99.213 | 99.213 (50 epoch) | 98.747 | 98.747 (50 epoch) | 79.373 | 79.373 (50 epoch) | 75.898 | 75.898 (50 epoch) | 95.747 | 95.747 (50 epoch) | 51.199 | 51.199 (50 epoch) | 57.568 | 57.568 (50 epoch) | 37.636 | 37.636 (50 epoch) | 61.157 | 61.157 (50 epoch) | +| cable | 98.426 | 98.426 (50 epoch) | 99.058 | 99.058 (50 epoch) | 94.792 | 94.792 (50 epoch) | 92.537 | 92.537 (50 epoch) | 38.833 | 38.833 (50 epoch) | 45.077 | 45.077 (50 epoch) | 87.746 | 87.746 (50 epoch) | 25.036 | 25.036 (50 epoch) | 39.183 | 39.183 (50 epoch) | 15.039 | 15.039 (50 epoch) | 29.096 | 29.096 (50 epoch) | +| capsule | 88.472 | 88.472 (50 epoch) | 97.383 | 97.383 (50 epoch) | 93.103 | 93.103 (50 epoch) | 98.100 | 98.100 (50 epoch) | 41.463 | 41.463 (50 epoch) | 44.158 | 44.158 (50 epoch) | 91.140 | 91.140 (50 epoch) | 25.373 | 25.373 (50 epoch) | 31.021 | 31.021 (50 epoch) | 15.322 | 15.322 (50 epoch) | 28.335 | 28.335 (50 epoch) | +| carpet | 99.920 | 99.920 (50 epoch) | 99.975 | 99.975 (50 epoch) | 99.441 | 99.441 (50 epoch) | 99.239 | 99.239 (50 epoch) | 63.780 | 63.780 (50 epoch) | 63.589 | 63.589 (50 epoch) | 97.055 | 97.055 (50 epoch) | 43.033 | 43.033 (50 epoch) | 65.540 | 65.540 (50 epoch) | 28.913 | 28.913 (50 epoch) | 46.616 | 46.616 (50 epoch) | +| grid | 98.914 | 98.914 (50 epoch) | 99.634 | 99.634 (50 epoch) | 98.246 | 98.246 (50 epoch) | 98.252 | 98.252 (50 epoch) | 45.894 | 45.894 (50 epoch) | 47.841 | 47.841 (50 epoch) | 95.136 | 95.136 (50 epoch) | 28.109 | 28.109 (50 epoch) | 42.805 | 42.805 (50 epoch) | 17.284 | 17.284 (50 epoch) | 31.442 | 31.442 (50 epoch) | +| hazelnut | 99.929 | 99.929 (50 epoch) | 99.960 | 99.960 (50 epoch) | 99.281 | 99.281 (50 epoch) | 98.917 | 98.917 (50 epoch) | 63.173 | 63.173 (50 epoch) | 63.025 | 63.025 (50 epoch) | 94.845 | 94.845 (50 epoch) | 36.156 | 36.156 (50 epoch) | 70.704 | 70.704 (50 epoch) | 23.937 | 23.937 (50 epoch) | 46.013 | 46.013 (50 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.247 | 99.247 (50 epoch) | 41.030 | 41.030 (50 epoch) | 46.999 | 46.999 (50 epoch) | 98.182 | 98.182 (50 epoch) | 29.611 | 29.611 (50 epoch) | 70.205 | 70.205 (50 epoch) | 18.040 | 18.040 (50 epoch) | 30.718 | 30.718 (50 epoch) | +| metal_nut | 99.560 | 99.560 (50 epoch) | 99.900 | 99.900 (50 epoch) | 98.913 | 98.913 (50 epoch) | 96.407 | 96.407 (50 epoch) | 75.043 | 75.043 (50 epoch) | 77.953 | 77.953 (50 epoch) | 92.658 | 92.658 (50 epoch) | 45.358 | 45.358 (50 epoch) | 55.580 | 55.580 (50 epoch) | 32.539 | 32.539 (50 epoch) | 63.871 | 63.871 (50 epoch) | +| pill | 95.090 | 95.090 (50 epoch) | 99.122 | 99.122 (50 epoch) | 95.070 | 95.070 (50 epoch) | 95.969 | 95.969 (50 epoch) | 57.901 | 57.901 (50 epoch) | 59.641 | 59.641 (50 epoch) | 94.872 | 94.872 (50 epoch) | 30.486 | 30.486 (50 epoch) | 49.701 | 49.701 (50 epoch) | 19.553 | 19.553 (50 epoch) | 42.491 | 42.491 (50 epoch) | +| screw | 90.408 | 90.408 (50 epoch) | 94.991 | 94.991 (50 epoch) | 92.800 | 92.800 (50 epoch) | 99.352 | 99.352 (50 epoch) | 44.166 | 44.166 (50 epoch) | 45.824 | 45.824 (50 epoch) | 96.940 | 96.940 (50 epoch) | 21.064 | 21.064 (50 epoch) | 57.553 | 57.553 (50 epoch) | 12.681 | 12.681 (50 epoch) | 29.722 | 29.722 (50 epoch) | +| tile | 96.645 | 96.645 (50 epoch) | 98.780 | 98.780 (50 epoch) | 93.168 | 93.168 (50 epoch) | 92.837 | 92.837 (50 epoch) | 43.199 | 43.199 (50 epoch) | 51.984 | 51.984 (50 epoch) | 77.977 | 77.977 (50 epoch) | 29.373 | 29.373 (50 epoch) | 45.225 | 45.225 (50 epoch) | 18.263 | 18.263 (50 epoch) | 35.120 | 35.120 (50 epoch) | +| toothbrush | 95.000 | 95.000 (50 epoch) | 97.897 | 97.897 (50 epoch) | 95.238 | 95.238 (50 epoch) | 98.928 | 98.928 (50 epoch) | 46.902 | 46.902 (50 epoch) | 59.350 | 59.350 (50 epoch) | 92.012 | 92.012 (50 epoch) | 36.390 | 36.390 (50 epoch) | 65.841 | 65.841 (50 epoch) | 23.581 | 23.581 (50 epoch) | 42.197 | 42.197 (50 epoch) | +| transistor | 99.583 | 99.583 (50 epoch) | 99.414 | 99.414 (50 epoch) | 96.203 | 96.203 (50 epoch) | 95.523 | 95.523 (50 epoch) | 63.396 | 63.396 (50 epoch) | 60.879 | 60.879 (50 epoch) | 88.321 | 88.321 (50 epoch) | 37.898 | 37.898 (50 epoch) | 42.896 | 42.896 (50 epoch) | 24.801 | 24.801 (50 epoch) | 43.760 | 43.760 (50 epoch) | +| wood | 98.684 | 98.684 (50 epoch) | 99.586 | 99.586 (50 epoch) | 96.774 | 96.774 (50 epoch) | 94.039 | 94.039 (50 epoch) | 46.984 | 46.984 (50 epoch) | 48.750 | 48.750 (50 epoch) | 92.390 | 92.390 (50 epoch) | 31.358 | 31.358 (50 epoch) | 59.608 | 59.608 (50 epoch) | 19.413 | 19.413 (50 epoch) | 32.232 | 32.232 (50 epoch) | +| zipper | 97.689 | 97.689 (50 epoch) | 99.386 | 99.386 (50 epoch) | 96.748 | 96.748 (50 epoch) | 97.835 | 97.835 (50 epoch) | 52.258 | 52.258 (50 epoch) | 57.199 | 57.199 (50 epoch) | 92.497 | 92.497 (50 epoch) | 26.920 | 26.920 (50 epoch) | 32.236 | 32.236 (50 epoch) | 17.127 | 17.127 (50 epoch) | 40.055 | 40.055 (50 epoch) | +| Avg | 97.216 | 97.216 (50 epoch) | 99.004 | 99.004 (50 epoch) | 96.599 | 96.599 (50 epoch) | 97.062 | 97.062 (50 epoch) | 53.560 | 53.560 (50 epoch) | 56.544 | 56.544 (50 epoch) | 92.501 | 92.501 (50 epoch) | 33.158 | 33.158 (50 epoch) | 52.378 | 52.378 (50 epoch) | 21.609 | 21.609 (50 epoch) | 40.188 | 40.188 (50 epoch) | +2024-03-30 04:45:28,301 - ==> Total time: 4:40:08 Eta: 3 days, 16:42:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:47:55,467 - Train: 5.04% [11400/226000] [50.4/1000.0] [batch_t 1.436 (1.453)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 04:50:18,560 - Train: 5.09% [11500/226000] [50.9/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 04:50:55,681 - ==> Total time: 4:45:35 Eta: 3 days, 16:34:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:52:43,919 - Train: 5.13% [11600/226000] [51.3/1000.0] [batch_t 1.438 (1.441)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 04:55:07,063 - Train: 5.18% [11700/226000] [51.8/1000.0] [batch_t 1.423 (1.431)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 04:56:21,576 - ==> Total time: 4:51:01 Eta: 3 days, 16:25:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 04:57:32,309 - Train: 5.22% [11800/226000] [52.2/1000.0] [batch_t 1.428 (1.443)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 04:59:55,260 - Train: 5.27% [11900/226000] [52.7/1000.0] [batch_t 1.429 (1.429)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 05:01:46,854 - ==> Total time: 4:56:27 Eta: 3 days, 16:16:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:02:20,443 - Train: 5.31% [12000/226000] [53.1/1000.0] [batch_t 1.428 (1.455)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 05:04:43,401 - Train: 5.35% [12100/226000] [53.5/1000.0] [batch_t 1.417 (1.429)] [data_t 0.003] [optim_t 1.415] [lr 0.005000] +2024-03-30 05:07:06,576 - Train: 5.40% [12200/226000] [54.0/1000.0] [batch_t 1.421 (1.432)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-30 05:07:12,312 - ==> Total time: 5:01:52 Eta: 3 days, 16:08:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:09:31,641 - Train: 5.44% [12300/226000] [54.4/1000.0] [batch_t 1.431 (1.435)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 05:11:54,614 - Train: 5.49% [12400/226000] [54.9/1000.0] [batch_t 1.389 (1.430)] [data_t 0.003] [optim_t 1.386] [lr 0.005000] +2024-03-30 05:12:37,538 - ==> Total time: 5:07:17 Eta: 3 days, 15:59:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:14:20,006 - Train: 5.53% [12500/226000] [55.3/1000.0] [batch_t 1.436 (1.439)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 05:16:43,159 - Train: 5.58% [12600/226000] [55.8/1000.0] [batch_t 1.425 (1.431)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-30 05:18:03,231 - ==> Total time: 5:12:43 Eta: 3 days, 15:51:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:19:08,736 - Train: 5.62% [12700/226000] [56.2/1000.0] [batch_t 1.414 (1.446)] [data_t 0.003] [optim_t 1.411] [lr 0.005000] +2024-03-30 05:21:31,791 - Train: 5.66% [12800/226000] [56.6/1000.0] [batch_t 1.437 (1.430)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-30 05:23:29,132 - ==> Total time: 5:18:09 Eta: 3 days, 15:43:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:23:57,184 - Train: 5.71% [12900/226000] [57.1/1000.0] [batch_t 1.442 (1.469)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 05:26:20,322 - Train: 5.75% [13000/226000] [57.5/1000.0] [batch_t 1.427 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 05:28:43,391 - Train: 5.80% [13100/226000] [58.0/1000.0] [batch_t 1.429 (1.431)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 05:28:54,844 - ==> Total time: 5:23:35 Eta: 3 days, 15:35:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:31:08,787 - Train: 5.84% [13200/226000] [58.4/1000.0] [batch_t 1.438 (1.437)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 05:33:31,954 - Train: 5.88% [13300/226000] [58.8/1000.0] [batch_t 1.446 (1.432)] [data_t 0.002] [optim_t 1.444] [lr 0.005000] +2024-03-30 05:34:20,635 - ==> Total time: 5:29:00 Eta: 3 days, 15:27:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:35:57,179 - Train: 5.93% [13400/226000] [59.3/1000.0] [batch_t 1.437 (1.439)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 05:38:20,112 - Train: 5.97% [13500/226000] [59.7/1000.0] [batch_t 1.443 (1.429)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-30 05:39:45,991 - ==> Total time: 5:34:26 Eta: 3 days, 15:19:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:40:45,530 - Train: 6.02% [13600/226000] [60.2/1000.0] [batch_t 1.396 (1.443)] [data_t 0.002] [optim_t 1.394] [lr 0.005000] +2024-03-30 05:43:08,756 - Train: 6.06% [13700/226000] [60.6/1000.0] [batch_t 1.448 (1.432)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-03-30 05:45:11,482 - ==> Total time: 5:39:51 Eta: 3 days, 15:11:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:45:33,611 - Train: 6.11% [13800/226000] [61.1/1000.0] [batch_t 1.430 (1.471)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 05:47:56,704 - Train: 6.15% [13900/226000] [61.5/1000.0] [batch_t 1.442 (1.431)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 05:50:19,727 - Train: 6.19% [14000/226000] [61.9/1000.0] [batch_t 1.429 (1.430)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 05:50:36,855 - ==> Total time: 5:45:17 Eta: 3 days, 15:03:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:52:44,653 - Train: 6.24% [14100/226000] [62.4/1000.0] [batch_t 1.439 (1.436)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 05:55:07,783 - Train: 6.28% [14200/226000] [62.8/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 05:56:02,159 - ==> Total time: 5:50:42 Eta: 3 days, 14:56:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 05:57:33,707 - Train: 6.33% [14300/226000] [63.3/1000.0] [batch_t 1.448 (1.439)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-03-30 05:59:56,857 - Train: 6.37% [14400/226000] [63.7/1000.0] [batch_t 1.436 (1.431)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 06:01:28,345 - ==> Total time: 5:56:08 Eta: 3 days, 14:48:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:02:22,036 - Train: 6.42% [14500/226000] [64.2/1000.0] [batch_t 1.428 (1.447)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 06:04:44,990 - Train: 6.46% [14600/226000] [64.6/1000.0] [batch_t 1.423 (1.429)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 06:06:53,830 - ==> Total time: 6:01:34 Eta: 3 days, 14:41:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:07:10,141 - Train: 6.50% [14700/226000] [65.0/1000.0] [batch_t 1.436 (1.481)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 06:09:33,219 - Train: 6.55% [14800/226000] [65.5/1000.0] [batch_t 1.425 (1.431)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-30 06:11:56,074 - Train: 6.59% [14900/226000] [65.9/1000.0] [batch_t 1.432 (1.428)] [data_t 0.004] [optim_t 1.429] [lr 0.005000] +2024-03-30 06:12:18,915 - ==> Total time: 6:06:59 Eta: 3 days, 14:33:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:14:21,190 - Train: 6.64% [15000/226000] [66.4/1000.0] [batch_t 1.441 (1.437)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 06:16:44,343 - Train: 6.68% [15100/226000] [66.8/1000.0] [batch_t 1.425 (1.431)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 06:17:44,485 - ==> Total time: 6:12:24 Eta: 3 days, 14:25:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:19:09,504 - Train: 6.73% [15200/226000] [67.3/1000.0] [batch_t 1.423 (1.440)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 06:21:32,406 - Train: 6.77% [15300/226000] [67.7/1000.0] [batch_t 1.423 (1.429)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 06:23:09,633 - ==> Total time: 6:17:49 Eta: 3 days, 14:18:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:23:57,610 - Train: 6.81% [15400/226000] [68.1/1000.0] [batch_t 1.428 (1.451)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 06:26:20,654 - Train: 6.86% [15500/226000] [68.6/1000.0] [batch_t 1.416 (1.430)] [data_t 0.003] [optim_t 1.414] [lr 0.005000] +2024-03-30 06:28:34,953 - ==> Total time: 6:23:15 Eta: 3 days, 14:11:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:28:45,714 - Train: 6.90% [15600/226000] [69.0/1000.0] [batch_t 1.431 (1.535)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 06:31:08,707 - Train: 6.95% [15700/226000] [69.5/1000.0] [batch_t 1.447 (1.430)] [data_t 0.002] [optim_t 1.445] [lr 0.005000] +2024-03-30 06:33:31,693 - Train: 6.99% [15800/226000] [69.9/1000.0] [batch_t 1.444 (1.430)] [data_t 0.002] [optim_t 1.442] [lr 0.005000] +2024-03-30 06:34:00,317 - ==> Total time: 6:28:40 Eta: 3 days, 14:03:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:35:56,932 - Train: 7.04% [15900/226000] [70.4/1000.0] [batch_t 1.436 (1.438)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-30 06:38:19,837 - Train: 7.08% [16000/226000] [70.8/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 06:39:25,693 - ==> Total time: 6:34:05 Eta: 3 days, 13:56:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:40:45,074 - Train: 7.12% [16100/226000] [71.2/1000.0] [batch_t 1.440 (1.441)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 06:43:08,133 - Train: 7.17% [16200/226000] [71.7/1000.0] [batch_t 1.416 (1.430)] [data_t 0.003] [optim_t 1.413] [lr 0.005000] +2024-03-30 06:44:51,372 - ==> Total time: 6:39:31 Eta: 3 days, 13:49:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:45:33,510 - Train: 7.21% [16300/226000] [72.1/1000.0] [batch_t 1.441 (1.451)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 06:47:56,730 - Train: 7.26% [16400/226000] [72.6/1000.0] [batch_t 1.423 (1.432)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 06:50:16,812 - ==> Total time: 6:44:57 Eta: 3 days, 13:42:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:50:21,837 - Train: 7.30% [16500/226000] [73.0/1000.0] [batch_t 1.447 (1.718)] [data_t 0.002] [optim_t 1.445] [lr 0.005000] +2024-03-30 06:52:44,911 - Train: 7.35% [16600/226000] [73.5/1000.0] [batch_t 1.444 (1.431)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-30 06:55:07,954 - Train: 7.39% [16700/226000] [73.9/1000.0] [batch_t 1.430 (1.430)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 06:55:42,361 - ==> Total time: 6:50:22 Eta: 3 days, 13:35:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 06:57:33,665 - Train: 7.43% [16800/226000] [74.3/1000.0] [batch_t 1.437 (1.440)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 06:59:56,971 - Train: 7.48% [16900/226000] [74.8/1000.0] [batch_t 1.423 (1.433)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 07:01:08,438 - ==> Total time: 6:55:48 Eta: 3 days, 13:28:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:02:21,951 - Train: 7.52% [17000/226000] [75.2/1000.0] [batch_t 1.436 (1.440)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 07:04:44,972 - Train: 7.57% [17100/226000] [75.7/1000.0] [batch_t 1.439 (1.430)] [data_t 0.002] [optim_t 1.437] [lr 0.005000] +2024-03-30 07:06:33,687 - ==> Total time: 7:01:13 Eta: 3 days, 13:21:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:07:10,257 - Train: 7.61% [17200/226000] [76.1/1000.0] [batch_t 1.430 (1.457)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 07:09:33,261 - Train: 7.65% [17300/226000] [76.5/1000.0] [batch_t 1.440 (1.430)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 07:11:56,419 - Train: 7.70% [17400/226000] [77.0/1000.0] [batch_t 1.438 (1.431)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 07:11:59,296 - ==> Total time: 7:06:39 Eta: 3 days, 13:14:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:14:21,773 - Train: 7.74% [17500/226000] [77.4/1000.0] [batch_t 1.429 (1.438)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 07:16:45,015 - Train: 7.79% [17600/226000] [77.9/1000.0] [batch_t 1.437 (1.432)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 07:17:24,970 - ==> Total time: 7:12:05 Eta: 3 days, 13:07:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:19:10,149 - Train: 7.83% [17700/226000] [78.3/1000.0] [batch_t 1.438 (1.439)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 07:21:33,144 - Train: 7.88% [17800/226000] [78.8/1000.0] [batch_t 1.438 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 07:22:50,233 - ==> Total time: 7:17:30 Eta: 3 days, 13:00:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:23:58,122 - Train: 7.92% [17900/226000] [79.2/1000.0] [batch_t 1.430 (1.441)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 07:26:21,319 - Train: 7.96% [18000/226000] [79.6/1000.0] [batch_t 1.431 (1.432)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 07:28:15,731 - ==> Total time: 7:22:55 Eta: 3 days, 12:53:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:28:46,585 - Train: 8.01% [18100/226000] [80.1/1000.0] [batch_t 1.420 (1.462)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-03-30 07:31:09,749 - Train: 8.05% [18200/226000] [80.5/1000.0] [batch_t 1.427 (1.432)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 07:33:32,757 - Train: 8.10% [18300/226000] [81.0/1000.0] [batch_t 1.397 (1.430)] [data_t 0.002] [optim_t 1.395] [lr 0.005000] +2024-03-30 07:33:41,316 - ==> Total time: 7:28:21 Eta: 3 days, 12:46:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:35:58,118 - Train: 8.14% [18400/226000] [81.4/1000.0] [batch_t 1.434 (1.439)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 07:38:21,131 - Train: 8.19% [18500/226000] [81.9/1000.0] [batch_t 1.439 (1.430)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 07:39:06,878 - ==> Total time: 7:33:47 Eta: 3 days, 12:40:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:40:46,297 - Train: 8.23% [18600/226000] [82.3/1000.0] [batch_t 1.437 (1.440)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 07:43:09,341 - Train: 8.27% [18700/226000] [82.7/1000.0] [batch_t 1.423 (1.430)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 07:44:32,212 - ==> Total time: 7:39:12 Eta: 3 days, 12:33:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:45:34,497 - Train: 8.32% [18800/226000] [83.2/1000.0] [batch_t 1.442 (1.441)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 07:47:57,440 - Train: 8.36% [18900/226000] [83.6/1000.0] [batch_t 1.442 (1.429)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 07:49:57,437 - ==> Total time: 7:44:37 Eta: 3 days, 12:26:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:50:22,389 - Train: 8.41% [19000/226000] [84.1/1000.0] [batch_t 1.436 (1.464)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 07:52:45,361 - Train: 8.45% [19100/226000] [84.5/1000.0] [batch_t 1.441 (1.430)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-30 07:55:08,347 - Train: 8.50% [19200/226000] [85.0/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-30 07:55:22,658 - ==> Total time: 7:50:02 Eta: 3 days, 12:19:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 07:57:33,590 - Train: 8.54% [19300/226000] [85.4/1000.0] [batch_t 1.432 (1.438)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 07:59:56,729 - Train: 8.58% [19400/226000] [85.8/1000.0] [batch_t 1.437 (1.431)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 08:00:48,279 - ==> Total time: 7:55:28 Eta: 3 days, 12:13:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:02:21,853 - Train: 8.63% [19500/226000] [86.3/1000.0] [batch_t 1.429 (1.438)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 08:04:45,029 - Train: 8.67% [19600/226000] [86.7/1000.0] [batch_t 1.436 (1.432)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-30 08:06:13,641 - ==> Total time: 8:00:53 Eta: 3 days, 12:06:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:07:10,225 - Train: 8.72% [19700/226000] [87.2/1000.0] [batch_t 1.434 (1.448)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 08:09:33,234 - Train: 8.76% [19800/226000] [87.6/1000.0] [batch_t 1.430 (1.430)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 08:11:39,230 - ==> Total time: 8:06:19 Eta: 3 days, 12:00:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:11:58,731 - Train: 8.81% [19900/226000] [88.1/1000.0] [batch_t 1.437 (1.479)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 08:14:21,675 - Train: 8.85% [20000/226000] [88.5/1000.0] [batch_t 1.436 (1.429)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 08:16:44,599 - Train: 8.89% [20100/226000] [88.9/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 08:17:04,565 - ==> Total time: 8:11:44 Eta: 3 days, 11:53:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:19:09,859 - Train: 8.94% [20200/226000] [89.4/1000.0] [batch_t 1.423 (1.438)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 08:21:32,927 - Train: 8.98% [20300/226000] [89.8/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 08:22:30,084 - ==> Total time: 8:17:10 Eta: 3 days, 11:46:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:23:58,066 - Train: 9.03% [20400/226000] [90.3/1000.0] [batch_t 1.433 (1.440)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 08:26:21,041 - Train: 9.07% [20500/226000] [90.7/1000.0] [batch_t 1.437 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 08:27:55,482 - ==> Total time: 8:22:35 Eta: 3 days, 11:40:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:28:46,173 - Train: 9.12% [20600/226000] [91.2/1000.0] [batch_t 1.442 (1.447)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 08:31:09,270 - Train: 9.16% [20700/226000] [91.6/1000.0] [batch_t 1.436 (1.431)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 08:33:20,952 - ==> Total time: 8:28:01 Eta: 3 days, 11:33:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:33:34,657 - Train: 9.20% [20800/226000] [92.0/1000.0] [batch_t 1.441 (1.517)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 08:35:57,896 - Train: 9.25% [20900/226000] [92.5/1000.0] [batch_t 1.426 (1.432)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-30 08:38:21,269 - Train: 9.29% [21000/226000] [92.9/1000.0] [batch_t 1.427 (1.434)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 08:38:47,074 - ==> Total time: 8:33:27 Eta: 3 days, 11:27:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:40:46,825 - Train: 9.34% [21100/226000] [93.4/1000.0] [batch_t 1.426 (1.440)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-30 08:43:10,086 - Train: 9.38% [21200/226000] [93.8/1000.0] [batch_t 1.423 (1.433)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 08:44:13,046 - ==> Total time: 8:38:53 Eta: 3 days, 11:21:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:45:35,345 - Train: 9.42% [21300/226000] [94.2/1000.0] [batch_t 1.420 (1.441)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-03-30 08:47:58,348 - Train: 9.47% [21400/226000] [94.7/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 08:49:38,575 - ==> Total time: 8:44:18 Eta: 3 days, 11:14:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:50:23,679 - Train: 9.51% [21500/226000] [95.1/1000.0] [batch_t 1.427 (1.449)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 08:52:46,707 - Train: 9.56% [21600/226000] [95.6/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 08:55:04,032 - ==> Total time: 8:49:44 Eta: 3 days, 11:08:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 08:55:12,187 - Train: 9.60% [21700/226000] [96.0/1000.0] [batch_t 1.434 (1.559)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 08:57:35,148 - Train: 9.65% [21800/226000] [96.5/1000.0] [batch_t 1.422 (1.430)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-03-30 08:59:58,198 - Train: 9.69% [21900/226000] [96.9/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 09:00:29,724 - ==> Total time: 8:55:09 Eta: 3 days, 11:02:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 09:02:23,285 - Train: 9.73% [22000/226000] [97.3/1000.0] [batch_t 1.439 (1.436)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 09:04:46,545 - Train: 9.78% [22100/226000] [97.8/1000.0] [batch_t 1.428 (1.433)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 09:05:55,319 - ==> Total time: 9:00:35 Eta: 3 days, 10:55:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 09:07:11,747 - Train: 9.82% [22200/226000] [98.2/1000.0] [batch_t 1.436 (1.440)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 09:09:35,016 - Train: 9.87% [22300/226000] [98.7/1000.0] [batch_t 1.443 (1.433)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 09:11:20,825 - ==> Total time: 9:06:01 Eta: 3 days, 10:49:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 09:12:00,187 - Train: 9.91% [22400/226000] [99.1/1000.0] [batch_t 1.432 (1.452)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 09:14:23,310 - Train: 9.96% [22500/226000] [99.6/1000.0] [batch_t 1.416 (1.431)] [data_t 0.003] [optim_t 1.413] [lr 0.005000] +2024-03-30 09:16:46,452 - Train: 10.00% [22600/226000] [100.0/1000.0] [batch_t 1.401 (1.431)] [data_t 0.002] [optim_t 1.399] [lr 0.005000] +2024-03-30 09:17:08,635 - Test: 46.30% [50/108] [batch_t 0.428 (0.433)] +2024-03-30 09:17:29,651 - Test: 92.59% [100/108] [batch_t 0.417 (0.427)] +2024-03-30 09:17:32,934 - Test: 100.00% [108/108] [batch_t 0.350 (0.426)] +2024-03-30 09:17:53,513 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.793 (mAUROC_px) 2.803 (mAP_px) 0.361 (mF1_max_px) 11.590 (mAUPRO_px) 0.126 (mF1_px_0.2_0.8_0.1) 0.126 (mAcc_px_0.2_0.8_0.1) 0.127 (mIoU_px_0.2_0.8_0.1) 0.369 (mIoU_max_px) +2024-03-30 09:18:31,965 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.619 (mAUROC_px) 6.079 (mAP_px) 0.668 (mF1_max_px) 22.530 (mAUPRO_px) 0.234 (mF1_px_0.2_0.8_0.1) 0.225 (mAcc_px_0.2_0.8_0.1) 0.231 (mIoU_px_0.2_0.8_0.1) 0.674 (mIoU_max_px) +2024-03-30 09:19:05,066 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.650 (mAUROC_px) 5.093 (mAP_px) 0.605 (mF1_max_px) 19.095 (mAUPRO_px) 0.249 (mF1_px_0.2_0.8_0.1) 0.251 (mAcc_px_0.2_0.8_0.1) 0.253 (mIoU_px_0.2_0.8_0.1) 0.726 (mIoU_max_px) +2024-03-30 09:19:33,550 - ==> Metric Time for carpet : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.088 (mAUROC_px) 4.424 (mAP_px) 0.566 (mF1_max_px) 16.118 (mAUPRO_px) 0.194 (mF1_px_0.2_0.8_0.1) 0.190 (mAcc_px_0.2_0.8_0.1) 0.191 (mIoU_px_0.2_0.8_0.1) 0.550 (mIoU_max_px) +2024-03-30 09:19:52,598 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.666 (mAUROC_px) 2.810 (mAP_px) 0.351 (mF1_max_px) 11.354 (mAUPRO_px) 0.124 (mF1_px_0.2_0.8_0.1) 0.132 (mAcc_px_0.2_0.8_0.1) 0.132 (mIoU_px_0.2_0.8_0.1) 0.371 (mIoU_max_px) +2024-03-30 09:20:21,029 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.214 (mAUROC_px) 4.568 (mAP_px) 0.602 (mF1_max_px) 16.694 (mAUPRO_px) 0.204 (mF1_px_0.2_0.8_0.1) 0.207 (mAcc_px_0.2_0.8_0.1) 0.209 (mIoU_px_0.2_0.8_0.1) 0.591 (mIoU_max_px) +2024-03-30 09:20:49,890 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.146 (mAUROC_px) 4.487 (mAP_px) 0.570 (mF1_max_px) 16.346 (mAUPRO_px) 0.198 (mF1_px_0.2_0.8_0.1) 0.194 (mAcc_px_0.2_0.8_0.1) 0.196 (mIoU_px_0.2_0.8_0.1) 0.554 (mIoU_max_px) +2024-03-30 09:21:21,194 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.502 (mAUROC_px) 3.934 (mAP_px) 0.517 (mF1_max_px) 20.140 (mAUPRO_px) 0.182 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.176 (mIoU_px_0.2_0.8_0.1) 0.518 (mIoU_max_px) +2024-03-30 09:22:04,235 - ==> Metric Time for pill : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.395 (mAUROC_px) 6.647 (mAP_px) 0.853 (mF1_max_px) 25.201 (mAUPRO_px) 0.309 (mF1_px_0.2_0.8_0.1) 0.291 (mAcc_px_0.2_0.8_0.1) 0.290 (mIoU_px_0.2_0.8_0.1) 0.830 (mIoU_max_px) +2024-03-30 09:22:42,491 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.244 (mAUROC_px) 6.353 (mAP_px) 0.799 (mF1_max_px) 21.107 (mAUPRO_px) 0.261 (mF1_px_0.2_0.8_0.1) 0.260 (mAcc_px_0.2_0.8_0.1) 0.260 (mIoU_px_0.2_0.8_0.1) 0.757 (mIoU_max_px) +2024-03-30 09:23:13,473 - ==> Metric Time for tile : 0.002 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.001 (mF1_max_sp_max) 5.901 (mAUROC_px) 4.498 (mAP_px) 0.551 (mF1_max_px) 18.661 (mAUPRO_px) 0.208 (mF1_px_0.2_0.8_0.1) 0.207 (mAcc_px_0.2_0.8_0.1) 0.211 (mIoU_px_0.2_0.8_0.1) 0.583 (mIoU_max_px) +2024-03-30 09:23:22,290 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.472 (mAUROC_px) 1.128 (mAP_px) 0.179 (mF1_max_px) 5.607 (mAUPRO_px) 0.064 (mF1_px_0.2_0.8_0.1) 0.062 (mAcc_px_0.2_0.8_0.1) 0.062 (mIoU_px_0.2_0.8_0.1) 0.182 (mIoU_max_px) +2024-03-30 09:23:45,047 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.591 (mAUROC_px) 3.295 (mAP_px) 0.444 (mF1_max_px) 13.380 (mAUPRO_px) 0.156 (mF1_px_0.2_0.8_0.1) 0.151 (mAcc_px_0.2_0.8_0.1) 0.150 (mIoU_px_0.2_0.8_0.1) 0.453 (mIoU_max_px) +2024-03-30 09:24:05,255 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.635 (mAUROC_px) 2.766 (mAP_px) 0.355 (mF1_max_px) 12.638 (mAUPRO_px) 0.121 (mF1_px_0.2_0.8_0.1) 0.120 (mAcc_px_0.2_0.8_0.1) 0.121 (mIoU_px_0.2_0.8_0.1) 0.350 (mIoU_max_px) +2024-03-30 09:24:42,293 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.569 (mAUROC_px) 5.828 (mAP_px) 0.690 (mF1_max_px) 21.313 (mAUPRO_px) 0.251 (mF1_px_0.2_0.8_0.1) 0.241 (mAcc_px_0.2_0.8_0.1) 0.243 (mIoU_px_0.2_0.8_0.1) 0.702 (mIoU_max_px) +2024-03-30 09:24:42,316 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.815 | 98.815 (100 epoch) | 80.062 | 80.062 (100 epoch) | 76.519 | 76.519 (100 epoch) | 95.722 | 95.747 (50 epoch) | 50.496 | 51.199 (50 epoch) | 56.523 | 57.568 (50 epoch) | 37.269 | 37.636 (50 epoch) | 61.968 | 61.968 (100 epoch) | +| cable | 98.445 | 98.445 (100 epoch) | 99.078 | 99.078 (100 epoch) | 95.745 | 95.745 (100 epoch) | 93.750 | 93.750 (100 epoch) | 39.698 | 39.698 (100 epoch) | 45.985 | 45.985 (100 epoch) | 88.581 | 88.581 (100 epoch) | 25.600 | 25.600 (100 epoch) | 38.925 | 39.183 (50 epoch) | 15.456 | 15.456 (100 epoch) | 29.858 | 29.858 (100 epoch) | +| capsule | 86.637 | 88.472 (50 epoch) | 96.926 | 97.383 (50 epoch) | 92.377 | 93.103 (50 epoch) | 98.124 | 98.124 (100 epoch) | 42.229 | 42.229 (100 epoch) | 45.347 | 45.347 (100 epoch) | 92.352 | 92.352 (100 epoch) | 26.206 | 26.206 (100 epoch) | 30.541 | 31.021 (50 epoch) | 15.884 | 15.884 (100 epoch) | 29.322 | 29.322 (100 epoch) | +| carpet | 99.960 | 99.960 (100 epoch) | 99.988 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.286 | 99.286 (100 epoch) | 65.969 | 65.969 (100 epoch) | 64.599 | 64.599 (100 epoch) | 97.482 | 97.482 (100 epoch) | 45.386 | 45.386 (100 epoch) | 67.287 | 67.287 (100 epoch) | 30.764 | 30.764 (100 epoch) | 47.709 | 47.709 (100 epoch) | +| grid | 99.582 | 99.582 (100 epoch) | 99.843 | 99.843 (100 epoch) | 99.130 | 99.130 (100 epoch) | 98.837 | 98.837 (100 epoch) | 47.860 | 47.860 (100 epoch) | 48.325 | 48.325 (100 epoch) | 96.488 | 96.488 (100 epoch) | 29.578 | 29.578 (100 epoch) | 41.340 | 42.805 (50 epoch) | 18.274 | 18.274 (100 epoch) | 31.861 | 31.861 (100 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.991 | 98.991 (100 epoch) | 64.317 | 64.317 (100 epoch) | 64.890 | 64.890 (100 epoch) | 95.322 | 95.322 (100 epoch) | 36.077 | 36.156 (50 epoch) | 66.570 | 70.704 (50 epoch) | 24.038 | 24.038 (100 epoch) | 48.028 | 48.028 (100 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.357 | 99.357 (100 epoch) | 47.963 | 47.963 (100 epoch) | 51.147 | 51.147 (100 epoch) | 98.663 | 98.663 (100 epoch) | 34.625 | 34.625 (100 epoch) | 75.078 | 75.078 (100 epoch) | 21.601 | 21.601 (100 epoch) | 34.361 | 34.361 (100 epoch) | +| metal_nut | 99.560 | 99.560 (50 epoch) | 99.897 | 99.900 (50 epoch) | 98.396 | 98.913 (50 epoch) | 96.433 | 96.433 (100 epoch) | 74.567 | 75.043 (50 epoch) | 78.057 | 78.057 (100 epoch) | 92.565 | 92.658 (50 epoch) | 45.914 | 45.914 (100 epoch) | 54.899 | 55.580 (50 epoch) | 33.049 | 33.049 (100 epoch) | 64.012 | 64.012 (100 epoch) | +| pill | 96.781 | 96.781 (100 epoch) | 99.449 | 99.449 (100 epoch) | 96.057 | 96.057 (100 epoch) | 96.547 | 96.547 (100 epoch) | 60.580 | 60.580 (100 epoch) | 62.330 | 62.330 (100 epoch) | 95.078 | 95.078 (100 epoch) | 32.897 | 32.897 (100 epoch) | 49.748 | 49.748 (100 epoch) | 21.489 | 21.489 (100 epoch) | 45.275 | 45.275 (100 epoch) | +| screw | 92.212 | 92.212 (100 epoch) | 96.686 | 96.686 (100 epoch) | 93.333 | 93.333 (100 epoch) | 99.268 | 99.352 (50 epoch) | 47.303 | 47.303 (100 epoch) | 48.033 | 48.033 (100 epoch) | 96.269 | 96.940 (50 epoch) | 24.353 | 24.353 (100 epoch) | 57.345 | 57.553 (50 epoch) | 14.917 | 14.917 (100 epoch) | 31.608 | 31.608 (100 epoch) | +| tile | 98.232 | 98.232 (100 epoch) | 99.343 | 99.343 (100 epoch) | 95.181 | 95.181 (100 epoch) | 93.676 | 93.676 (100 epoch) | 44.622 | 44.622 (100 epoch) | 54.798 | 54.798 (100 epoch) | 80.706 | 80.706 (100 epoch) | 29.509 | 29.509 (100 epoch) | 41.817 | 45.225 (50 epoch) | 18.652 | 18.652 (100 epoch) | 37.739 | 37.739 (100 epoch) | +| toothbrush | 95.833 | 95.833 (100 epoch) | 98.244 | 98.244 (100 epoch) | 96.774 | 96.774 (100 epoch) | 98.982 | 98.982 (100 epoch) | 47.858 | 47.858 (100 epoch) | 60.237 | 60.237 (100 epoch) | 92.010 | 92.012 (50 epoch) | 37.462 | 37.462 (100 epoch) | 64.301 | 65.841 (50 epoch) | 24.465 | 24.465 (100 epoch) | 43.099 | 43.099 (100 epoch) | +| transistor | 99.625 | 99.625 (100 epoch) | 99.475 | 99.475 (100 epoch) | 96.296 | 96.296 (100 epoch) | 95.329 | 95.523 (50 epoch) | 63.878 | 63.878 (100 epoch) | 61.903 | 61.903 (100 epoch) | 87.455 | 88.321 (50 epoch) | 36.448 | 37.898 (50 epoch) | 41.116 | 42.896 (50 epoch) | 23.814 | 24.801 (50 epoch) | 44.826 | 44.826 (100 epoch) | +| wood | 98.772 | 98.772 (100 epoch) | 99.620 | 99.620 (100 epoch) | 96.774 | 96.774 (50 epoch) | 94.098 | 94.098 (100 epoch) | 47.681 | 47.681 (100 epoch) | 49.041 | 49.041 (100 epoch) | 91.708 | 92.390 (50 epoch) | 32.642 | 32.642 (100 epoch) | 59.309 | 59.608 (50 epoch) | 20.275 | 20.275 (100 epoch) | 32.486 | 32.486 (100 epoch) | +| zipper | 98.582 | 98.582 (100 epoch) | 99.625 | 99.625 (100 epoch) | 96.748 | 96.748 (50 epoch) | 98.119 | 98.119 (100 epoch) | 56.209 | 56.209 (100 epoch) | 59.117 | 59.117 (100 epoch) | 94.419 | 94.419 (100 epoch) | 30.058 | 30.058 (100 epoch) | 38.597 | 38.597 (100 epoch) | 19.352 | 19.352 (100 epoch) | 41.962 | 41.962 (100 epoch) | +| Avg | 97.615 | 97.615 (100 epoch) | 99.212 | 99.212 (100 epoch) | 97.084 | 97.084 (100 epoch) | 97.307 | 97.307 (100 epoch) | 55.386 | 55.386 (100 epoch) | 58.022 | 58.022 (100 epoch) | 92.988 | 92.988 (100 epoch) | 34.483 | 34.483 (100 epoch) | 52.226 | 52.378 (50 epoch) | 22.620 | 22.620 (100 epoch) | 41.608 | 41.608 (100 epoch) | +2024-03-30 09:24:42,627 - ==> Total time: 9:19:22 Eta: 3 days, 11:54:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 09:27:09,923 - Train: 10.04% [22700/226000] [100.4/1000.0] [batch_t 1.428 (1.454)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 09:29:33,016 - Train: 10.09% [22800/226000] [100.9/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 09:30:10,222 - ==> Total time: 9:24:50 Eta: 3 days, 11:47:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 09:31:58,508 - Train: 10.13% [22900/226000] [101.3/1000.0] [batch_t 1.433 (1.439)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 09:34:21,743 - Train: 10.18% [23000/226000] [101.8/1000.0] [batch_t 1.431 (1.432)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 09:35:36,253 - ==> Total time: 9:30:16 Eta: 3 days, 11:40:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 09:36:47,486 - Train: 10.22% [23100/226000] [102.2/1000.0] [batch_t 1.432 (1.444)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 09:39:10,635 - Train: 10.27% [23200/226000] [102.7/1000.0] [batch_t 1.423 (1.431)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 09:41:02,388 - ==> Total time: 9:35:42 Eta: 3 days, 11:33:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 09:41:37,153 - Train: 10.31% [23300/226000] [103.1/1000.0] [batch_t 1.442 (1.452)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-30 09:44:00,185 - Train: 10.35% [23400/226000] [103.5/1000.0] [batch_t 1.432 (1.430)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 09:46:23,186 - Train: 10.40% [23500/226000] [104.0/1000.0] [batch_t 1.436 (1.430)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 09:46:28,905 - ==> Total time: 9:41:09 Eta: 3 days, 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- Train: 10.62% [24000/226000] [106.2/1000.0] [batch_t 1.391 (1.441)] [data_t 0.003] [optim_t 1.388] [lr 0.005000] +2024-03-30 10:00:48,776 - Train: 10.66% [24100/226000] [106.6/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 10:02:46,022 - ==> Total time: 9:57:26 Eta: 3 days, 11:06:05 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:03:13,910 - Train: 10.71% [24200/226000] [107.1/1000.0] [batch_t 1.428 (1.466)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 10:05:37,006 - Train: 10.75% [24300/226000] [107.5/1000.0] [batch_t 1.412 (1.431)] [data_t 0.003] [optim_t 1.410] [lr 0.005000] +2024-03-30 10:08:00,264 - Train: 10.80% [24400/226000] [108.0/1000.0] [batch_t 1.427 (1.432)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-30 10:08:11,672 - ==> Total time: 10:02:51 Eta: 3 days, 10:59:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:10:25,565 - Train: 10.84% [24500/226000] [108.4/1000.0] [batch_t 1.437 (1.437)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 10:12:48,564 - Train: 10.88% [24600/226000] [108.8/1000.0] [batch_t 1.439 (1.430)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 10:13:37,252 - ==> Total time: 10:08:17 Eta: 3 days, 10:52:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:15:13,866 - Train: 10.93% [24700/226000] [109.3/1000.0] [batch_t 1.437 (1.440)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 10:17:37,031 - Train: 10.97% [24800/226000] [109.7/1000.0] [batch_t 1.431 (1.432)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 10:19:03,075 - ==> Total time: 10:13:43 Eta: 3 days, 10:45:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:20:02,553 - Train: 11.02% [24900/226000] [110.2/1000.0] [batch_t 1.427 (1.447)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 10:22:25,643 - Train: 11.06% [25000/226000] [110.6/1000.0] [batch_t 1.442 (1.431)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 10:24:28,689 - ==> Total time: 10:19:08 Eta: 3 days, 10:38:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:24:50,877 - Train: 11.11% [25100/226000] [111.1/1000.0] [batch_t 1.429 (1.475)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 10:27:14,096 - Train: 11.15% [25200/226000] [111.5/1000.0] [batch_t 1.418 (1.432)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-30 10:29:37,057 - Train: 11.19% [25300/226000] [111.9/1000.0] [batch_t 1.428 (1.430)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 10:29:54,236 - ==> Total time: 10:24:34 Eta: 3 days, 10:31:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:32:02,197 - Train: 11.24% [25400/226000] [112.4/1000.0] [batch_t 1.398 (1.435)] [data_t 0.003] [optim_t 1.395] [lr 0.005000] +2024-03-30 10:34:25,296 - Train: 11.28% [25500/226000] [112.8/1000.0] [batch_t 1.429 (1.431)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 10:35:19,695 - ==> Total time: 10:29:59 Eta: 3 days, 10:25:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:36:50,686 - Train: 11.33% [25600/226000] [113.3/1000.0] [batch_t 1.441 (1.440)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 10:39:13,839 - Train: 11.37% [25700/226000] [113.7/1000.0] [batch_t 1.433 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 10:40:45,482 - ==> Total time: 10:35:25 Eta: 3 days, 10:18:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:41:38,994 - Train: 11.42% [25800/226000] [114.2/1000.0] [batch_t 1.426 (1.442)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-30 10:44:01,986 - Train: 11.46% [25900/226000] [114.6/1000.0] [batch_t 1.448 (1.430)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-03-30 10:46:10,833 - ==> Total time: 10:40:51 Eta: 3 days, 10:11:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:46:27,396 - Train: 11.50% [26000/226000] [115.0/1000.0] [batch_t 1.428 (1.493)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 10:48:50,553 - Train: 11.55% [26100/226000] [115.5/1000.0] [batch_t 1.404 (1.431)] [data_t 0.003] [optim_t 1.401] [lr 0.005000] +2024-03-30 10:51:13,560 - Train: 11.59% [26200/226000] [115.9/1000.0] [batch_t 1.438 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 10:51:36,455 - ==> Total time: 10:46:16 Eta: 3 days, 10:05:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:53:38,973 - Train: 11.64% [26300/226000] [116.4/1000.0] [batch_t 1.462 (1.438)] [data_t 0.003] [optim_t 1.459] [lr 0.005000] +2024-03-30 10:56:02,047 - Train: 11.68% [26400/226000] [116.8/1000.0] [batch_t 1.446 (1.431)] [data_t 0.002] [optim_t 1.444] [lr 0.005000] +2024-03-30 10:57:02,147 - ==> Total time: 10:51:42 Eta: 3 days, 9:58:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 10:58:28,697 - Train: 11.73% [26500/226000] [117.3/1000.0] [batch_t 1.437 (1.441)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-30 11:00:51,846 - Train: 11.77% [26600/226000] [117.7/1000.0] [batch_t 1.428 (1.431)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 11:02:29,021 - ==> Total time: 10:57:09 Eta: 3 days, 9:51:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:03:17,152 - Train: 11.81% [26700/226000] [118.1/1000.0] [batch_t 1.448 (1.450)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-03-30 11:05:40,309 - Train: 11.86% [26800/226000] [118.6/1000.0] [batch_t 1.432 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 11:07:54,713 - ==> Total time: 11:02:34 Eta: 3 days, 9:45:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:08:05,503 - Train: 11.90% [26900/226000] [119.0/1000.0] [batch_t 1.428 (1.527)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 11:10:28,664 - Train: 11.95% [27000/226000] [119.5/1000.0] [batch_t 1.428 (1.432)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 11:12:51,895 - Train: 11.99% [27100/226000] [119.9/1000.0] [batch_t 1.425 (1.432)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 11:13:20,573 - ==> Total time: 11:08:00 Eta: 3 days, 9:38:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:15:17,255 - Train: 12.04% [27200/226000] [120.4/1000.0] [batch_t 1.431 (1.436)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 11:17:40,420 - Train: 12.08% [27300/226000] [120.8/1000.0] [batch_t 1.431 (1.432)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 11:18:46,363 - ==> Total time: 11:13:26 Eta: 3 days, 9:32:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:20:05,912 - Train: 12.12% [27400/226000] [121.2/1000.0] [batch_t 1.447 (1.443)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-30 11:22:29,060 - Train: 12.17% [27500/226000] [121.7/1000.0] [batch_t 1.448 (1.431)] [data_t 0.002] [optim_t 1.445] [lr 0.005000] +2024-03-30 11:24:12,237 - ==> Total time: 11:18:52 Eta: 3 days, 9:25:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:24:54,578 - Train: 12.21% [27600/226000] [122.1/1000.0] [batch_t 1.435 (1.452)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 11:27:17,624 - Train: 12.26% [27700/226000] [122.6/1000.0] [batch_t 1.423 (1.430)] [data_t 0.004] [optim_t 1.419] [lr 0.005000] +2024-03-30 11:29:38,066 - ==> Total time: 11:24:18 Eta: 3 days, 9:19:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:29:43,172 - Train: 12.30% [27800/226000] [123.0/1000.0] [batch_t 1.424 (1.737)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-30 11:32:06,233 - Train: 12.35% [27900/226000] [123.5/1000.0] [batch_t 1.437 (1.431)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 11:34:29,420 - Train: 12.39% [28000/226000] [123.9/1000.0] [batch_t 1.432 (1.432)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 11:35:03,822 - ==> Total time: 11:29:44 Eta: 3 days, 9:12:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:36:55,216 - Train: 12.43% [28100/226000] [124.3/1000.0] [batch_t 1.452 (1.438)] [data_t 0.003] [optim_t 1.449] [lr 0.005000] +2024-03-30 11:39:18,514 - Train: 12.48% [28200/226000] [124.8/1000.0] [batch_t 1.432 (1.433)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 11:40:30,076 - ==> Total time: 11:35:10 Eta: 3 days, 9:06:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:41:43,848 - Train: 12.52% [28300/226000] [125.2/1000.0] [batch_t 1.421 (1.440)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-03-30 11:44:06,992 - Train: 12.57% [28400/226000] [125.7/1000.0] [batch_t 1.443 (1.431)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 11:45:55,563 - ==> Total time: 11:40:35 Eta: 3 days, 8:59:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:46:31,881 - Train: 12.61% [28500/226000] [126.1/1000.0] [batch_t 1.393 (1.449)] [data_t 0.002] [optim_t 1.390] [lr 0.005000] +2024-03-30 11:48:55,067 - Train: 12.65% [28600/226000] [126.5/1000.0] [batch_t 1.429 (1.432)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 11:51:18,301 - Train: 12.70% [28700/226000] [127.0/1000.0] [batch_t 1.442 (1.432)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 11:51:21,166 - ==> Total time: 11:46:01 Eta: 3 days, 8:53:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:53:43,495 - Train: 12.74% [28800/226000] [127.4/1000.0] [batch_t 1.433 (1.436)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 11:56:06,368 - Train: 12.79% [28900/226000] [127.9/1000.0] [batch_t 1.442 (1.429)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-30 11:56:46,423 - ==> Total time: 11:51:26 Eta: 3 days, 8:46:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 11:58:31,723 - Train: 12.83% [29000/226000] [128.3/1000.0] [batch_t 1.434 (1.440)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 12:00:54,880 - Train: 12.88% [29100/226000] [128.8/1000.0] [batch_t 1.423 (1.431)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 12:02:12,226 - ==> Total time: 11:56:52 Eta: 3 days, 8:40:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:03:20,093 - Train: 12.92% [29200/226000] [129.2/1000.0] [batch_t 1.447 (1.440)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-03-30 12:05:43,105 - Train: 12.96% [29300/226000] [129.6/1000.0] [batch_t 1.427 (1.430)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-30 12:07:37,552 - ==> Total time: 12:02:17 Eta: 3 days, 8:33:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:08:08,392 - Train: 13.01% [29400/226000] [130.1/1000.0] [batch_t 1.438 (1.459)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 12:10:31,594 - Train: 13.05% [29500/226000] [130.5/1000.0] [batch_t 1.436 (1.432)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 12:12:54,773 - Train: 13.10% [29600/226000] [131.0/1000.0] [batch_t 1.440 (1.432)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 12:13:03,401 - ==> Total time: 12:07:43 Eta: 3 days, 8:27:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:15:20,084 - Train: 13.14% [29700/226000] [131.4/1000.0] [batch_t 1.435 (1.437)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 12:17:43,257 - Train: 13.19% [29800/226000] [131.9/1000.0] [batch_t 1.438 (1.432)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 12:18:29,157 - ==> Total time: 12:13:09 Eta: 3 days, 8:21:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:20:08,790 - Train: 13.23% [29900/226000] [132.3/1000.0] [batch_t 1.431 (1.439)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 12:22:31,958 - Train: 13.27% [30000/226000] [132.7/1000.0] [batch_t 1.446 (1.432)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-30 12:23:54,912 - ==> Total time: 12:18:35 Eta: 3 days, 8:14:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:24:57,429 - Train: 13.32% [30100/226000] [133.2/1000.0] [batch_t 1.444 (1.446)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-30 12:27:20,567 - Train: 13.36% [30200/226000] [133.6/1000.0] [batch_t 1.436 (1.431)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 12:29:20,528 - ==> Total time: 12:24:00 Eta: 3 days, 8:08:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:29:45,629 - Train: 13.41% [30300/226000] [134.1/1000.0] [batch_t 1.432 (1.464)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 12:32:08,837 - Train: 13.45% [30400/226000] [134.5/1000.0] [batch_t 1.441 (1.432)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 12:34:32,119 - Train: 13.50% [30500/226000] [135.0/1000.0] [batch_t 1.423 (1.433)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-03-30 12:34:46,415 - ==> Total time: 12:29:26 Eta: 3 days, 8:01:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:36:57,400 - Train: 13.54% [30600/226000] [135.4/1000.0] [batch_t 1.457 (1.438)] [data_t 0.003] [optim_t 1.453] [lr 0.005000] +2024-03-30 12:39:20,488 - Train: 13.58% [30700/226000] [135.8/1000.0] [batch_t 1.425 (1.431)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 12:40:12,067 - ==> Total time: 12:34:52 Eta: 3 days, 7:55:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:41:45,832 - Train: 13.63% [30800/226000] [136.3/1000.0] [batch_t 1.429 (1.440)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 12:44:09,029 - Train: 13.67% [30900/226000] [136.7/1000.0] [batch_t 1.432 (1.432)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 12:45:37,847 - ==> Total time: 12:40:18 Eta: 3 days, 7:49:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:46:34,520 - Train: 13.72% [31000/226000] [137.2/1000.0] [batch_t 1.437 (1.450)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 12:48:57,636 - Train: 13.76% [31100/226000] [137.6/1000.0] [batch_t 1.438 (1.431)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 12:51:03,542 - ==> Total time: 12:45:43 Eta: 3 days, 7:43:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:51:23,230 - Train: 13.81% [31200/226000] [138.1/1000.0] [batch_t 1.440 (1.481)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 12:53:46,217 - Train: 13.85% [31300/226000] [138.5/1000.0] [batch_t 1.443 (1.430)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 12:56:09,439 - Train: 13.89% [31400/226000] [138.9/1000.0] [batch_t 1.418 (1.432)] [data_t 0.003] [optim_t 1.415] [lr 0.005000] +2024-03-30 12:56:29,490 - ==> Total time: 12:51:09 Eta: 3 days, 7:36:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 12:58:34,867 - Train: 13.94% [31500/226000] [139.4/1000.0] [batch_t 1.389 (1.437)] [data_t 0.003] [optim_t 1.387] [lr 0.005000] +2024-03-30 13:00:57,985 - Train: 13.98% [31600/226000] [139.8/1000.0] [batch_t 1.436 (1.431)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 13:01:55,312 - ==> Total time: 12:56:35 Eta: 3 days, 7:30:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:03:23,544 - Train: 14.03% [31700/226000] [140.3/1000.0] [batch_t 1.442 (1.443)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 13:05:46,723 - Train: 14.07% [31800/226000] [140.7/1000.0] [batch_t 1.427 (1.432)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-30 13:07:21,071 - ==> Total time: 13:02:01 Eta: 3 days, 7:24:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:08:11,900 - Train: 14.12% [31900/226000] [141.2/1000.0] [batch_t 1.436 (1.449)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 13:10:34,928 - Train: 14.16% [32000/226000] [141.6/1000.0] [batch_t 1.419 (1.430)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-30 13:12:46,640 - ==> Total time: 13:07:26 Eta: 3 days, 7:17:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:13:00,336 - Train: 14.20% [32100/226000] [142.0/1000.0] [batch_t 1.433 (1.502)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 13:15:23,391 - Train: 14.25% [32200/226000] [142.5/1000.0] [batch_t 1.443 (1.430)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-30 13:17:46,487 - Train: 14.29% [32300/226000] [142.9/1000.0] [batch_t 1.422 (1.431)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-30 13:18:12,261 - ==> Total time: 13:12:52 Eta: 3 days, 7:11:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:20:11,776 - Train: 14.34% [32400/226000] [143.4/1000.0] [batch_t 1.429 (1.438)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 13:22:34,903 - Train: 14.38% [32500/226000] [143.8/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 13:23:37,819 - ==> Total time: 13:18:18 Eta: 3 days, 7:05:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:25:00,178 - Train: 14.42% [32600/226000] [144.2/1000.0] [batch_t 1.432 (1.443)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 13:27:23,264 - Train: 14.47% [32700/226000] [144.7/1000.0] [batch_t 1.435 (1.431)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 13:29:03,452 - ==> Total time: 13:23:43 Eta: 3 days, 6:59:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:29:49,117 - Train: 14.51% [32800/226000] [145.1/1000.0] [batch_t 1.433 (1.451)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 13:32:12,254 - Train: 14.56% [32900/226000] [145.6/1000.0] [batch_t 1.443 (1.431)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-30 13:34:29,777 - ==> Total time: 13:29:09 Eta: 3 days, 6:53:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:34:37,567 - Train: 14.60% [33000/226000] [146.0/1000.0] [batch_t 1.423 (1.524)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-30 13:37:00,850 - Train: 14.65% [33100/226000] [146.5/1000.0] [batch_t 1.439 (1.433)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 13:39:24,023 - Train: 14.69% [33200/226000] [146.9/1000.0] [batch_t 1.441 (1.432)] [data_t 0.002] [optim_t 1.438] [lr 0.005000] +2024-03-30 13:39:55,549 - ==> Total time: 13:34:35 Eta: 3 days, 6:46:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:41:50,075 - Train: 14.73% [33300/226000] [147.3/1000.0] [batch_t 1.436 (1.440)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 13:44:13,351 - Train: 14.78% [33400/226000] [147.8/1000.0] [batch_t 1.427 (1.433)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 13:45:22,023 - ==> Total time: 13:40:02 Eta: 3 days, 6:40:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:46:40,500 - Train: 14.82% [33500/226000] [148.2/1000.0] [batch_t 1.439 (1.444)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 13:49:03,571 - Train: 14.87% [33600/226000] [148.7/1000.0] [batch_t 1.435 (1.431)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 13:50:49,337 - ==> Total time: 13:45:29 Eta: 3 days, 6:34:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 13:51:29,035 - Train: 14.91% [33700/226000] [149.1/1000.0] [batch_t 1.433 (1.451)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 13:53:52,088 - Train: 14.96% [33800/226000] [149.6/1000.0] [batch_t 1.436 (1.430)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 13:56:15,123 - Train: 15.00% [33900/226000] [150.0/1000.0] [batch_t 1.429 (1.430)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 13:56:37,408 - Test: 46.30% [50/108] [batch_t 0.421 (0.436)] +2024-03-30 13:56:58,429 - Test: 92.59% [100/108] [batch_t 0.417 (0.428)] +2024-03-30 13:57:01,735 - Test: 100.00% [108/108] [batch_t 0.353 (0.427)] +2024-03-30 13:57:22,107 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.591 (mAUROC_px) 2.585 (mAP_px) 0.376 (mF1_max_px) 11.714 (mAUPRO_px) 0.127 (mF1_px_0.2_0.8_0.1) 0.127 (mAcc_px_0.2_0.8_0.1) 0.127 (mIoU_px_0.2_0.8_0.1) 0.370 (mIoU_max_px) +2024-03-30 13:57:58,830 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.585 (mAUROC_px) 5.923 (mAP_px) 0.709 (mF1_max_px) 20.940 (mAUPRO_px) 0.243 (mF1_px_0.2_0.8_0.1) 0.241 (mAcc_px_0.2_0.8_0.1) 0.245 (mIoU_px_0.2_0.8_0.1) 0.693 (mIoU_max_px) +2024-03-30 13:58:29,737 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.663 (mAUROC_px) 4.997 (mAP_px) 0.600 (mF1_max_px) 17.286 (mAUPRO_px) 0.200 (mF1_px_0.2_0.8_0.1) 0.198 (mAcc_px_0.2_0.8_0.1) 0.200 (mIoU_px_0.2_0.8_0.1) 0.634 (mIoU_max_px) +2024-03-30 13:58:57,395 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.822 (mAUROC_px) 4.380 (mAP_px) 0.521 (mF1_max_px) 15.644 (mAUPRO_px) 0.213 (mF1_px_0.2_0.8_0.1) 0.248 (mAcc_px_0.2_0.8_0.1) 0.218 (mIoU_px_0.2_0.8_0.1) 0.517 (mIoU_max_px) +2024-03-30 13:59:14,606 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.318 (mAUROC_px) 2.582 (mAP_px) 0.441 (mF1_max_px) 10.110 (mAUPRO_px) 0.120 (mF1_px_0.2_0.8_0.1) 0.119 (mAcc_px_0.2_0.8_0.1) 0.117 (mIoU_px_0.2_0.8_0.1) 0.346 (mIoU_max_px) +2024-03-30 13:59:41,631 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.245 (mAUROC_px) 3.887 (mAP_px) 0.485 (mF1_max_px) 16.163 (mAUPRO_px) 0.196 (mF1_px_0.2_0.8_0.1) 0.194 (mAcc_px_0.2_0.8_0.1) 0.189 (mIoU_px_0.2_0.8_0.1) 0.562 (mIoU_max_px) +2024-03-30 14:00:12,769 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.274 (mAUROC_px) 4.792 (mAP_px) 0.596 (mF1_max_px) 18.013 (mAUPRO_px) 0.211 (mF1_px_0.2_0.8_0.1) 0.223 (mAcc_px_0.2_0.8_0.1) 0.237 (mIoU_px_0.2_0.8_0.1) 0.631 (mIoU_max_px) +2024-03-30 14:00:46,691 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.802 (mAUROC_px) 4.358 (mAP_px) 0.543 (mF1_max_px) 21.983 (mAUPRO_px) 0.187 (mF1_px_0.2_0.8_0.1) 0.181 (mAcc_px_0.2_0.8_0.1) 0.184 (mIoU_px_0.2_0.8_0.1) 0.536 (mIoU_max_px) +2024-03-30 14:01:29,629 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.593 (mAUROC_px) 6.603 (mAP_px) 0.883 (mF1_max_px) 24.979 (mAUPRO_px) 0.273 (mF1_px_0.2_0.8_0.1) 0.291 (mAcc_px_0.2_0.8_0.1) 0.284 (mIoU_px_0.2_0.8_0.1) 0.813 (mIoU_max_px) +2024-03-30 14:02:09,935 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.497 (mAUROC_px) 6.270 (mAP_px) 0.769 (mF1_max_px) 22.916 (mAUPRO_px) 0.281 (mF1_px_0.2_0.8_0.1) 0.276 (mAcc_px_0.2_0.8_0.1) 0.283 (mIoU_px_0.2_0.8_0.1) 0.801 (mIoU_max_px) +2024-03-30 14:02:42,346 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.072 (mAUROC_px) 4.660 (mAP_px) 0.546 (mF1_max_px) 19.856 (mAUPRO_px) 0.193 (mF1_px_0.2_0.8_0.1) 0.186 (mAcc_px_0.2_0.8_0.1) 0.193 (mIoU_px_0.2_0.8_0.1) 0.557 (mIoU_max_px) +2024-03-30 14:02:52,127 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.785 (mAUROC_px) 1.407 (mAP_px) 0.201 (mF1_max_px) 5.936 (mAUPRO_px) 0.070 (mF1_px_0.2_0.8_0.1) 0.068 (mAcc_px_0.2_0.8_0.1) 0.074 (mIoU_px_0.2_0.8_0.1) 0.194 (mIoU_max_px) +2024-03-30 14:03:18,012 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.078 (mAUROC_px) 3.785 (mAP_px) 0.528 (mF1_max_px) 15.342 (mAUPRO_px) 0.189 (mF1_px_0.2_0.8_0.1) 0.173 (mAcc_px_0.2_0.8_0.1) 0.181 (mIoU_px_0.2_0.8_0.1) 0.505 (mIoU_max_px) +2024-03-30 14:03:40,388 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.414 (mAUROC_px) 3.396 (mAP_px) 0.414 (mF1_max_px) 13.225 (mAUPRO_px) 0.143 (mF1_px_0.2_0.8_0.1) 0.146 (mAcc_px_0.2_0.8_0.1) 0.143 (mIoU_px_0.2_0.8_0.1) 0.414 (mIoU_max_px) +2024-03-30 14:04:20,225 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.951 (mAUROC_px) 5.998 (mAP_px) 0.779 (mF1_max_px) 23.420 (mAUPRO_px) 0.262 (mF1_px_0.2_0.8_0.1) 0.252 (mAcc_px_0.2_0.8_0.1) 0.253 (mIoU_px_0.2_0.8_0.1) 0.738 (mIoU_max_px) +2024-03-30 14:04:20,239 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.832 | 98.832 (150 epoch) | 80.117 | 80.117 (150 epoch) | 76.552 | 76.552 (150 epoch) | 95.590 | 95.747 (50 epoch) | 50.996 | 51.199 (50 epoch) | 57.607 | 57.607 (150 epoch) | 37.606 | 37.636 (50 epoch) | 62.012 | 62.012 (150 epoch) | +| cable | 98.576 | 98.576 (150 epoch) | 99.127 | 99.127 (150 epoch) | 95.745 | 95.745 (100 epoch) | 94.655 | 94.655 (150 epoch) | 39.697 | 39.698 (100 epoch) | 45.810 | 45.985 (100 epoch) | 89.101 | 89.101 (150 epoch) | 25.285 | 25.600 (100 epoch) | 39.272 | 39.272 (150 epoch) | 15.239 | 15.456 (100 epoch) | 29.710 | 29.858 (100 epoch) | +| capsule | 92.302 | 92.302 (150 epoch) | 98.237 | 98.237 (150 epoch) | 93.750 | 93.750 (150 epoch) | 98.225 | 98.225 (150 epoch) | 43.200 | 43.200 (150 epoch) | 46.911 | 46.911 (150 epoch) | 90.973 | 92.352 (100 epoch) | 25.782 | 26.206 (100 epoch) | 29.005 | 31.021 (50 epoch) | 15.717 | 15.884 (100 epoch) | 30.643 | 30.643 (150 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.288 | 99.288 (150 epoch) | 66.029 | 66.029 (150 epoch) | 65.000 | 65.000 (150 epoch) | 97.330 | 97.482 (100 epoch) | 43.598 | 45.386 (100 epoch) | 64.904 | 67.287 (100 epoch) | 29.562 | 30.764 (100 epoch) | 48.148 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.069 | 99.069 (150 epoch) | 47.797 | 47.860 (100 epoch) | 48.030 | 48.325 (100 epoch) | 96.890 | 96.890 (150 epoch) | 30.335 | 30.335 (150 epoch) | 40.872 | 42.805 (50 epoch) | 18.777 | 18.777 (150 epoch) | 31.605 | 31.861 (100 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.954 | 98.991 (100 epoch) | 62.371 | 64.317 (100 epoch) | 63.783 | 64.890 (100 epoch) | 95.347 | 95.347 (150 epoch) | 36.740 | 36.740 (150 epoch) | 68.309 | 70.704 (50 epoch) | 24.440 | 24.440 (150 epoch) | 46.824 | 48.028 (100 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.363 | 99.363 (150 epoch) | 48.728 | 48.728 (150 epoch) | 52.311 | 52.311 (150 epoch) | 98.669 | 98.669 (150 epoch) | 33.895 | 34.625 (100 epoch) | 73.720 | 75.078 (100 epoch) | 21.158 | 21.601 (100 epoch) | 35.420 | 35.420 (150 epoch) | +| metal_nut | 99.756 | 99.756 (150 epoch) | 99.942 | 99.942 (150 epoch) | 99.465 | 99.465 (150 epoch) | 96.804 | 96.804 (150 epoch) | 75.922 | 75.922 (150 epoch) | 79.212 | 79.212 (150 epoch) | 93.394 | 93.394 (150 epoch) | 45.902 | 45.914 (100 epoch) | 54.472 | 55.580 (50 epoch) | 33.403 | 33.403 (150 epoch) | 65.579 | 65.579 (150 epoch) | +| pill | 96.672 | 96.781 (100 epoch) | 99.424 | 99.449 (100 epoch) | 96.085 | 96.085 (150 epoch) | 96.836 | 96.836 (150 epoch) | 62.359 | 62.359 (150 epoch) | 63.986 | 63.986 (150 epoch) | 95.709 | 95.709 (150 epoch) | 33.830 | 33.830 (150 epoch) | 49.962 | 49.962 (150 epoch) | 22.304 | 22.304 (150 epoch) | 47.044 | 47.044 (150 epoch) | +| screw | 91.884 | 92.212 (100 epoch) | 96.877 | 96.877 (150 epoch) | 92.742 | 93.333 (100 epoch) | 99.293 | 99.352 (50 epoch) | 47.631 | 47.631 (150 epoch) | 48.527 | 48.527 (150 epoch) | 96.433 | 96.940 (50 epoch) | 24.738 | 24.738 (150 epoch) | 56.854 | 57.553 (50 epoch) | 15.167 | 15.167 (150 epoch) | 32.037 | 32.037 (150 epoch) | +| tile | 98.160 | 98.232 (100 epoch) | 99.318 | 99.343 (100 epoch) | 95.062 | 95.181 (100 epoch) | 93.362 | 93.676 (100 epoch) | 42.863 | 44.622 (100 epoch) | 54.153 | 54.798 (100 epoch) | 80.197 | 80.706 (100 epoch) | 29.988 | 29.988 (150 epoch) | 43.685 | 45.225 (50 epoch) | 18.834 | 18.834 (150 epoch) | 37.130 | 37.739 (100 epoch) | +| toothbrush | 95.556 | 95.833 (100 epoch) | 98.071 | 98.244 (100 epoch) | 96.774 | 96.774 (100 epoch) | 98.986 | 98.986 (150 epoch) | 48.438 | 48.438 (150 epoch) | 59.517 | 60.237 (100 epoch) | 92.032 | 92.032 (150 epoch) | 39.001 | 39.001 (150 epoch) | 66.713 | 66.713 (150 epoch) | 25.500 | 25.500 (150 epoch) | 42.366 | 43.099 (100 epoch) | +| transistor | 99.875 | 99.875 (150 epoch) | 99.818 | 99.818 (150 epoch) | 97.561 | 97.561 (150 epoch) | 96.362 | 96.362 (150 epoch) | 67.687 | 67.687 (150 epoch) | 65.654 | 65.654 (150 epoch) | 88.190 | 88.321 (50 epoch) | 36.926 | 37.898 (50 epoch) | 39.407 | 42.896 (50 epoch) | 24.662 | 24.801 (50 epoch) | 48.870 | 48.870 (150 epoch) | +| wood | 98.684 | 98.772 (100 epoch) | 99.595 | 99.620 (100 epoch) | 96.774 | 96.774 (50 epoch) | 94.130 | 94.130 (150 epoch) | 46.263 | 47.681 (100 epoch) | 48.749 | 49.041 (100 epoch) | 91.829 | 92.390 (50 epoch) | 30.610 | 32.642 (100 epoch) | 56.485 | 59.608 (50 epoch) | 18.942 | 20.275 (100 epoch) | 32.230 | 32.486 (100 epoch) | +| zipper | 98.608 | 98.608 (150 epoch) | 99.633 | 99.633 (150 epoch) | 96.667 | 96.748 (50 epoch) | 98.077 | 98.119 (100 epoch) | 57.764 | 57.764 (150 epoch) | 59.791 | 59.791 (150 epoch) | 93.683 | 94.419 (100 epoch) | 31.784 | 31.784 (150 epoch) | 38.606 | 38.606 (150 epoch) | 20.562 | 20.562 (150 epoch) | 42.645 | 42.645 (150 epoch) | +| Avg | 97.999 | 97.999 (150 epoch) | 99.334 | 99.334 (150 epoch) | 97.338 | 97.338 (150 epoch) | 97.482 | 97.482 (150 epoch) | 55.791 | 55.791 (150 epoch) | 58.532 | 58.532 (150 epoch) | 93.025 | 93.025 (150 epoch) | 34.627 | 34.627 (150 epoch) | 51.992 | 52.378 (50 epoch) | 22.792 | 22.792 (150 epoch) | 42.151 | 42.151 (150 epoch) | +2024-03-30 14:04:20,543 - ==> Total time: 13:59:00 Eta: 3 days, 7:14:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:06:48,292 - Train: 15.04% [34000/226000] [150.4/1000.0] [batch_t 1.431 (1.457)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 14:09:11,222 - Train: 15.09% [34100/226000] [150.9/1000.0] [batch_t 1.450 (1.429)] [data_t 0.003] [optim_t 1.447] [lr 0.005000] +2024-03-30 14:09:48,276 - ==> Total time: 14:04:28 Eta: 3 days, 7:08:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:11:36,037 - Train: 15.13% [34200/226000] [151.3/1000.0] [batch_t 1.438 (1.437)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 14:13:58,982 - Train: 15.18% [34300/226000] [151.8/1000.0] [batch_t 1.442 (1.429)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 14:15:13,482 - ==> Total time: 14:09:53 Eta: 3 days, 7:01:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:16:24,218 - Train: 15.22% [34400/226000] [152.2/1000.0] [batch_t 1.426 (1.442)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-30 14:18:47,444 - Train: 15.27% [34500/226000] [152.7/1000.0] [batch_t 1.442 (1.432)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-30 14:20:39,049 - ==> Total time: 14:15:19 Eta: 3 days, 6:55:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:21:12,658 - Train: 15.31% [34600/226000] [153.1/1000.0] [batch_t 1.419 (1.457)] [data_t 0.003] [optim_t 1.416] [lr 0.005000] +2024-03-30 14:23:35,777 - Train: 15.35% [34700/226000] [153.5/1000.0] [batch_t 1.431 (1.431)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 14:25:58,927 - Train: 15.40% [34800/226000] [154.0/1000.0] [batch_t 1.431 (1.431)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 14:26:04,649 - ==> Total time: 14:20:44 Eta: 3 days, 6:48:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:28:23,902 - Train: 15.44% [34900/226000] [154.4/1000.0] [batch_t 1.439 (1.435)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 14:30:46,810 - Train: 15.49% [35000/226000] [154.9/1000.0] [batch_t 1.418 (1.429)] [data_t 0.003] [optim_t 1.416] [lr 0.005000] +2024-03-30 14:31:29,748 - ==> Total time: 14:26:09 Eta: 3 days, 6:41:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:33:12,214 - Train: 15.53% [35100/226000] [155.3/1000.0] [batch_t 1.432 (1.435)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 14:35:35,278 - Train: 15.58% [35200/226000] [155.8/1000.0] [batch_t 1.423 (1.431)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-30 14:36:55,421 - ==> Total time: 14:31:35 Eta: 3 days, 6:35:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:38:00,576 - Train: 15.62% [35300/226000] [156.2/1000.0] [batch_t 1.433 (1.445)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 14:40:23,460 - Train: 15.66% [35400/226000] [156.6/1000.0] [batch_t 1.432 (1.429)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 14:42:20,758 - ==> Total time: 14:37:00 Eta: 3 days, 6:29:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:42:48,621 - Train: 15.71% [35500/226000] [157.1/1000.0] [batch_t 1.438 (1.465)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 14:45:11,706 - Train: 15.75% [35600/226000] [157.5/1000.0] [batch_t 1.434 (1.431)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 14:47:34,948 - Train: 15.80% [35700/226000] [158.0/1000.0] [batch_t 1.405 (1.432)] [data_t 0.002] [optim_t 1.403] [lr 0.005000] +2024-03-30 14:47:46,376 - ==> Total time: 14:42:26 Eta: 3 days, 6:22:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:49:59,992 - Train: 15.84% [35800/226000] [158.4/1000.0] [batch_t 1.425 (1.436)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 14:52:22,830 - Train: 15.88% [35900/226000] [158.8/1000.0] [batch_t 1.437 (1.428)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 14:53:11,416 - ==> Total time: 14:47:51 Eta: 3 days, 6:16:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:54:47,963 - Train: 15.93% [36000/226000] [159.3/1000.0] [batch_t 1.441 (1.438)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 14:57:11,005 - Train: 15.97% [36100/226000] [159.7/1000.0] [batch_t 1.419 (1.430)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-30 14:58:36,694 - ==> Total time: 14:53:16 Eta: 3 days, 6:09:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 14:59:35,870 - Train: 16.02% [36200/226000] [160.2/1000.0] [batch_t 1.443 (1.443)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-30 15:01:58,685 - Train: 16.06% [36300/226000] [160.6/1000.0] [batch_t 1.436 (1.428)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 15:04:01,455 - ==> Total time: 14:58:41 Eta: 3 days, 6:03:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:04:24,744 - Train: 16.11% [36400/226000] [161.1/1000.0] [batch_t 1.438 (1.466)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 15:06:47,918 - Train: 16.15% [36500/226000] [161.5/1000.0] [batch_t 1.436 (1.432)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 15:09:11,106 - Train: 16.19% [36600/226000] [161.9/1000.0] [batch_t 1.428 (1.432)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 15:09:28,253 - ==> Total time: 15:04:08 Eta: 3 days, 5:56:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:11:36,278 - Train: 16.24% [36700/226000] [162.4/1000.0] [batch_t 1.414 (1.437)] [data_t 0.003] [optim_t 1.411] [lr 0.005000] +2024-03-30 15:13:59,232 - Train: 16.28% [36800/226000] [162.8/1000.0] [batch_t 1.403 (1.429)] [data_t 0.002] [optim_t 1.401] [lr 0.005000] +2024-03-30 15:14:53,442 - ==> Total time: 15:09:33 Eta: 3 days, 5:50:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:16:24,861 - Train: 16.33% [36900/226000] [163.3/1000.0] [batch_t 1.435 (1.440)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 15:18:47,879 - Train: 16.37% [37000/226000] [163.7/1000.0] [batch_t 1.440 (1.430)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 15:20:19,503 - ==> Total time: 15:14:59 Eta: 3 days, 5:44:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:21:13,658 - Train: 16.42% [37100/226000] [164.2/1000.0] [batch_t 1.441 (1.449)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 15:23:36,759 - Train: 16.46% [37200/226000] [164.6/1000.0] [batch_t 1.438 (1.431)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-30 15:25:45,444 - ==> Total time: 15:20:25 Eta: 3 days, 5:37:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:26:02,296 - Train: 16.50% [37300/226000] [165.0/1000.0] [batch_t 1.439 (1.490)] [data_t 0.002] [optim_t 1.437] [lr 0.005000] +2024-03-30 15:28:25,462 - Train: 16.55% [37400/226000] [165.5/1000.0] [batch_t 1.433 (1.432)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 15:30:48,338 - Train: 16.59% [37500/226000] [165.9/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 15:31:11,186 - ==> Total time: 15:25:51 Eta: 3 days, 5:31:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:33:14,090 - Train: 16.64% [37600/226000] [166.4/1000.0] [batch_t 1.427 (1.435)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 15:35:36,996 - Train: 16.68% [37700/226000] [166.8/1000.0] [batch_t 1.432 (1.429)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 15:36:36,937 - ==> Total time: 15:31:17 Eta: 3 days, 5:25:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:38:01,906 - Train: 16.73% [37800/226000] [167.3/1000.0] [batch_t 1.423 (1.438)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-30 15:40:25,101 - Train: 16.77% [37900/226000] [167.7/1000.0] [batch_t 1.422 (1.432)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-03-30 15:42:02,294 - ==> Total time: 15:36:42 Eta: 3 days, 5:18:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:42:51,117 - Train: 16.81% [38000/226000] [168.1/1000.0] [batch_t 1.409 (1.448)] [data_t 0.002] [optim_t 1.406] [lr 0.005000] +2024-03-30 15:45:14,032 - Train: 16.86% [38100/226000] [168.6/1000.0] [batch_t 1.437 (1.429)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 15:47:28,125 - ==> Total time: 15:42:08 Eta: 3 days, 5:12:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:47:39,061 - Train: 16.90% [38200/226000] [169.0/1000.0] [batch_t 1.429 (1.503)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-30 15:50:02,011 - Train: 16.95% [38300/226000] [169.5/1000.0] [batch_t 1.442 (1.429)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-30 15:52:25,008 - Train: 16.99% [38400/226000] [169.9/1000.0] [batch_t 1.431 (1.430)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 15:52:53,610 - ==> Total time: 15:47:33 Eta: 3 days, 5:06:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:54:50,693 - Train: 17.04% [38500/226000] [170.4/1000.0] [batch_t 1.422 (1.434)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-30 15:57:13,862 - Train: 17.08% [38600/226000] [170.8/1000.0] [batch_t 1.437 (1.432)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 15:58:19,819 - ==> Total time: 15:53:00 Eta: 3 days, 5:00:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 15:59:39,695 - Train: 17.12% [38700/226000] [171.2/1000.0] [batch_t 1.428 (1.440)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 16:02:02,715 - Train: 17.17% [38800/226000] [171.7/1000.0] [batch_t 1.439 (1.430)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 16:03:45,499 - ==> Total time: 15:58:25 Eta: 3 days, 4:53:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:04:27,720 - Train: 17.21% [38900/226000] [172.1/1000.0] [batch_t 1.425 (1.450)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-30 16:06:50,718 - Train: 17.26% [39000/226000] [172.6/1000.0] [batch_t 1.413 (1.430)] [data_t 0.002] [optim_t 1.411] [lr 0.005000] +2024-03-30 16:09:10,654 - ==> Total time: 16:03:50 Eta: 3 days, 4:47:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:09:15,774 - Train: 17.30% [39100/226000] [173.0/1000.0] [batch_t 1.438 (1.682)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 16:11:38,674 - Train: 17.35% [39200/226000] [173.5/1000.0] [batch_t 1.418 (1.429)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-30 16:14:01,637 - Train: 17.39% [39300/226000] [173.9/1000.0] [batch_t 1.429 (1.430)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 16:14:35,972 - ==> Total time: 16:09:16 Eta: 3 days, 4:41:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:16:26,656 - Train: 17.43% [39400/226000] [174.3/1000.0] [batch_t 1.421 (1.434)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-30 16:18:49,749 - Train: 17.48% [39500/226000] [174.8/1000.0] [batch_t 1.432 (1.431)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 16:20:01,253 - ==> Total time: 16:14:41 Eta: 3 days, 4:34:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:21:16,062 - Train: 17.52% [39600/226000] [175.2/1000.0] [batch_t 1.440 (1.441)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 16:23:39,036 - Train: 17.57% [39700/226000] [175.7/1000.0] [batch_t 1.436 (1.430)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 16:25:27,698 - ==> Total time: 16:20:07 Eta: 3 days, 4:28:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:26:04,127 - Train: 17.61% [39800/226000] [176.1/1000.0] [batch_t 1.440 (1.453)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 16:28:27,177 - Train: 17.65% [39900/226000] [176.5/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 16:30:49,951 - Train: 17.70% [40000/226000] [177.0/1000.0] [batch_t 1.428 (1.428)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 16:30:52,829 - ==> Total time: 16:25:33 Eta: 3 days, 4:22:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:33:15,014 - Train: 17.74% [40100/226000] [177.4/1000.0] [batch_t 1.443 (1.435)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 16:35:38,002 - Train: 17.79% [40200/226000] [177.9/1000.0] [batch_t 1.428 (1.430)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 16:36:18,082 - ==> Total time: 16:30:58 Eta: 3 days, 4:16:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:38:03,229 - Train: 17.83% [40300/226000] [178.3/1000.0] [batch_t 1.439 (1.439)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 16:40:26,398 - Train: 17.88% [40400/226000] [178.8/1000.0] [batch_t 1.432 (1.432)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 16:41:43,665 - ==> Total time: 16:36:23 Eta: 3 days, 4:10:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:42:51,561 - Train: 17.92% [40500/226000] [179.2/1000.0] [batch_t 1.441 (1.443)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 16:45:14,604 - Train: 17.96% [40600/226000] [179.6/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 16:47:09,121 - ==> Total time: 16:41:49 Eta: 3 days, 4:03:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:47:40,018 - Train: 18.01% [40700/226000] [180.1/1000.0] [batch_t 1.447 (1.457)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-30 16:50:03,073 - Train: 18.05% [40800/226000] [180.5/1000.0] [batch_t 1.448 (1.430)] [data_t 0.002] [optim_t 1.446] [lr 0.005000] +2024-03-30 16:52:26,126 - Train: 18.10% [40900/226000] [181.0/1000.0] [batch_t 1.428 (1.430)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 16:52:34,693 - ==> Total time: 16:47:14 Eta: 3 days, 3:57:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:54:51,433 - Train: 18.14% [41000/226000] [181.4/1000.0] [batch_t 1.428 (1.438)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 16:57:14,567 - Train: 18.19% [41100/226000] [181.9/1000.0] [batch_t 1.421 (1.431)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-03-30 16:58:00,343 - ==> Total time: 16:52:40 Eta: 3 days, 3:51:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 16:59:39,621 - Train: 18.23% [41200/226000] [182.3/1000.0] [batch_t 1.431 (1.437)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 17:02:02,736 - Train: 18.27% [41300/226000] [182.7/1000.0] [batch_t 1.425 (1.431)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-30 17:03:25,733 - ==> Total time: 16:58:05 Eta: 3 days, 3:45:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:04:28,124 - Train: 18.32% [41400/226000] [183.2/1000.0] [batch_t 1.436 (1.446)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 17:06:51,277 - Train: 18.36% [41500/226000] [183.6/1000.0] [batch_t 1.446 (1.431)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-30 17:08:51,379 - ==> Total time: 17:03:31 Eta: 3 days, 3:39:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:09:16,349 - Train: 18.41% [41600/226000] [184.1/1000.0] [batch_t 1.433 (1.461)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 17:11:39,276 - Train: 18.45% [41700/226000] [184.5/1000.0] [batch_t 1.406 (1.429)] [data_t 0.002] [optim_t 1.404] [lr 0.005000] +2024-03-30 17:14:02,413 - Train: 18.50% [41800/226000] [185.0/1000.0] [batch_t 1.443 (1.431)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 17:14:16,734 - ==> Total time: 17:08:56 Eta: 3 days, 3:32:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:16:27,738 - Train: 18.54% [41900/226000] [185.4/1000.0] [batch_t 1.429 (1.438)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 17:18:50,789 - Train: 18.58% [42000/226000] [185.8/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 17:19:42,398 - ==> Total time: 17:14:22 Eta: 3 days, 3:26:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:21:16,360 - Train: 18.63% [42100/226000] [186.3/1000.0] [batch_t 1.432 (1.442)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 17:23:39,358 - Train: 18.67% [42200/226000] [186.7/1000.0] [batch_t 1.441 (1.430)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 17:25:07,969 - ==> Total time: 17:19:48 Eta: 3 days, 3:20:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:26:04,750 - Train: 18.72% [42300/226000] [187.2/1000.0] [batch_t 1.427 (1.448)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 17:28:27,827 - Train: 18.76% [42400/226000] [187.6/1000.0] [batch_t 1.427 (1.431)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 17:30:33,711 - ==> Total time: 17:25:13 Eta: 3 days, 3:14:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:30:52,972 - Train: 18.81% [42500/226000] [188.1/1000.0] [batch_t 1.442 (1.472)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-30 17:33:16,068 - Train: 18.85% [42600/226000] [188.5/1000.0] [batch_t 1.441 (1.431)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 17:35:39,223 - Train: 18.89% [42700/226000] [188.9/1000.0] [batch_t 1.424 (1.431)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 17:35:59,263 - ==> Total time: 17:30:39 Eta: 3 days, 3:08:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:38:04,600 - Train: 18.94% [42800/226000] [189.4/1000.0] [batch_t 1.387 (1.439)] [data_t 0.002] [optim_t 1.385] [lr 0.005000] +2024-03-30 17:40:27,800 - Train: 18.98% [42900/226000] [189.8/1000.0] [batch_t 1.433 (1.432)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 17:41:25,045 - ==> Total time: 17:36:05 Eta: 3 days, 3:02:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:42:53,080 - Train: 19.03% [43000/226000] [190.3/1000.0] [batch_t 1.443 (1.440)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 17:45:16,271 - Train: 19.07% [43100/226000] [190.7/1000.0] [batch_t 1.442 (1.432)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 17:46:50,775 - ==> Total time: 17:41:30 Eta: 3 days, 2:56:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:47:41,610 - Train: 19.12% [43200/226000] [191.2/1000.0] [batch_t 1.429 (1.447)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 17:50:04,703 - Train: 19.16% [43300/226000] [191.6/1000.0] [batch_t 1.433 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 17:52:16,493 - ==> Total time: 17:46:56 Eta: 3 days, 2:50:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:52:30,347 - Train: 19.20% [43400/226000] [192.0/1000.0] [batch_t 1.438 (1.508)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 17:54:53,205 - Train: 19.25% [43500/226000] [192.5/1000.0] [batch_t 1.456 (1.428)] [data_t 0.002] [optim_t 1.454] [lr 0.005000] +2024-03-30 17:57:16,404 - Train: 19.29% [43600/226000] [192.9/1000.0] [batch_t 1.416 (1.432)] [data_t 0.003] [optim_t 1.413] [lr 0.005000] +2024-03-30 17:57:42,188 - ==> Total time: 17:52:22 Eta: 3 days, 2:43:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 17:59:41,371 - Train: 19.34% [43700/226000] [193.4/1000.0] [batch_t 1.431 (1.435)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 18:02:04,391 - Train: 19.38% [43800/226000] [193.8/1000.0] [batch_t 1.440 (1.430)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 18:03:07,231 - ==> Total time: 17:57:47 Eta: 3 days, 2:37:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 18:04:29,472 - Train: 19.42% [43900/226000] [194.2/1000.0] [batch_t 1.443 (1.438)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 18:06:52,557 - Train: 19.47% [44000/226000] [194.7/1000.0] [batch_t 1.438 (1.431)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 18:08:32,646 - ==> Total time: 18:03:12 Eta: 3 days, 2:31:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 18:09:17,518 - Train: 19.51% [44100/226000] [195.1/1000.0] [batch_t 1.435 (1.445)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 18:11:40,457 - Train: 19.56% [44200/226000] [195.6/1000.0] [batch_t 1.428 (1.429)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 18:13:57,944 - ==> Total time: 18:08:38 Eta: 3 days, 2:25:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 18:14:05,764 - Train: 19.60% [44300/226000] [196.0/1000.0] [batch_t 1.442 (1.588)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 18:16:28,971 - Train: 19.65% [44400/226000] [196.5/1000.0] [batch_t 1.428 (1.432)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 18:18:52,093 - Train: 19.69% [44500/226000] [196.9/1000.0] [batch_t 1.441 (1.431)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-30 18:19:23,521 - ==> Total time: 18:14:03 Eta: 3 days, 2:19:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 18:21:17,190 - Train: 19.73% [44600/226000] [197.3/1000.0] [batch_t 1.400 (1.437)] [data_t 0.003] [optim_t 1.397] [lr 0.005000] +2024-03-30 18:23:40,278 - Train: 19.78% [44700/226000] [197.8/1000.0] [batch_t 1.440 (1.431)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 18:24:48,908 - ==> Total time: 18:19:29 Eta: 3 days, 2:13:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 18:26:05,496 - Train: 19.82% [44800/226000] [198.2/1000.0] [batch_t 1.433 (1.442)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 18:28:28,365 - Train: 19.87% [44900/226000] [198.7/1000.0] [batch_t 1.396 (1.429)] [data_t 0.003] [optim_t 1.393] [lr 0.005000] +2024-03-30 18:30:14,277 - ==> Total time: 18:24:54 Eta: 3 days, 2:07:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 18:30:53,678 - Train: 19.91% [45000/226000] [199.1/1000.0] [batch_t 1.436 (1.454)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-30 18:33:16,683 - Train: 19.96% [45100/226000] [199.6/1000.0] [batch_t 1.426 (1.430)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-30 18:35:39,627 - Train: 20.00% [45200/226000] [200.0/1000.0] [batch_t 1.433 (1.429)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 18:36:01,820 - Test: 46.30% [50/108] [batch_t 0.420 (0.433)] +2024-03-30 18:36:22,983 - Test: 92.59% [100/108] [batch_t 0.424 (0.428)] +2024-03-30 18:36:26,298 - Test: 100.00% [108/108] [batch_t 0.344 (0.427)] +2024-03-30 18:36:48,220 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.696 (mAUROC_px) 2.728 (mAP_px) 0.363 (mF1_max_px) 13.036 (mAUPRO_px) 0.145 (mF1_px_0.2_0.8_0.1) 0.141 (mAcc_px_0.2_0.8_0.1) 0.140 (mIoU_px_0.2_0.8_0.1) 0.402 (mIoU_max_px) +2024-03-30 18:37:26,948 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.870 (mAUROC_px) 5.964 (mAP_px) 0.741 (mF1_max_px) 22.470 (mAUPRO_px) 0.280 (mF1_px_0.2_0.8_0.1) 0.254 (mAcc_px_0.2_0.8_0.1) 0.248 (mIoU_px_0.2_0.8_0.1) 0.692 (mIoU_max_px) +2024-03-30 18:37:59,582 - ==> Metric Time for capsule : 0.002 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.681 (mAUROC_px) 5.064 (mAP_px) 0.636 (mF1_max_px) 18.803 (mAUPRO_px) 0.210 (mF1_px_0.2_0.8_0.1) 0.216 (mAcc_px_0.2_0.8_0.1) 0.216 (mIoU_px_0.2_0.8_0.1) 0.616 (mIoU_max_px) +2024-03-30 18:38:29,071 - ==> Metric Time for carpet : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.070 (mAUROC_px) 4.422 (mAP_px) 0.532 (mF1_max_px) 16.958 (mAUPRO_px) 0.226 (mF1_px_0.2_0.8_0.1) 0.229 (mAcc_px_0.2_0.8_0.1) 0.232 (mIoU_px_0.2_0.8_0.1) 0.662 (mIoU_max_px) +2024-03-30 18:38:48,326 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.738 (mAUROC_px) 2.700 (mAP_px) 0.365 (mF1_max_px) 11.600 (mAUPRO_px) 0.125 (mF1_px_0.2_0.8_0.1) 0.124 (mAcc_px_0.2_0.8_0.1) 0.124 (mIoU_px_0.2_0.8_0.1) 0.361 (mIoU_max_px) +2024-03-30 18:39:15,727 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.421 (mAUROC_px) 4.074 (mAP_px) 0.529 (mF1_max_px) 16.182 (mAUPRO_px) 0.179 (mF1_px_0.2_0.8_0.1) 0.176 (mAcc_px_0.2_0.8_0.1) 0.174 (mIoU_px_0.2_0.8_0.1) 0.513 (mIoU_max_px) +2024-03-30 18:39:46,265 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.268 (mAUROC_px) 4.661 (mAP_px) 0.590 (mF1_max_px) 17.533 (mAUPRO_px) 0.220 (mF1_px_0.2_0.8_0.1) 0.223 (mAcc_px_0.2_0.8_0.1) 0.227 (mIoU_px_0.2_0.8_0.1) 0.643 (mIoU_max_px) +2024-03-30 18:40:18,508 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.648 (mAUROC_px) 4.229 (mAP_px) 0.510 (mF1_max_px) 20.482 (mAUPRO_px) 0.205 (mF1_px_0.2_0.8_0.1) 0.200 (mAcc_px_0.2_0.8_0.1) 0.207 (mIoU_px_0.2_0.8_0.1) 0.595 (mIoU_max_px) +2024-03-30 18:40:59,613 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.268 (mAUROC_px) 6.282 (mAP_px) 0.785 (mF1_max_px) 23.955 (mAUPRO_px) 0.277 (mF1_px_0.2_0.8_0.1) 0.272 (mAcc_px_0.2_0.8_0.1) 0.267 (mIoU_px_0.2_0.8_0.1) 0.781 (mIoU_max_px) +2024-03-30 18:41:36,283 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.089 (mAUROC_px) 6.002 (mAP_px) 0.776 (mF1_max_px) 20.076 (mAUPRO_px) 0.256 (mF1_px_0.2_0.8_0.1) 0.259 (mAcc_px_0.2_0.8_0.1) 0.257 (mIoU_px_0.2_0.8_0.1) 0.741 (mIoU_max_px) +2024-03-30 18:42:05,919 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.554 (mAUROC_px) 4.307 (mAP_px) 0.523 (mF1_max_px) 18.062 (mAUPRO_px) 0.180 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.173 (mIoU_px_0.2_0.8_0.1) 0.500 (mIoU_max_px) +2024-03-30 18:42:13,931 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.397 (mAUROC_px) 1.052 (mAP_px) 0.171 (mF1_max_px) 4.994 (mAUPRO_px) 0.061 (mF1_px_0.2_0.8_0.1) 0.060 (mAcc_px_0.2_0.8_0.1) 0.059 (mIoU_px_0.2_0.8_0.1) 0.168 (mIoU_max_px) +2024-03-30 18:42:39,897 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.027 (mAUROC_px) 3.838 (mAP_px) 0.498 (mF1_max_px) 15.487 (mAUPRO_px) 0.169 (mF1_px_0.2_0.8_0.1) 0.168 (mAcc_px_0.2_0.8_0.1) 0.168 (mIoU_px_0.2_0.8_0.1) 0.486 (mIoU_max_px) +2024-03-30 18:42:59,568 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.730 (mAUROC_px) 2.780 (mAP_px) 0.364 (mF1_max_px) 11.958 (mAUPRO_px) 0.124 (mF1_px_0.2_0.8_0.1) 0.122 (mAcc_px_0.2_0.8_0.1) 0.121 (mIoU_px_0.2_0.8_0.1) 0.354 (mIoU_max_px) +2024-03-30 18:43:36,837 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.003 (mAUROC_px) 5.967 (mAP_px) 0.683 (mF1_max_px) 21.000 (mAUPRO_px) 0.239 (mF1_px_0.2_0.8_0.1) 0.238 (mAcc_px_0.2_0.8_0.1) 0.236 (mIoU_px_0.2_0.8_0.1) 0.700 (mIoU_max_px) +2024-03-30 18:43:36,860 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.877 | 98.877 (200 epoch) | 80.255 | 80.255 (200 epoch) | 77.092 | 77.092 (200 epoch) | 95.821 | 95.821 (200 epoch) | 51.291 | 51.291 (200 epoch) | 58.034 | 58.034 (200 epoch) | 37.861 | 37.861 (200 epoch) | 62.724 | 62.724 (200 epoch) | +| cable | 98.876 | 98.876 (200 epoch) | 99.297 | 99.297 (200 epoch) | 95.789 | 95.789 (200 epoch) | 95.002 | 95.002 (200 epoch) | 40.722 | 40.722 (200 epoch) | 46.201 | 46.201 (200 epoch) | 89.162 | 89.162 (200 epoch) | 25.555 | 25.600 (100 epoch) | 39.044 | 39.272 (150 epoch) | 15.450 | 15.456 (100 epoch) | 30.040 | 30.040 (200 epoch) | +| capsule | 92.182 | 92.302 (150 epoch) | 98.273 | 98.273 (200 epoch) | 94.170 | 94.170 (200 epoch) | 98.404 | 98.404 (200 epoch) | 43.428 | 43.428 (200 epoch) | 47.010 | 47.010 (200 epoch) | 91.210 | 92.352 (100 epoch) | 25.789 | 26.206 (100 epoch) | 29.005 | 31.021 (50 epoch) | 15.764 | 15.884 (100 epoch) | 30.728 | 30.728 (200 epoch) | +| carpet | 99.839 | 99.960 (100 epoch) | 99.949 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.267 | 99.288 (150 epoch) | 64.641 | 66.029 (150 epoch) | 64.619 | 65.000 (150 epoch) | 97.142 | 97.482 (100 epoch) | 43.213 | 45.386 (100 epoch) | 65.082 | 67.287 (100 epoch) | 29.165 | 30.764 (100 epoch) | 47.732 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.065 | 99.069 (150 epoch) | 47.448 | 47.860 (100 epoch) | 47.850 | 48.325 (100 epoch) | 97.239 | 97.239 (200 epoch) | 30.242 | 30.335 (150 epoch) | 41.685 | 42.805 (50 epoch) | 18.661 | 18.777 (150 epoch) | 31.449 | 31.861 (100 epoch) | +| hazelnut | 99.964 | 100.000 (100 epoch) | 99.980 | 100.000 (100 epoch) | 99.291 | 100.000 (100 epoch) | 98.946 | 98.991 (100 epoch) | 61.555 | 64.317 (100 epoch) | 63.201 | 64.890 (100 epoch) | 95.244 | 95.347 (150 epoch) | 38.976 | 38.976 (200 epoch) | 73.361 | 73.361 (200 epoch) | 25.902 | 25.902 (200 epoch) | 46.199 | 48.028 (100 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.358 | 99.363 (150 epoch) | 47.590 | 48.728 (150 epoch) | 50.823 | 52.311 (150 epoch) | 98.588 | 98.669 (150 epoch) | 31.808 | 34.625 (100 epoch) | 69.254 | 75.078 (100 epoch) | 19.712 | 21.601 (100 epoch) | 34.069 | 35.420 (150 epoch) | +| metal_nut | 99.560 | 99.756 (150 epoch) | 99.899 | 99.942 (150 epoch) | 98.378 | 99.465 (150 epoch) | 96.855 | 96.855 (200 epoch) | 76.101 | 76.101 (200 epoch) | 79.239 | 79.239 (200 epoch) | 93.436 | 93.436 (200 epoch) | 46.004 | 46.004 (200 epoch) | 54.474 | 55.580 (50 epoch) | 33.448 | 33.448 (200 epoch) | 65.616 | 65.616 (200 epoch) | +| pill | 95.608 | 96.781 (100 epoch) | 99.163 | 99.449 (100 epoch) | 96.454 | 96.454 (200 epoch) | 96.913 | 96.913 (200 epoch) | 61.878 | 62.359 (150 epoch) | 63.526 | 63.986 (150 epoch) | 95.759 | 95.759 (200 epoch) | 33.210 | 33.830 (150 epoch) | 48.968 | 49.962 (150 epoch) | 21.874 | 22.304 (150 epoch) | 46.548 | 47.044 (150 epoch) | +| screw | 92.334 | 92.334 (200 epoch) | 96.992 | 96.992 (200 epoch) | 93.443 | 93.443 (200 epoch) | 99.343 | 99.352 (50 epoch) | 47.481 | 47.631 (150 epoch) | 49.378 | 49.378 (200 epoch) | 96.408 | 96.940 (50 epoch) | 25.414 | 25.414 (200 epoch) | 53.826 | 57.553 (50 epoch) | 15.610 | 15.610 (200 epoch) | 32.783 | 32.783 (200 epoch) | +| tile | 97.908 | 98.232 (100 epoch) | 99.210 | 99.343 (100 epoch) | 95.238 | 95.238 (200 epoch) | 93.616 | 93.676 (100 epoch) | 44.705 | 44.705 (200 epoch) | 54.694 | 54.798 (100 epoch) | 80.539 | 80.706 (100 epoch) | 31.523 | 31.523 (200 epoch) | 47.650 | 47.650 (200 epoch) | 19.960 | 19.960 (200 epoch) | 37.641 | 37.739 (100 epoch) | +| toothbrush | 96.944 | 96.944 (200 epoch) | 98.674 | 98.674 (200 epoch) | 96.774 | 96.774 (100 epoch) | 99.023 | 99.023 (200 epoch) | 49.029 | 49.029 (200 epoch) | 60.079 | 60.237 (100 epoch) | 92.411 | 92.411 (200 epoch) | 38.877 | 39.001 (150 epoch) | 65.924 | 66.713 (150 epoch) | 25.558 | 25.558 (200 epoch) | 42.938 | 43.099 (100 epoch) | +| transistor | 99.875 | 99.875 (150 epoch) | 99.818 | 99.818 (150 epoch) | 97.561 | 97.561 (150 epoch) | 96.417 | 96.417 (200 epoch) | 68.409 | 68.409 (200 epoch) | 66.279 | 66.279 (200 epoch) | 87.703 | 88.321 (50 epoch) | 36.199 | 37.898 (50 epoch) | 38.190 | 42.896 (50 epoch) | 24.240 | 24.801 (50 epoch) | 49.565 | 49.565 (200 epoch) | +| wood | 98.860 | 98.860 (200 epoch) | 99.650 | 99.650 (200 epoch) | 96.774 | 96.774 (50 epoch) | 93.756 | 94.130 (150 epoch) | 43.069 | 47.681 (100 epoch) | 46.294 | 49.041 (100 epoch) | 90.922 | 92.390 (50 epoch) | 31.160 | 32.642 (100 epoch) | 59.178 | 59.608 (50 epoch) | 19.112 | 20.275 (100 epoch) | 30.118 | 32.486 (100 epoch) | +| zipper | 98.372 | 98.608 (150 epoch) | 99.571 | 99.633 (150 epoch) | 96.203 | 96.748 (50 epoch) | 98.123 | 98.123 (200 epoch) | 57.330 | 57.764 (150 epoch) | 59.332 | 59.791 (150 epoch) | 94.660 | 94.660 (200 epoch) | 31.790 | 31.790 (200 epoch) | 38.361 | 38.606 (150 epoch) | 20.574 | 20.574 (200 epoch) | 42.179 | 42.645 (150 epoch) | +| Avg | 98.022 | 98.022 (200 epoch) | 99.365 | 99.365 (200 epoch) | 97.301 | 97.338 (150 epoch) | 97.531 | 97.531 (200 epoch) | 55.576 | 55.791 (150 epoch) | 58.374 | 58.532 (150 epoch) | 93.083 | 93.083 (200 epoch) | 34.737 | 34.737 (200 epoch) | 52.136 | 52.378 (50 epoch) | 22.859 | 22.859 (200 epoch) | 42.022 | 42.151 (150 epoch) | +2024-03-30 18:43:37,153 - ==> Total time: 18:38:17 Eta: 3 days, 2:33:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 18:46:04,857 - Train: 20.04% [45300/226000] [200.4/1000.0] [batch_t 1.456 (1.458)] [data_t 0.003] [optim_t 1.453] [lr 0.005000] +2024-03-30 18:48:27,931 - Train: 20.09% [45400/226000] [200.9/1000.0] [batch_t 1.429 (1.431)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-30 18:49:05,041 - ==> Total time: 18:43:45 Eta: 3 days, 2:27:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 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[209.7/1000.0] [batch_t 1.417 (1.428)] [data_t 0.003] [optim_t 1.414] [lr 0.005000] +2024-03-30 19:37:53,233 - ==> Total time: 19:32:33 Eta: 3 days, 1:31:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 19:38:52,407 - Train: 21.02% [47500/226000] [210.2/1000.0] [batch_t 1.423 (1.441)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 19:41:15,382 - Train: 21.06% [47600/226000] [210.6/1000.0] [batch_t 1.438 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 19:43:18,471 - ==> Total time: 19:37:58 Eta: 3 days, 1:24:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 19:43:40,663 - Train: 21.11% [47700/226000] [211.1/1000.0] [batch_t 1.439 (1.465)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 19:46:03,771 - Train: 21.15% [47800/226000] [211.5/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 19:48:26,784 - Train: 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19:59:34,889 - ==> Total time: 19:54:15 Eta: 3 days, 1:06:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:00:28,407 - Train: 21.42% [48400/226000] [214.2/1000.0] [batch_t 1.431 (1.444)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 20:02:51,338 - Train: 21.46% [48500/226000] [214.6/1000.0] [batch_t 1.423 (1.429)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 20:04:59,942 - ==> Total time: 19:59:40 Eta: 3 days, 1:00:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:05:16,249 - Train: 21.50% [48600/226000] [215.0/1000.0] [batch_t 1.434 (1.473)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 20:07:39,109 - Train: 21.55% [48700/226000] [215.5/1000.0] [batch_t 1.445 (1.429)] [data_t 0.002] [optim_t 1.443] [lr 0.005000] +2024-03-30 20:10:02,032 - Train: 21.59% [48800/226000] [215.9/1000.0] [batch_t 1.423 (1.429)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 20:10:24,800 - ==> Total time: 20:05:04 Eta: 3 days, 0:54:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:12:26,904 - Train: 21.64% [48900/226000] [216.4/1000.0] [batch_t 1.438 (1.435)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-30 20:14:49,820 - Train: 21.68% [49000/226000] [216.8/1000.0] [batch_t 1.420 (1.429)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-03-30 20:15:49,863 - ==> Total time: 20:10:30 Eta: 3 days, 0:47:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:17:14,815 - Train: 21.73% [49100/226000] [217.3/1000.0] [batch_t 1.421 (1.438)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-30 20:19:37,735 - Train: 21.77% [49200/226000] [217.7/1000.0] [batch_t 1.436 (1.429)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 20:21:14,888 - ==> Total time: 20:15:55 Eta: 3 days, 0:41:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:22:02,994 - Train: 21.81% [49300/226000] [218.1/1000.0] [batch_t 1.428 (1.442)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-30 20:24:25,827 - Train: 21.86% [49400/226000] [218.6/1000.0] [batch_t 1.423 (1.428)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 20:26:40,154 - ==> Total time: 20:21:20 Eta: 3 days, 0:35:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:26:50,860 - Train: 21.90% [49500/226000] [219.0/1000.0] [batch_t 1.441 (1.526)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 20:29:14,032 - Train: 21.95% [49600/226000] [219.5/1000.0] [batch_t 1.429 (1.432)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 20:31:37,147 - Train: 21.99% [49700/226000] [219.9/1000.0] [batch_t 1.437 (1.431)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 20:32:05,785 - ==> Total time: 20:26:45 Eta: 3 days, 0:29:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:34:02,301 - Train: 22.04% [49800/226000] [220.4/1000.0] [batch_t 1.429 (1.436)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-30 20:36:25,337 - Train: 22.08% [49900/226000] [220.8/1000.0] [batch_t 1.437 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 20:37:30,984 - ==> Total time: 20:32:11 Eta: 3 days, 0:23:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:38:50,429 - Train: 22.12% [50000/226000] [221.2/1000.0] [batch_t 1.443 (1.443)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 20:41:13,453 - Train: 22.17% [50100/226000] [221.7/1000.0] [batch_t 1.426 (1.430)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-30 20:42:56,459 - ==> Total time: 20:37:36 Eta: 3 days, 0:17:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:43:38,660 - Train: 22.21% [50200/226000] [222.1/1000.0] [batch_t 1.437 (1.450)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-30 20:46:01,843 - Train: 22.26% [50300/226000] [222.6/1000.0] [batch_t 1.438 (1.432)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 20:48:21,920 - ==> Total time: 20:43:02 Eta: 3 days, 0:11:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:48:26,896 - Train: 22.30% [50400/226000] [223.0/1000.0] [batch_t 1.443 (1.708)] [data_t 0.002] [optim_t 1.441] [lr 0.005000] +2024-03-30 20:50:50,092 - Train: 22.35% [50500/226000] [223.5/1000.0] [batch_t 1.433 (1.432)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-30 20:53:13,065 - Train: 22.39% [50600/226000] [223.9/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 20:53:47,409 - ==> Total time: 20:48:27 Eta: 3 days, 0:05:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 20:55:38,327 - Train: 22.43% [50700/226000] [224.3/1000.0] [batch_t 1.419 (1.439)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-03-30 20:58:01,365 - Train: 22.48% [50800/226000] [224.8/1000.0] [batch_t 1.432 (1.430)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 20:59:12,898 - ==> Total time: 20:53:53 Eta: 2 days, 23:58:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:00:26,486 - Train: 22.52% [50900/226000] [225.2/1000.0] [batch_t 1.416 (1.439)] [data_t 0.002] [optim_t 1.414] [lr 0.005000] +2024-03-30 21:02:49,408 - Train: 22.57% [51000/226000] [225.7/1000.0] [batch_t 1.434 (1.429)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 21:04:37,820 - ==> Total time: 20:59:18 Eta: 2 days, 23:52:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:05:14,314 - Train: 22.61% [51100/226000] [226.1/1000.0] [batch_t 1.419 (1.455)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-03-30 21:07:37,388 - Train: 22.65% [51200/226000] [226.5/1000.0] [batch_t 1.433 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 21:10:00,535 - Train: 22.70% [51300/226000] [227.0/1000.0] [batch_t 1.422 (1.431)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-30 21:10:03,397 - ==> Total time: 21:04:43 Eta: 2 days, 23:46:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:12:25,474 - Train: 22.74% [51400/226000] [227.4/1000.0] [batch_t 1.423 (1.434)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 21:14:48,368 - Train: 22.79% [51500/226000] [227.9/1000.0] [batch_t 1.394 (1.429)] [data_t 0.002] [optim_t 1.392] [lr 0.005000] +2024-03-30 21:15:28,434 - ==> Total time: 21:10:08 Eta: 2 days, 23:40:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:17:13,513 - Train: 22.83% [51600/226000] [228.3/1000.0] [batch_t 1.440 (1.437)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 21:19:36,510 - Train: 22.88% [51700/226000] [228.8/1000.0] [batch_t 1.431 (1.430)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 21:20:53,658 - ==> Total time: 21:15:33 Eta: 2 days, 23:34:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:22:01,577 - Train: 22.92% [51800/226000] [229.2/1000.0] [batch_t 1.422 (1.441)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-30 21:24:24,420 - Train: 22.96% [51900/226000] [229.6/1000.0] [batch_t 1.418 (1.428)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-30 21:26:18,694 - ==> Total time: 21:20:58 Eta: 2 days, 23:28:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:26:49,664 - Train: 23.01% [52000/226000] [230.1/1000.0] [batch_t 1.427 (1.459)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-30 21:29:12,590 - Train: 23.05% [52100/226000] [230.5/1000.0] [batch_t 1.427 (1.429)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-30 21:31:35,699 - Train: 23.10% [52200/226000] [231.0/1000.0] [batch_t 1.433 (1.431)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-30 21:31:44,278 - ==> Total time: 21:26:24 Eta: 2 days, 23:22:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:34:00,723 - Train: 23.14% [52300/226000] [231.4/1000.0] [batch_t 1.433 (1.435)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 21:36:23,552 - Train: 23.19% [52400/226000] [231.9/1000.0] [batch_t 1.428 (1.428)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 21:37:09,290 - ==> Total time: 21:31:49 Eta: 2 days, 23:16:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:38:48,689 - Train: 23.23% [52500/226000] [232.3/1000.0] [batch_t 1.434 (1.437)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-30 21:41:11,485 - Train: 23.27% [52600/226000] [232.7/1000.0] [batch_t 1.443 (1.428)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 21:42:34,421 - ==> Total time: 21:37:14 Eta: 2 days, 23:10:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:43:36,482 - Train: 23.32% [52700/226000] [233.2/1000.0] [batch_t 1.427 (1.439)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-30 21:45:59,523 - Train: 23.36% [52800/226000] [233.6/1000.0] [batch_t 1.418 (1.430)] [data_t 0.003] [optim_t 1.415] [lr 0.005000] +2024-03-30 21:47:59,725 - ==> Total time: 21:42:39 Eta: 2 days, 23:04:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:48:24,856 - Train: 23.41% [52900/226000] [234.1/1000.0] [batch_t 1.398 (1.468)] [data_t 0.002] [optim_t 1.396] [lr 0.005000] +2024-03-30 21:50:47,999 - Train: 23.45% [53000/226000] [234.5/1000.0] [batch_t 1.432 (1.431)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 21:53:11,022 - Train: 23.50% [53100/226000] [235.0/1000.0] [batch_t 1.425 (1.430)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-30 21:53:25,331 - ==> Total time: 21:48:05 Eta: 2 days, 22:58:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 21:55:35,885 - Train: 23.54% [53200/226000] [235.4/1000.0] [batch_t 1.390 (1.433)] [data_t 0.002] [optim_t 1.388] [lr 0.005000] +2024-03-30 21:57:58,996 - Train: 23.58% [53300/226000] [235.8/1000.0] [batch_t 1.429 (1.431)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-30 21:58:50,556 - ==> Total time: 21:53:30 Eta: 2 days, 22:52:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:00:24,411 - Train: 23.63% [53400/226000] [236.3/1000.0] [batch_t 1.439 (1.440)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-30 22:02:47,472 - Train: 23.67% [53500/226000] [236.7/1000.0] [batch_t 1.445 (1.431)] [data_t 0.003] [optim_t 1.442] [lr 0.005000] +2024-03-30 22:04:16,161 - ==> Total time: 21:58:56 Eta: 2 days, 22:46:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:05:12,528 - Train: 23.72% [53600/226000] [237.2/1000.0] [batch_t 1.434 (1.442)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-30 22:07:35,523 - Train: 23.76% [53700/226000] [237.6/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-30 22:09:41,281 - ==> Total time: 22:04:21 Eta: 2 days, 22:40:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:10:00,479 - Train: 23.81% [53800/226000] [238.1/1000.0] [batch_t 1.418 (1.474)] [data_t 0.003] [optim_t 1.416] [lr 0.005000] +2024-03-30 22:12:23,480 - Train: 23.85% [53900/226000] [238.5/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 22:14:46,446 - Train: 23.89% [54000/226000] [238.9/1000.0] [batch_t 1.432 (1.430)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 22:15:06,399 - ==> Total time: 22:09:46 Eta: 2 days, 22:34:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:17:11,550 - Train: 23.94% [54100/226000] [239.4/1000.0] [batch_t 1.405 (1.437)] [data_t 0.003] [optim_t 1.402] [lr 0.005000] +2024-03-30 22:19:34,489 - Train: 23.98% [54200/226000] [239.8/1000.0] [batch_t 1.438 (1.429)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 22:20:31,672 - ==> Total time: 22:15:11 Eta: 2 days, 22:28:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:21:59,823 - Train: 24.03% [54300/226000] [240.3/1000.0] [batch_t 1.442 (1.443)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 22:24:22,986 - Train: 24.07% [54400/226000] [240.7/1000.0] [batch_t 1.428 (1.432)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 22:25:57,504 - ==> Total time: 22:20:37 Eta: 2 days, 22:22:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:26:48,264 - Train: 24.12% [54500/226000] [241.2/1000.0] [batch_t 1.431 (1.448)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-30 22:29:11,429 - Train: 24.16% [54600/226000] [241.6/1000.0] [batch_t 1.432 (1.432)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-30 22:31:23,154 - ==> Total time: 22:26:03 Eta: 2 days, 22:16:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:31:36,715 - Train: 24.20% [54700/226000] [242.0/1000.0] [batch_t 1.429 (1.499)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-30 22:33:59,764 - Train: 24.25% [54800/226000] [242.5/1000.0] [batch_t 1.423 (1.430)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-30 22:36:22,848 - Train: 24.29% [54900/226000] [242.9/1000.0] [batch_t 1.428 (1.431)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 22:36:48,565 - ==> Total time: 22:31:28 Eta: 2 days, 22:10:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:38:47,756 - Train: 24.34% [55000/226000] [243.4/1000.0] [batch_t 1.424 (1.435)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-30 22:41:10,687 - Train: 24.38% [55100/226000] [243.8/1000.0] [batch_t 1.418 (1.429)] [data_t 0.002] [optim_t 1.415] [lr 0.005000] +2024-03-30 22:42:13,617 - ==> Total time: 22:36:53 Eta: 2 days, 22:04:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:43:35,865 - Train: 24.42% [55200/226000] [244.2/1000.0] [batch_t 1.424 (1.438)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-30 22:45:58,862 - Train: 24.47% [55300/226000] [244.7/1000.0] [batch_t 1.443 (1.430)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-30 22:47:39,045 - ==> Total time: 22:42:19 Eta: 2 days, 21:58:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:48:24,073 - Train: 24.51% [55400/226000] [245.1/1000.0] [batch_t 1.439 (1.448)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-30 22:50:47,272 - Train: 24.56% [55500/226000] [245.6/1000.0] [batch_t 1.450 (1.432)] [data_t 0.003] [optim_t 1.447] [lr 0.005000] +2024-03-30 22:53:04,664 - ==> Total time: 22:47:44 Eta: 2 days, 21:52:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 22:53:12,680 - Train: 24.60% [55600/226000] [246.0/1000.0] [batch_t 1.434 (1.602)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-30 22:55:35,609 - Train: 24.65% [55700/226000] [246.5/1000.0] [batch_t 1.431 (1.429)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 22:57:58,680 - Train: 24.69% [55800/226000] [246.9/1000.0] [batch_t 1.445 (1.431)] [data_t 0.003] [optim_t 1.442] [lr 0.005000] +2024-03-30 22:58:30,160 - ==> Total time: 22:53:10 Eta: 2 days, 21:46:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:00:23,788 - Train: 24.73% [55900/226000] [247.3/1000.0] [batch_t 1.423 (1.436)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-30 23:02:46,763 - Train: 24.78% [56000/226000] [247.8/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-30 23:03:55,318 - ==> Total time: 22:58:35 Eta: 2 days, 21:40:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:05:11,688 - Train: 24.82% [56100/226000] [248.2/1000.0] [batch_t 1.440 (1.439)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-30 23:07:34,644 - Train: 24.87% [56200/226000] [248.7/1000.0] [batch_t 1.431 (1.429)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 23:09:20,518 - ==> Total time: 23:04:00 Eta: 2 days, 21:34:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:09:59,902 - Train: 24.91% [56300/226000] [249.1/1000.0] [batch_t 1.437 (1.454)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-30 23:12:22,818 - Train: 24.96% [56400/226000] [249.6/1000.0] [batch_t 1.440 (1.429)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 23:14:45,549 - Train: 25.00% [56500/226000] [250.0/1000.0] [batch_t 1.431 (1.427)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 23:15:07,798 - Test: 46.30% [50/108] [batch_t 0.416 (0.435)] +2024-03-30 23:15:28,784 - Test: 92.59% [100/108] [batch_t 0.420 (0.427)] +2024-03-30 23:15:32,064 - Test: 100.00% [108/108] [batch_t 0.349 (0.426)] +2024-03-30 23:15:52,388 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.617 (mAUROC_px) 2.643 (mAP_px) 0.366 (mF1_max_px) 11.646 (mAUPRO_px) 0.128 (mF1_px_0.2_0.8_0.1) 0.127 (mAcc_px_0.2_0.8_0.1) 0.127 (mIoU_px_0.2_0.8_0.1) 0.369 (mIoU_max_px) +2024-03-30 23:16:28,824 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.565 (mAUROC_px) 5.809 (mAP_px) 0.691 (mF1_max_px) 20.813 (mAUPRO_px) 0.236 (mF1_px_0.2_0.8_0.1) 0.234 (mAcc_px_0.2_0.8_0.1) 0.239 (mIoU_px_0.2_0.8_0.1) 0.688 (mIoU_max_px) +2024-03-30 23:16:59,777 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.419 (mAUROC_px) 5.064 (mAP_px) 0.603 (mF1_max_px) 17.520 (mAUPRO_px) 0.206 (mF1_px_0.2_0.8_0.1) 0.205 (mAcc_px_0.2_0.8_0.1) 0.203 (mIoU_px_0.2_0.8_0.1) 0.602 (mIoU_max_px) +2024-03-30 23:17:27,537 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.943 (mAUROC_px) 4.272 (mAP_px) 0.524 (mF1_max_px) 15.855 (mAUPRO_px) 0.183 (mF1_px_0.2_0.8_0.1) 0.180 (mAcc_px_0.2_0.8_0.1) 0.178 (mIoU_px_0.2_0.8_0.1) 0.512 (mIoU_max_px) +2024-03-30 23:17:43,572 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.127 (mAUROC_px) 2.361 (mAP_px) 0.341 (mF1_max_px) 9.452 (mAUPRO_px) 0.120 (mF1_px_0.2_0.8_0.1) 0.116 (mAcc_px_0.2_0.8_0.1) 0.115 (mIoU_px_0.2_0.8_0.1) 0.339 (mIoU_max_px) +2024-03-30 23:18:09,486 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.166 (mAUROC_px) 3.843 (mAP_px) 0.484 (mF1_max_px) 15.331 (mAUPRO_px) 0.167 (mF1_px_0.2_0.8_0.1) 0.166 (mAcc_px_0.2_0.8_0.1) 0.168 (mIoU_px_0.2_0.8_0.1) 0.489 (mIoU_max_px) +2024-03-30 23:18:37,615 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.082 (mAUROC_px) 4.510 (mAP_px) 0.553 (mF1_max_px) 15.732 (mAUPRO_px) 0.193 (mF1_px_0.2_0.8_0.1) 0.192 (mAcc_px_0.2_0.8_0.1) 0.188 (mIoU_px_0.2_0.8_0.1) 0.562 (mIoU_max_px) +2024-03-30 23:19:08,546 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.513 (mAUROC_px) 4.071 (mAP_px) 0.513 (mF1_max_px) 19.636 (mAUPRO_px) 0.185 (mF1_px_0.2_0.8_0.1) 0.188 (mAcc_px_0.2_0.8_0.1) 0.180 (mIoU_px_0.2_0.8_0.1) 0.532 (mIoU_max_px) +2024-03-30 23:19:50,222 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.491 (mAUROC_px) 6.545 (mAP_px) 0.774 (mF1_max_px) 24.063 (mAUPRO_px) 0.270 (mF1_px_0.2_0.8_0.1) 0.269 (mAcc_px_0.2_0.8_0.1) 0.267 (mIoU_px_0.2_0.8_0.1) 0.788 (mIoU_max_px) +2024-03-30 23:20:30,235 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.249 (mAUROC_px) 6.303 (mAP_px) 0.745 (mF1_max_px) 22.792 (mAUPRO_px) 0.293 (mF1_px_0.2_0.8_0.1) 0.298 (mAcc_px_0.2_0.8_0.1) 0.302 (mIoU_px_0.2_0.8_0.1) 0.839 (mIoU_max_px) +2024-03-30 23:21:02,349 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.791 (mAUROC_px) 4.487 (mAP_px) 0.535 (mF1_max_px) 19.934 (mAUPRO_px) 0.194 (mF1_px_0.2_0.8_0.1) 0.206 (mAcc_px_0.2_0.8_0.1) 0.206 (mIoU_px_0.2_0.8_0.1) 0.606 (mIoU_max_px) +2024-03-30 23:21:12,342 - ==> Metric Time for toothbrush : 0.002 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.001 (mF1_max_sp_max) 1.957 (mAUROC_px) 1.417 (mAP_px) 0.210 (mF1_max_px) 5.968 (mAUPRO_px) 0.070 (mF1_px_0.2_0.8_0.1) 0.064 (mAcc_px_0.2_0.8_0.1) 0.065 (mIoU_px_0.2_0.8_0.1) 0.183 (mIoU_max_px) +2024-03-30 23:21:37,626 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.809 (mAUROC_px) 3.691 (mAP_px) 0.460 (mF1_max_px) 15.280 (mAUPRO_px) 0.160 (mF1_px_0.2_0.8_0.1) 0.162 (mAcc_px_0.2_0.8_0.1) 0.157 (mIoU_px_0.2_0.8_0.1) 0.448 (mIoU_max_px) +2024-03-30 23:21:58,371 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.074 (mAUROC_px) 3.128 (mAP_px) 0.396 (mF1_max_px) 12.249 (mAUPRO_px) 0.138 (mF1_px_0.2_0.8_0.1) 0.139 (mAcc_px_0.2_0.8_0.1) 0.139 (mIoU_px_0.2_0.8_0.1) 0.397 (mIoU_max_px) +2024-03-30 23:22:35,827 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.700 (mAUROC_px) 5.769 (mAP_px) 0.718 (mF1_max_px) 21.554 (mAUPRO_px) 0.261 (mF1_px_0.2_0.8_0.1) 0.262 (mAcc_px_0.2_0.8_0.1) 0.260 (mIoU_px_0.2_0.8_0.1) 0.758 (mIoU_max_px) +2024-03-30 23:22:35,842 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.871 | 98.877 (200 epoch) | 80.087 | 80.255 (200 epoch) | 77.243 | 77.243 (250 epoch) | 96.021 | 96.021 (250 epoch) | 48.395 | 51.291 (200 epoch) | 53.997 | 58.034 (200 epoch) | 35.658 | 37.861 (200 epoch) | 62.924 | 62.924 (250 epoch) | +| cable | 98.351 | 98.876 (200 epoch) | 98.965 | 99.297 (200 epoch) | 94.681 | 95.789 (200 epoch) | 94.919 | 95.002 (200 epoch) | 40.800 | 40.800 (250 epoch) | 46.285 | 46.285 (250 epoch) | 89.480 | 89.480 (250 epoch) | 25.262 | 25.600 (100 epoch) | 39.754 | 39.754 (250 epoch) | 15.274 | 15.456 (100 epoch) | 30.111 | 30.111 (250 epoch) | +| capsule | 91.982 | 92.302 (150 epoch) | 98.248 | 98.273 (200 epoch) | 94.118 | 94.170 (200 epoch) | 98.396 | 98.404 (200 epoch) | 43.175 | 43.428 (200 epoch) | 46.808 | 47.010 (200 epoch) | 93.766 | 93.766 (250 epoch) | 25.276 | 26.206 (100 epoch) | 28.218 | 31.021 (50 epoch) | 15.412 | 15.884 (100 epoch) | 30.555 | 30.728 (200 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.234 | 99.288 (150 epoch) | 61.704 | 66.029 (150 epoch) | 63.946 | 65.000 (150 epoch) | 96.598 | 97.482 (100 epoch) | 42.245 | 45.386 (100 epoch) | 63.104 | 67.287 (100 epoch) | 28.365 | 30.764 (100 epoch) | 47.000 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.190 | 99.190 (250 epoch) | 48.321 | 48.321 (250 epoch) | 48.389 | 48.389 (250 epoch) | 97.197 | 97.239 (200 epoch) | 30.335 | 30.335 (250 epoch) | 40.833 | 42.805 (50 epoch) | 18.792 | 18.792 (250 epoch) | 31.917 | 31.917 (250 epoch) | +| hazelnut | 99.964 | 100.000 (100 epoch) | 99.980 | 100.000 (100 epoch) | 99.291 | 100.000 (100 epoch) | 98.945 | 98.991 (100 epoch) | 61.690 | 64.317 (100 epoch) | 63.639 | 64.890 (100 epoch) | 95.247 | 95.347 (150 epoch) | 38.356 | 38.976 (200 epoch) | 71.954 | 73.361 (200 epoch) | 25.475 | 25.902 (200 epoch) | 46.670 | 48.028 (100 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.401 | 99.401 (250 epoch) | 50.330 | 50.330 (250 epoch) | 52.746 | 52.746 (250 epoch) | 98.602 | 98.669 (150 epoch) | 34.633 | 34.633 (250 epoch) | 74.197 | 75.078 (100 epoch) | 21.704 | 21.704 (250 epoch) | 35.820 | 35.820 (250 epoch) | +| metal_nut | 99.609 | 99.756 (150 epoch) | 99.911 | 99.942 (150 epoch) | 98.913 | 99.465 (150 epoch) | 96.761 | 96.855 (200 epoch) | 75.790 | 76.101 (200 epoch) | 78.774 | 79.239 (200 epoch) | 93.132 | 93.436 (200 epoch) | 44.561 | 46.004 (200 epoch) | 52.419 | 55.580 (50 epoch) | 32.326 | 33.448 (200 epoch) | 64.981 | 65.616 (200 epoch) | +| pill | 97.354 | 97.354 (250 epoch) | 99.531 | 99.531 (250 epoch) | 96.774 | 96.774 (250 epoch) | 97.129 | 97.129 (250 epoch) | 63.510 | 63.510 (250 epoch) | 65.276 | 65.276 (250 epoch) | 95.571 | 95.759 (200 epoch) | 33.276 | 33.830 (150 epoch) | 47.725 | 49.962 (150 epoch) | 22.105 | 22.304 (150 epoch) | 48.451 | 48.451 (250 epoch) | +| screw | 92.929 | 92.929 (250 epoch) | 97.134 | 97.134 (250 epoch) | 92.369 | 93.443 (200 epoch) | 99.367 | 99.367 (250 epoch) | 48.054 | 48.054 (250 epoch) | 49.591 | 49.591 (250 epoch) | 96.497 | 96.940 (50 epoch) | 25.628 | 25.628 (250 epoch) | 55.741 | 57.553 (50 epoch) | 15.777 | 15.777 (250 epoch) | 32.970 | 32.970 (250 epoch) | +| tile | 98.124 | 98.232 (100 epoch) | 99.292 | 99.343 (100 epoch) | 95.954 | 95.954 (250 epoch) | 93.619 | 93.676 (100 epoch) | 43.871 | 44.705 (200 epoch) | 54.389 | 54.798 (100 epoch) | 79.781 | 80.706 (100 epoch) | 31.283 | 31.523 (200 epoch) | 46.329 | 47.650 (200 epoch) | 19.751 | 19.960 (200 epoch) | 37.352 | 37.739 (100 epoch) | +| toothbrush | 96.667 | 96.944 (200 epoch) | 98.625 | 98.674 (200 epoch) | 96.774 | 96.774 (100 epoch) | 98.995 | 99.023 (200 epoch) | 48.608 | 49.029 (200 epoch) | 59.785 | 60.237 (100 epoch) | 92.227 | 92.411 (200 epoch) | 39.195 | 39.195 (250 epoch) | 66.702 | 66.713 (150 epoch) | 25.696 | 25.696 (250 epoch) | 42.638 | 43.099 (100 epoch) | +| transistor | 99.792 | 99.875 (150 epoch) | 99.704 | 99.818 (150 epoch) | 97.436 | 97.561 (150 epoch) | 96.308 | 96.417 (200 epoch) | 67.870 | 68.409 (200 epoch) | 65.092 | 66.279 (200 epoch) | 87.967 | 88.321 (50 epoch) | 37.676 | 37.898 (50 epoch) | 39.464 | 42.896 (50 epoch) | 25.164 | 25.164 (250 epoch) | 48.249 | 49.565 (200 epoch) | +| wood | 98.947 | 98.947 (250 epoch) | 99.674 | 99.674 (250 epoch) | 96.774 | 96.774 (50 epoch) | 94.158 | 94.158 (250 epoch) | 44.106 | 47.681 (100 epoch) | 47.103 | 49.041 (100 epoch) | 91.650 | 92.390 (50 epoch) | 30.944 | 32.642 (100 epoch) | 58.838 | 59.608 (50 epoch) | 19.056 | 20.275 (100 epoch) | 30.807 | 32.486 (100 epoch) | +| zipper | 98.687 | 98.687 (250 epoch) | 99.654 | 99.654 (250 epoch) | 96.721 | 96.748 (50 epoch) | 98.184 | 98.184 (250 epoch) | 58.763 | 58.763 (250 epoch) | 59.938 | 59.938 (250 epoch) | 94.607 | 94.660 (200 epoch) | 31.265 | 31.790 (200 epoch) | 37.486 | 38.606 (150 epoch) | 20.320 | 20.574 (200 epoch) | 42.794 | 42.794 (250 epoch) | +| Avg | 98.155 | 98.155 (250 epoch) | 99.379 | 99.379 (250 epoch) | 97.283 | 97.338 (150 epoch) | 97.565 | 97.565 (250 epoch) | 55.779 | 55.791 (150 epoch) | 58.600 | 58.600 (250 epoch) | 93.223 | 93.223 (250 epoch) | 34.555 | 34.737 (200 epoch) | 51.784 | 52.378 (50 epoch) | 22.725 | 22.859 (200 epoch) | 42.216 | 42.216 (250 epoch) | +2024-03-30 23:22:36,131 - ==> Total time: 23:17:16 Eta: 2 days, 21:51:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:25:03,904 - Train: 25.04% [56600/226000] [250.4/1000.0] [batch_t 1.460 (1.459)] [data_t 0.003] [optim_t 1.457] [lr 0.005000] +2024-03-30 23:27:27,831 - Train: 25.09% [56700/226000] [250.9/1000.0] [batch_t 1.419 (1.439)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-03-30 23:28:05,090 - ==> Total time: 23:22:45 Eta: 2 days, 21:45:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:29:53,138 - Train: 25.13% [56800/226000] [251.3/1000.0] [batch_t 1.430 (1.438)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-30 23:32:16,104 - Train: 25.18% [56900/226000] [251.8/1000.0] [batch_t 1.427 (1.430)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-30 23:33:30,368 - ==> Total time: 23:28:10 Eta: 2 days, 21:39:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:34:41,226 - Train: 25.22% [57000/226000] [252.2/1000.0] [batch_t 1.441 (1.443)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-30 23:37:04,049 - Train: 25.27% [57100/226000] [252.7/1000.0] [batch_t 1.425 (1.428)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-30 23:38:55,531 - ==> Total time: 23:33:35 Eta: 2 days, 21:33:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:39:29,193 - Train: 25.31% [57200/226000] [253.1/1000.0] [batch_t 1.438 (1.457)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 23:41:52,157 - Train: 25.35% [57300/226000] [253.5/1000.0] [batch_t 1.441 (1.430)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 23:44:15,040 - Train: 25.40% [57400/226000] [254.0/1000.0] [batch_t 1.437 (1.429)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-30 23:44:20,784 - ==> Total time: 23:39:00 Eta: 2 days, 21:27:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:46:39,959 - Train: 25.44% [57500/226000] [254.4/1000.0] [batch_t 1.441 (1.434)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-30 23:49:02,966 - Train: 25.49% [57600/226000] [254.9/1000.0] [batch_t 1.437 (1.430)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-30 23:49:45,848 - ==> Total time: 23:44:26 Eta: 2 days, 21:21:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:51:28,335 - Train: 25.53% [57700/226000] [255.3/1000.0] [batch_t 1.436 (1.439)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-30 23:53:51,330 - Train: 25.58% [57800/226000] [255.8/1000.0] [batch_t 1.431 (1.430)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-03-30 23:55:11,213 - ==> Total time: 23:49:51 Eta: 2 days, 21:15:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-30 23:56:16,210 - Train: 25.62% [57900/226000] [256.2/1000.0] [batch_t 1.386 (1.443)] [data_t 0.002] [optim_t 1.383] [lr 0.005000] +2024-03-30 23:58:39,144 - Train: 25.66% [58000/226000] [256.6/1000.0] [batch_t 1.427 (1.429)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 00:00:36,316 - ==> Total time: 23:55:16 Eta: 2 days, 21:09:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:01:04,162 - Train: 25.71% [58100/226000] [257.1/1000.0] [batch_t 1.401 (1.456)] [data_t 0.003] [optim_t 1.398] [lr 0.005000] +2024-03-31 00:03:26,964 - Train: 25.75% [58200/226000] [257.5/1000.0] [batch_t 1.396 (1.428)] [data_t 0.003] [optim_t 1.393] [lr 0.005000] +2024-03-31 00:05:49,956 - Train: 25.80% [58300/226000] [258.0/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 00:06:01,345 - ==> Total time: 1 day, 0:00:41 Eta: 2 days, 21:03:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:08:16,004 - Train: 25.84% [58400/226000] [258.4/1000.0] [batch_t 1.447 (1.434)] [data_t 0.002] [optim_t 1.445] [lr 0.005000] +2024-03-31 00:10:38,949 - Train: 25.88% [58500/226000] [258.8/1000.0] [batch_t 1.441 (1.429)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 00:11:27,469 - ==> Total time: 1 day, 0:06:07 Eta: 2 days, 20:57:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:13:03,786 - Train: 25.93% [58600/226000] [259.3/1000.0] [batch_t 1.431 (1.437)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 00:15:26,627 - Train: 25.97% [58700/226000] [259.7/1000.0] [batch_t 1.422 (1.428)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-31 00:16:52,402 - ==> Total time: 1 day, 0:11:32 Eta: 2 days, 20:51:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:17:51,506 - Train: 26.02% [58800/226000] [260.2/1000.0] [batch_t 1.441 (1.441)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 00:20:14,279 - Train: 26.06% [58900/226000] [260.6/1000.0] [batch_t 1.432 (1.428)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-31 00:22:17,239 - ==> Total time: 1 day, 0:16:57 Eta: 2 days, 20:45:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:22:39,326 - Train: 26.11% [59000/226000] [261.1/1000.0] [batch_t 1.441 (1.471)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 00:25:02,101 - Train: 26.15% [59100/226000] [261.5/1000.0] [batch_t 1.436 (1.428)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 00:27:25,013 - Train: 26.19% [59200/226000] [261.9/1000.0] [batch_t 1.432 (1.429)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 00:27:42,105 - ==> Total time: 1 day, 0:22:22 Eta: 2 days, 20:39:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:29:49,857 - Train: 26.24% [59300/226000] [262.4/1000.0] [batch_t 1.445 (1.435)] [data_t 0.003] [optim_t 1.442] [lr 0.005000] +2024-03-31 00:32:12,736 - Train: 26.28% [59400/226000] [262.8/1000.0] [batch_t 1.441 (1.429)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 00:33:07,093 - ==> Total time: 1 day, 0:27:47 Eta: 2 days, 20:33:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:34:37,734 - Train: 26.33% [59500/226000] [263.3/1000.0] [batch_t 1.419 (1.438)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-03-31 00:37:00,538 - Train: 26.37% [59600/226000] [263.7/1000.0] [batch_t 1.428 (1.428)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 00:38:31,881 - ==> Total time: 1 day, 0:33:12 Eta: 2 days, 20:27:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:39:25,408 - Train: 26.42% [59700/226000] [264.2/1000.0] [batch_t 1.432 (1.442)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 00:41:48,294 - Train: 26.46% [59800/226000] [264.6/1000.0] [batch_t 1.423 (1.429)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-31 00:43:57,047 - ==> Total time: 1 day, 0:38:37 Eta: 2 days, 20:21:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:44:13,425 - Train: 26.50% [59900/226000] [265.0/1000.0] [batch_t 1.438 (1.482)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 00:46:36,383 - Train: 26.55% [60000/226000] [265.5/1000.0] [batch_t 1.441 (1.429)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 00:48:59,326 - Train: 26.59% [60100/226000] [265.9/1000.0] [batch_t 1.441 (1.429)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 00:49:22,233 - ==> Total time: 1 day, 0:44:02 Eta: 2 days, 20:15:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:51:24,529 - Train: 26.64% [60200/226000] [266.4/1000.0] [batch_t 1.424 (1.437)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-31 00:53:47,374 - Train: 26.68% [60300/226000] [266.8/1000.0] [batch_t 1.426 (1.428)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-31 00:54:47,369 - ==> Total time: 1 day, 0:49:27 Eta: 2 days, 20:09:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 00:56:12,360 - Train: 26.73% [60400/226000] [267.3/1000.0] [batch_t 1.426 (1.436)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-31 00:58:35,130 - Train: 26.77% [60500/226000] [267.7/1000.0] [batch_t 1.421 (1.428)] [data_t 0.003] [optim_t 1.418] [lr 0.005000] +2024-03-31 01:00:12,356 - ==> Total time: 1 day, 0:54:52 Eta: 2 days, 20:03:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:01:00,237 - Train: 26.81% [60600/226000] [268.1/1000.0] [batch_t 1.441 (1.447)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 01:03:23,172 - Train: 26.86% [60700/226000] [268.6/1000.0] [batch_t 1.426 (1.429)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 01:05:37,217 - ==> Total time: 1 day, 1:00:17 Eta: 2 days, 19:56:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:05:48,052 - Train: 26.90% [60800/226000] [269.0/1000.0] [batch_t 1.433 (1.511)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-31 01:08:10,932 - Train: 26.95% [60900/226000] [269.5/1000.0] [batch_t 1.436 (1.429)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 01:10:33,792 - Train: 26.99% [61000/226000] [269.9/1000.0] [batch_t 1.437 (1.428)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 01:11:02,294 - ==> Total time: 1 day, 1:05:42 Eta: 2 days, 19:50:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:12:59,372 - Train: 27.04% [61100/226000] [270.4/1000.0] [batch_t 1.435 (1.436)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-31 01:15:22,305 - Train: 27.08% [61200/226000] [270.8/1000.0] [batch_t 1.439 (1.429)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-31 01:16:27,905 - ==> Total time: 1 day, 1:11:08 Eta: 2 days, 19:45:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:17:47,185 - Train: 27.12% [61300/226000] [271.2/1000.0] [batch_t 1.428 (1.437)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 01:20:10,176 - Train: 27.17% [61400/226000] [271.7/1000.0] [batch_t 1.454 (1.430)] [data_t 0.003] [optim_t 1.452] [lr 0.005000] +2024-03-31 01:21:53,065 - ==> Total time: 1 day, 1:16:33 Eta: 2 days, 19:39:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:22:35,161 - Train: 27.21% [61500/226000] [272.1/1000.0] [batch_t 1.442 (1.446)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 01:24:58,040 - Train: 27.26% [61600/226000] [272.6/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 01:27:18,123 - ==> Total time: 1 day, 1:21:58 Eta: 2 days, 19:33:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:27:23,091 - Train: 27.30% [61700/226000] [273.0/1000.0] [batch_t 1.425 (1.691)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-31 01:29:45,737 - Train: 27.35% [61800/226000] [273.5/1000.0] [batch_t 1.442 (1.426)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 01:32:08,780 - Train: 27.39% [61900/226000] [273.9/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 01:32:43,101 - ==> Total time: 1 day, 1:27:23 Eta: 2 days, 19:27:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:34:33,860 - Train: 27.43% [62000/226000] [274.3/1000.0] [batch_t 1.447 (1.436)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-31 01:36:56,766 - Train: 27.48% [62100/226000] [274.8/1000.0] [batch_t 1.434 (1.429)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 01:38:08,263 - ==> Total time: 1 day, 1:32:48 Eta: 2 days, 19:21:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:39:21,865 - Train: 27.52% [62200/226000] [275.2/1000.0] [batch_t 1.426 (1.440)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 01:41:44,727 - Train: 27.57% [62300/226000] [275.7/1000.0] [batch_t 1.440 (1.429)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 01:43:33,379 - ==> Total time: 1 day, 1:38:13 Eta: 2 days, 19:15:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:44:09,870 - Train: 27.61% [62400/226000] [276.1/1000.0] [batch_t 1.432 (1.455)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 01:46:32,856 - Train: 27.65% [62500/226000] [276.5/1000.0] [batch_t 1.414 (1.430)] [data_t 0.003] [optim_t 1.411] [lr 0.005000] +2024-03-31 01:48:55,635 - Train: 27.70% [62600/226000] [277.0/1000.0] [batch_t 1.414 (1.428)] [data_t 0.002] [optim_t 1.412] [lr 0.005000] +2024-03-31 01:48:58,502 - ==> Total time: 1 day, 1:43:38 Eta: 2 days, 19:09:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:51:20,689 - Train: 27.74% [62700/226000] [277.4/1000.0] [batch_t 1.435 (1.434)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 01:53:43,608 - Train: 27.79% [62800/226000] [277.9/1000.0] [batch_t 1.441 (1.429)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-31 01:54:23,607 - ==> Total time: 1 day, 1:49:03 Eta: 2 days, 19:03:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 01:56:08,675 - Train: 27.83% [62900/226000] [278.3/1000.0] [batch_t 1.431 (1.436)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 01:58:31,598 - Train: 27.88% [63000/226000] [278.8/1000.0] [batch_t 1.432 (1.429)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 01:59:48,680 - ==> Total time: 1 day, 1:54:28 Eta: 2 days, 18:57:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:00:56,668 - Train: 27.92% [63100/226000] [279.2/1000.0] [batch_t 1.433 (1.443)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 02:03:19,666 - Train: 27.96% [63200/226000] [279.6/1000.0] [batch_t 1.415 (1.430)] [data_t 0.002] [optim_t 1.413] [lr 0.005000] +2024-03-31 02:05:13,938 - ==> Total time: 1 day, 1:59:54 Eta: 2 days, 18:51:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:05:44,592 - Train: 28.01% [63300/226000] [280.1/1000.0] [batch_t 1.427 (1.453)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 02:08:07,516 - Train: 28.05% [63400/226000] [280.5/1000.0] [batch_t 1.433 (1.429)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-31 02:10:30,214 - Train: 28.10% [63500/226000] [281.0/1000.0] [batch_t 1.436 (1.427)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 02:10:38,797 - ==> Total time: 1 day, 2:05:18 Eta: 2 days, 18:45:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:12:55,222 - Train: 28.14% [63600/226000] [281.4/1000.0] [batch_t 1.432 (1.434)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 02:15:18,027 - Train: 28.19% [63700/226000] [281.9/1000.0] [batch_t 1.446 (1.428)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-31 02:16:03,773 - ==> Total time: 1 day, 2:10:43 Eta: 2 days, 18:39:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:17:43,588 - Train: 28.23% [63800/226000] [282.3/1000.0] [batch_t 1.422 (1.438)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 02:20:06,563 - Train: 28.27% [63900/226000] [282.7/1000.0] [batch_t 1.434 (1.430)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 02:21:29,471 - ==> Total time: 1 day, 2:16:09 Eta: 2 days, 18:33:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:22:31,894 - Train: 28.32% [64000/226000] [283.2/1000.0] [batch_t 1.433 (1.444)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 02:24:54,693 - Train: 28.36% [64100/226000] [283.6/1000.0] [batch_t 1.437 (1.428)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 02:26:54,874 - ==> Total time: 1 day, 2:21:35 Eta: 2 days, 18:27:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:27:19,714 - Train: 28.41% [64200/226000] [284.1/1000.0] [batch_t 1.431 (1.461)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 02:29:42,639 - Train: 28.45% [64300/226000] [284.5/1000.0] [batch_t 1.431 (1.429)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 02:32:05,681 - Train: 28.50% [64400/226000] [285.0/1000.0] [batch_t 1.435 (1.430)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 02:32:19,947 - ==> Total time: 1 day, 2:27:00 Eta: 2 days, 18:21:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:34:30,540 - Train: 28.54% [64500/226000] [285.4/1000.0] [batch_t 1.441 (1.433)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-31 02:36:53,478 - Train: 28.58% [64600/226000] [285.8/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 02:37:44,961 - ==> Total time: 1 day, 2:32:25 Eta: 2 days, 18:15:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:39:18,678 - Train: 28.63% [64700/226000] [286.3/1000.0] [batch_t 1.441 (1.439)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 02:41:41,611 - Train: 28.67% [64800/226000] [286.7/1000.0] [batch_t 1.438 (1.429)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-31 02:43:10,144 - ==> Total time: 1 day, 2:37:50 Eta: 2 days, 18:09:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:44:06,780 - Train: 28.72% [64900/226000] [287.2/1000.0] [batch_t 1.434 (1.444)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-31 02:46:29,794 - Train: 28.76% [65000/226000] [287.6/1000.0] [batch_t 1.427 (1.430)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 02:48:35,620 - ==> Total time: 1 day, 2:43:15 Eta: 2 days, 18:03:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:48:54,871 - Train: 28.81% [65100/226000] [288.1/1000.0] [batch_t 1.419 (1.473)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-31 02:51:17,907 - Train: 28.85% [65200/226000] [288.5/1000.0] [batch_t 1.434 (1.430)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 02:53:40,868 - Train: 28.89% [65300/226000] [288.9/1000.0] [batch_t 1.382 (1.430)] [data_t 0.003] [optim_t 1.379] [lr 0.005000] +2024-03-31 02:54:00,862 - ==> Total time: 1 day, 2:48:41 Eta: 2 days, 17:57:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 02:56:05,949 - Train: 28.94% [65400/226000] [289.4/1000.0] [batch_t 1.419 (1.436)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-03-31 02:58:28,943 - Train: 28.98% [65500/226000] [289.8/1000.0] [batch_t 1.426 (1.430)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-31 02:59:26,130 - ==> Total time: 1 day, 2:54:06 Eta: 2 days, 17:51:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:00:53,883 - Train: 29.03% [65600/226000] [290.3/1000.0] [batch_t 1.425 (1.438)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-31 03:03:16,713 - Train: 29.07% [65700/226000] [290.7/1000.0] [batch_t 1.409 (1.428)] [data_t 0.002] [optim_t 1.407] [lr 0.005000] +2024-03-31 03:04:51,057 - ==> Total time: 1 day, 2:59:31 Eta: 2 days, 17:45:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:05:41,574 - Train: 29.12% [65800/226000] [291.2/1000.0] [batch_t 1.435 (1.443)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-31 03:08:04,756 - Train: 29.16% [65900/226000] [291.6/1000.0] [batch_t 1.424 (1.432)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-31 03:10:16,276 - ==> Total time: 1 day, 3:04:56 Eta: 2 days, 17:39:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:10:29,869 - Train: 29.20% [66000/226000] [292.0/1000.0] [batch_t 1.439 (1.490)] [data_t 0.002] [optim_t 1.437] [lr 0.005000] +2024-03-31 03:12:52,979 - Train: 29.25% [66100/226000] [292.5/1000.0] [batch_t 1.432 (1.431)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 03:15:16,149 - Train: 29.29% [66200/226000] [292.9/1000.0] [batch_t 1.437 (1.432)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-31 03:15:41,917 - ==> Total time: 1 day, 3:10:22 Eta: 2 days, 17:34:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:17:41,396 - Train: 29.34% [66300/226000] [293.4/1000.0] [batch_t 1.420 (1.438)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-03-31 03:20:04,378 - Train: 29.38% [66400/226000] [293.8/1000.0] [batch_t 1.429 (1.430)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-31 03:21:07,322 - ==> Total time: 1 day, 3:15:47 Eta: 2 days, 17:28:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:22:29,561 - Train: 29.42% [66500/226000] [294.2/1000.0] [batch_t 1.423 (1.442)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-31 03:24:52,523 - Train: 29.47% [66600/226000] [294.7/1000.0] [batch_t 1.443 (1.430)] [data_t 0.002] [optim_t 1.441] [lr 0.005000] +2024-03-31 03:26:32,615 - ==> Total time: 1 day, 3:21:12 Eta: 2 days, 17:22:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:27:17,714 - Train: 29.51% [66700/226000] [295.1/1000.0] [batch_t 1.438 (1.448)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 03:29:40,559 - Train: 29.56% [66800/226000] [295.6/1000.0] [batch_t 1.429 (1.428)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 03:31:57,834 - ==> Total time: 1 day, 3:26:38 Eta: 2 days, 17:16:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:32:05,634 - Train: 29.60% [66900/226000] [296.0/1000.0] [batch_t 1.426 (1.543)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-31 03:34:28,554 - Train: 29.65% [67000/226000] [296.5/1000.0] [batch_t 1.424 (1.429)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-31 03:36:51,308 - Train: 29.69% [67100/226000] [296.9/1000.0] [batch_t 1.436 (1.427)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-31 03:37:22,731 - ==> Total time: 1 day, 3:32:02 Eta: 2 days, 17:10:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:39:16,190 - Train: 29.73% [67200/226000] [297.3/1000.0] [batch_t 1.443 (1.435)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-31 03:41:38,953 - Train: 29.78% [67300/226000] [297.8/1000.0] [batch_t 1.424 (1.428)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 03:42:47,593 - ==> Total time: 1 day, 3:37:27 Eta: 2 days, 17:04:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:44:04,021 - Train: 29.82% [67400/226000] [298.2/1000.0] [batch_t 1.428 (1.438)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 03:46:26,880 - Train: 29.87% [67500/226000] [298.7/1000.0] [batch_t 1.399 (1.428)] [data_t 0.002] [optim_t 1.397] [lr 0.005000] +2024-03-31 03:48:12,571 - ==> Total time: 1 day, 3:42:52 Eta: 2 days, 16:58:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 03:48:51,696 - Train: 29.91% [67600/226000] [299.1/1000.0] [batch_t 1.430 (1.448)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 03:51:14,492 - Train: 29.96% [67700/226000] [299.6/1000.0] [batch_t 1.429 (1.428)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-31 03:53:37,459 - Train: 30.00% [67800/226000] [300.0/1000.0] [batch_t 1.447 (1.430)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-03-31 03:53:59,706 - Test: 46.30% [50/108] [batch_t 0.418 (0.434)] +2024-03-31 03:54:20,799 - Test: 92.59% [100/108] [batch_t 0.426 (0.428)] +2024-03-31 03:54:24,083 - Test: 100.00% [108/108] [batch_t 0.345 (0.426)] +2024-03-31 03:54:44,634 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.607 (mAUROC_px) 2.780 (mAP_px) 0.371 (mF1_max_px) 11.716 (mAUPRO_px) 0.131 (mF1_px_0.2_0.8_0.1) 0.127 (mAcc_px_0.2_0.8_0.1) 0.132 (mIoU_px_0.2_0.8_0.1) 0.370 (mIoU_max_px) +2024-03-31 03:55:21,488 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.732 (mAUROC_px) 5.842 (mAP_px) 0.689 (mF1_max_px) 21.009 (mAUPRO_px) 0.233 (mF1_px_0.2_0.8_0.1) 0.235 (mAcc_px_0.2_0.8_0.1) 0.238 (mIoU_px_0.2_0.8_0.1) 0.678 (mIoU_max_px) +2024-03-31 03:55:52,425 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.532 (mAUROC_px) 4.973 (mAP_px) 0.606 (mF1_max_px) 17.420 (mAUPRO_px) 0.206 (mF1_px_0.2_0.8_0.1) 0.206 (mAcc_px_0.2_0.8_0.1) 0.206 (mIoU_px_0.2_0.8_0.1) 0.610 (mIoU_max_px) +2024-03-31 03:56:20,034 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.700 (mAUROC_px) 4.296 (mAP_px) 0.530 (mF1_max_px) 15.840 (mAUPRO_px) 0.185 (mF1_px_0.2_0.8_0.1) 0.183 (mAcc_px_0.2_0.8_0.1) 0.184 (mIoU_px_0.2_0.8_0.1) 0.531 (mIoU_max_px) +2024-03-31 03:56:37,806 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.574 (mAUROC_px) 2.701 (mAP_px) 0.344 (mF1_max_px) 10.361 (mAUPRO_px) 0.123 (mF1_px_0.2_0.8_0.1) 0.115 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.350 (mIoU_max_px) +2024-03-31 03:57:04,080 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.285 (mAUROC_px) 3.883 (mAP_px) 0.494 (mF1_max_px) 15.460 (mAUPRO_px) 0.173 (mF1_px_0.2_0.8_0.1) 0.169 (mAcc_px_0.2_0.8_0.1) 0.168 (mIoU_px_0.2_0.8_0.1) 0.491 (mIoU_max_px) +2024-03-31 03:57:32,577 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.073 (mAUROC_px) 4.523 (mAP_px) 0.558 (mF1_max_px) 16.050 (mAUPRO_px) 0.189 (mF1_px_0.2_0.8_0.1) 0.195 (mAcc_px_0.2_0.8_0.1) 0.188 (mIoU_px_0.2_0.8_0.1) 0.549 (mIoU_max_px) +2024-03-31 03:58:03,516 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.504 (mAUROC_px) 4.112 (mAP_px) 0.507 (mF1_max_px) 19.613 (mAUPRO_px) 0.181 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.181 (mIoU_px_0.2_0.8_0.1) 0.510 (mIoU_max_px) +2024-03-31 03:58:48,525 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.352 (mAUROC_px) 6.761 (mAP_px) 0.929 (mF1_max_px) 26.886 (mAUPRO_px) 0.326 (mF1_px_0.2_0.8_0.1) 0.326 (mAcc_px_0.2_0.8_0.1) 0.325 (mIoU_px_0.2_0.8_0.1) 0.888 (mIoU_max_px) +2024-03-31 03:59:26,490 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.101 (mAUROC_px) 6.075 (mAP_px) 0.775 (mF1_max_px) 21.280 (mAUPRO_px) 0.253 (mF1_px_0.2_0.8_0.1) 0.255 (mAcc_px_0.2_0.8_0.1) 0.266 (mIoU_px_0.2_0.8_0.1) 0.729 (mIoU_max_px) +2024-03-31 03:59:57,364 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.715 (mAUROC_px) 4.506 (mAP_px) 0.552 (mF1_max_px) 18.861 (mAUPRO_px) 0.185 (mF1_px_0.2_0.8_0.1) 0.182 (mAcc_px_0.2_0.8_0.1) 0.179 (mIoU_px_0.2_0.8_0.1) 0.528 (mIoU_max_px) +2024-03-31 04:00:06,469 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.477 (mAUROC_px) 1.129 (mAP_px) 0.206 (mF1_max_px) 5.842 (mAUPRO_px) 0.072 (mF1_px_0.2_0.8_0.1) 0.068 (mAcc_px_0.2_0.8_0.1) 0.067 (mIoU_px_0.2_0.8_0.1) 0.190 (mIoU_max_px) +2024-03-31 04:00:30,951 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.740 (mAUROC_px) 3.623 (mAP_px) 0.450 (mF1_max_px) 14.613 (mAUPRO_px) 0.165 (mF1_px_0.2_0.8_0.1) 0.161 (mAcc_px_0.2_0.8_0.1) 0.157 (mIoU_px_0.2_0.8_0.1) 0.456 (mIoU_max_px) +2024-03-31 04:00:51,497 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.538 (mAUROC_px) 2.835 (mAP_px) 0.358 (mF1_max_px) 12.978 (mAUPRO_px) 0.129 (mF1_px_0.2_0.8_0.1) 0.122 (mAcc_px_0.2_0.8_0.1) 0.122 (mIoU_px_0.2_0.8_0.1) 0.353 (mIoU_max_px) +2024-03-31 04:01:29,586 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.674 (mAUROC_px) 6.002 (mAP_px) 0.740 (mF1_max_px) 21.886 (mAUPRO_px) 0.289 (mF1_px_0.2_0.8_0.1) 0.281 (mAcc_px_0.2_0.8_0.1) 0.256 (mIoU_px_0.2_0.8_0.1) 0.760 (mIoU_max_px) +2024-03-31 04:01:29,610 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.908 | 98.908 (300 epoch) | 80.855 | 80.855 (300 epoch) | 77.674 | 77.674 (300 epoch) | 96.070 | 96.070 (300 epoch) | 50.490 | 51.291 (200 epoch) | 56.324 | 58.034 (200 epoch) | 37.318 | 37.861 (200 epoch) | 63.498 | 63.498 (300 epoch) | +| cable | 98.313 | 98.876 (200 epoch) | 98.959 | 99.297 (200 epoch) | 94.792 | 95.789 (200 epoch) | 95.319 | 95.319 (300 epoch) | 41.425 | 41.425 (300 epoch) | 46.843 | 46.843 (300 epoch) | 89.958 | 89.958 (300 epoch) | 25.397 | 25.600 (100 epoch) | 38.340 | 39.754 (250 epoch) | 15.397 | 15.456 (100 epoch) | 30.585 | 30.585 (300 epoch) | +| capsule | 92.740 | 92.740 (300 epoch) | 98.391 | 98.391 (300 epoch) | 94.118 | 94.170 (200 epoch) | 98.372 | 98.404 (200 epoch) | 43.700 | 43.700 (300 epoch) | 47.080 | 47.080 (300 epoch) | 93.035 | 93.766 (250 epoch) | 25.372 | 26.206 (100 epoch) | 27.939 | 31.021 (50 epoch) | 15.509 | 15.884 (100 epoch) | 30.788 | 30.788 (300 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.214 | 99.288 (150 epoch) | 60.703 | 66.029 (150 epoch) | 63.613 | 65.000 (150 epoch) | 96.873 | 97.482 (100 epoch) | 41.685 | 45.386 (100 epoch) | 61.984 | 67.287 (100 epoch) | 27.936 | 30.764 (100 epoch) | 46.642 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.176 | 99.190 (250 epoch) | 48.667 | 48.667 (300 epoch) | 48.094 | 48.389 (250 epoch) | 97.065 | 97.239 (200 epoch) | 30.699 | 30.699 (300 epoch) | 41.054 | 42.805 (50 epoch) | 19.059 | 19.059 (300 epoch) | 31.660 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.994 | 98.994 (300 epoch) | 63.756 | 64.317 (100 epoch) | 64.580 | 64.890 (100 epoch) | 95.485 | 95.485 (300 epoch) | 39.652 | 39.652 (300 epoch) | 72.598 | 73.361 (200 epoch) | 26.542 | 26.542 (300 epoch) | 47.689 | 48.028 (100 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.386 | 99.401 (250 epoch) | 49.140 | 50.330 (250 epoch) | 53.095 | 53.095 (300 epoch) | 98.658 | 98.669 (150 epoch) | 34.545 | 34.633 (250 epoch) | 72.785 | 75.078 (100 epoch) | 21.627 | 21.704 (250 epoch) | 36.142 | 36.142 (300 epoch) | +| metal_nut | 99.853 | 99.853 (300 epoch) | 99.966 | 99.966 (300 epoch) | 98.936 | 99.465 (150 epoch) | 96.785 | 96.855 (200 epoch) | 75.287 | 76.101 (200 epoch) | 78.794 | 79.239 (200 epoch) | 93.596 | 93.596 (300 epoch) | 43.922 | 46.004 (200 epoch) | 51.489 | 55.580 (50 epoch) | 31.873 | 33.448 (200 epoch) | 65.008 | 65.616 (200 epoch) | +| pill | 96.645 | 97.354 (250 epoch) | 99.396 | 99.531 (250 epoch) | 96.000 | 96.774 (250 epoch) | 97.281 | 97.281 (300 epoch) | 64.328 | 64.328 (300 epoch) | 65.561 | 65.561 (300 epoch) | 95.894 | 95.894 (300 epoch) | 34.414 | 34.414 (300 epoch) | 48.261 | 49.962 (150 epoch) | 22.980 | 22.980 (300 epoch) | 48.766 | 48.766 (300 epoch) | +| screw | 93.831 | 93.831 (300 epoch) | 97.518 | 97.518 (300 epoch) | 93.651 | 93.651 (300 epoch) | 99.391 | 99.391 (300 epoch) | 50.300 | 50.300 (300 epoch) | 50.872 | 50.872 (300 epoch) | 97.280 | 97.280 (300 epoch) | 26.510 | 26.510 (300 epoch) | 56.475 | 57.553 (50 epoch) | 16.431 | 16.431 (300 epoch) | 34.113 | 34.113 (300 epoch) | +| tile | 97.908 | 98.232 (100 epoch) | 99.235 | 99.343 (100 epoch) | 95.238 | 95.954 (250 epoch) | 93.749 | 93.749 (300 epoch) | 44.553 | 44.705 (200 epoch) | 54.748 | 54.798 (100 epoch) | 79.416 | 80.706 (100 epoch) | 31.135 | 31.523 (200 epoch) | 46.431 | 47.650 (200 epoch) | 19.671 | 19.960 (200 epoch) | 37.692 | 37.739 (100 epoch) | +| toothbrush | 98.611 | 98.611 (300 epoch) | 99.424 | 99.424 (300 epoch) | 98.361 | 98.361 (300 epoch) | 99.003 | 99.023 (200 epoch) | 48.751 | 49.029 (200 epoch) | 60.364 | 60.364 (300 epoch) | 91.957 | 92.411 (200 epoch) | 38.827 | 39.195 (250 epoch) | 65.042 | 66.713 (150 epoch) | 25.463 | 25.696 (250 epoch) | 43.230 | 43.230 (300 epoch) | +| transistor | 99.833 | 99.875 (150 epoch) | 99.754 | 99.818 (150 epoch) | 97.561 | 97.561 (150 epoch) | 96.318 | 96.417 (200 epoch) | 67.746 | 68.409 (200 epoch) | 65.532 | 66.279 (200 epoch) | 86.563 | 88.321 (50 epoch) | 38.370 | 38.370 (300 epoch) | 40.953 | 42.896 (50 epoch) | 25.626 | 25.626 (300 epoch) | 48.734 | 49.565 (200 epoch) | +| wood | 99.035 | 99.035 (300 epoch) | 99.706 | 99.706 (300 epoch) | 96.774 | 96.774 (50 epoch) | 94.255 | 94.255 (300 epoch) | 44.402 | 47.681 (100 epoch) | 47.359 | 49.041 (100 epoch) | 91.496 | 92.390 (50 epoch) | 30.895 | 32.642 (100 epoch) | 59.552 | 59.608 (50 epoch) | 19.045 | 20.275 (100 epoch) | 31.026 | 32.486 (100 epoch) | +| zipper | 98.372 | 98.687 (250 epoch) | 99.568 | 99.654 (250 epoch) | 96.356 | 96.748 (50 epoch) | 98.189 | 98.189 (300 epoch) | 58.437 | 58.763 (250 epoch) | 59.775 | 59.938 (250 epoch) | 94.403 | 94.660 (200 epoch) | 32.029 | 32.029 (300 epoch) | 38.103 | 38.606 (150 epoch) | 20.817 | 20.817 (300 epoch) | 42.628 | 42.794 (250 epoch) | +| Avg | 98.337 | 98.337 (300 epoch) | 99.459 | 99.459 (300 epoch) | 97.415 | 97.415 (300 epoch) | 97.623 | 97.623 (300 epoch) | 56.137 | 56.137 (300 epoch) | 58.932 | 58.932 (300 epoch) | 93.183 | 93.223 (250 epoch) | 34.930 | 34.930 (300 epoch) | 51.822 | 52.378 (50 epoch) | 23.020 | 23.020 (300 epoch) | 42.547 | 42.547 (300 epoch) | +2024-03-31 04:01:29,948 - ==> Total time: 1 day, 3:56:10 Eta: 2 days, 17:11:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 04:03:57,727 - Train: 30.04% [67900/226000] [300.4/1000.0] [batch_t 1.420 (1.458)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-03-31 04:06:22,257 - Train: 30.09% [68000/226000] [300.9/1000.0] [batch_t 1.419 (1.445)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-03-31 04:06:59,419 - ==> Total time: 1 day, 4:01:39 Eta: 2 days, 17:05:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 04:08:47,276 - Train: 30.13% [68100/226000] [301.3/1000.0] [batch_t 1.442 (1.435)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 04:11:10,255 - Train: 30.18% [68200/226000] [301.8/1000.0] [batch_t 1.423 (1.430)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 04:12:24,526 - 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0.005000] +2024-03-31 04:23:14,981 - ==> Total time: 1 day, 4:17:55 Eta: 2 days, 16:47:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 04:25:34,401 - Train: 30.44% [68800/226000] [304.4/1000.0] [batch_t 1.428 (1.436)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 04:27:57,355 - Train: 30.49% [68900/226000] [304.9/1000.0] [batch_t 1.436 (1.429)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-31 04:28:40,181 - ==> Total time: 1 day, 4:23:20 Eta: 2 days, 16:41:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 04:30:22,283 - Train: 30.53% [69000/226000] [305.3/1000.0] [batch_t 1.433 (1.438)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 04:32:45,379 - Train: 30.58% [69100/226000] [305.8/1000.0] [batch_t 1.422 (1.431)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 04:34:05,404 - ==> Total time: 1 day, 4:28:45 Eta: 2 days, 16:35:25 Logged in 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5:01:16 Eta: 2 days, 15:59:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 05:08:44,590 - Train: 31.24% [70600/226000] [312.4/1000.0] [batch_t 1.410 (1.435)] [data_t 0.003] [optim_t 1.407] [lr 0.005000] +2024-03-31 05:11:07,367 - Train: 31.28% [70700/226000] [312.8/1000.0] [batch_t 1.433 (1.428)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 05:12:01,686 - ==> Total time: 1 day, 5:06:41 Eta: 2 days, 15:53:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 05:13:33,437 - Train: 31.33% [70800/226000] [313.3/1000.0] [batch_t 1.429 (1.437)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 05:15:56,383 - Train: 31.37% [70900/226000] [313.7/1000.0] [batch_t 1.422 (1.429)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-31 05:17:27,807 - ==> Total time: 1 day, 5:12:07 Eta: 2 days, 15:47:54 Logged in 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'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 05:39:57,452 - Train: 31.81% [71900/226000] [318.1/1000.0] [batch_t 1.430 (1.453)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 05:42:20,466 - Train: 31.86% [72000/226000] [318.6/1000.0] [batch_t 1.436 (1.430)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 05:44:34,865 - ==> Total time: 1 day, 5:39:15 Eta: 2 days, 15:18:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 05:44:45,662 - Train: 31.90% [72100/226000] [319.0/1000.0] [batch_t 1.435 (1.529)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 05:47:08,511 - Train: 31.95% [72200/226000] [319.5/1000.0] [batch_t 1.412 (1.428)] [data_t 0.003] [optim_t 1.409] [lr 0.005000] +2024-03-31 05:49:31,394 - Train: 31.99% [72300/226000] [319.9/1000.0] [batch_t 1.438 (1.429)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-31 05:49:59,968 - ==> Total time: 1 day, 5:44:40 Eta: 2 days, 15:12:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 05:51:56,294 - Train: 32.04% [72400/226000] [320.4/1000.0] [batch_t 1.424 (1.435)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-31 05:54:19,130 - Train: 32.08% [72500/226000] [320.8/1000.0] [batch_t 1.437 (1.428)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 05:55:24,943 - ==> Total time: 1 day, 5:50:05 Eta: 2 days, 15:06:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 05:56:44,259 - Train: 32.12% [72600/226000] [321.2/1000.0] [batch_t 1.428 (1.439)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 05:59:07,302 - Train: 32.17% [72700/226000] [321.7/1000.0] [batch_t 1.440 (1.430)] [data_t 0.002] [optim_t 1.437] [lr 0.005000] +2024-03-31 06:00:50,109 - ==> Total time: 1 day, 5:55:30 Eta: 2 days, 15:00:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:01:32,302 - Train: 32.21% [72800/226000] [322.1/1000.0] [batch_t 1.420 (1.448)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-03-31 06:03:55,359 - Train: 32.26% [72900/226000] [322.6/1000.0] [batch_t 1.428 (1.430)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 06:06:15,463 - ==> Total time: 1 day, 6:00:55 Eta: 2 days, 14:54:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:06:20,463 - Train: 32.30% [73000/226000] [323.0/1000.0] [batch_t 1.433 (1.700)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-31 06:08:43,492 - Train: 32.35% [73100/226000] [323.5/1000.0] [batch_t 1.431 (1.430)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 06:11:06,564 - Train: 32.39% [73200/226000] [323.9/1000.0] [batch_t 1.436 (1.431)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 06:11:40,829 - ==> Total time: 1 day, 6:06:21 Eta: 2 days, 14:48:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:13:31,483 - Train: 32.43% [73300/226000] [324.3/1000.0] [batch_t 1.438 (1.435)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 06:15:54,571 - Train: 32.48% [73400/226000] [324.8/1000.0] [batch_t 1.433 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 06:17:05,993 - ==> Total time: 1 day, 6:11:46 Eta: 2 days, 14:42:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:18:19,794 - Train: 32.52% [73500/226000] [325.2/1000.0] [batch_t 1.433 (1.439)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 06:20:42,686 - Train: 32.57% [73600/226000] [325.7/1000.0] [batch_t 1.427 (1.429)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 06:22:31,385 - ==> Total time: 1 day, 6:17:11 Eta: 2 days, 14:37:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:23:07,944 - Train: 32.61% [73700/226000] [326.1/1000.0] [batch_t 1.440 (1.452)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 06:25:30,699 - Train: 32.65% [73800/226000] [326.5/1000.0] [batch_t 1.421 (1.427)] [data_t 0.003] [optim_t 1.418] [lr 0.005000] +2024-03-31 06:27:53,606 - Train: 32.70% [73900/226000] [327.0/1000.0] [batch_t 1.440 (1.429)] [data_t 0.002] [optim_t 1.438] [lr 0.005000] +2024-03-31 06:27:56,480 - ==> Total time: 1 day, 6:22:36 Eta: 2 days, 14:31:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:30:18,505 - Train: 32.74% [74000/226000] [327.4/1000.0] [batch_t 1.430 (1.432)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 06:32:41,352 - Train: 32.79% [74100/226000] [327.9/1000.0] [batch_t 1.441 (1.428)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 06:33:21,320 - ==> Total time: 1 day, 6:28:01 Eta: 2 days, 14:25:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:35:06,435 - Train: 32.83% [74200/226000] [328.3/1000.0] [batch_t 1.422 (1.438)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-31 06:37:29,266 - Train: 32.88% [74300/226000] [328.8/1000.0] [batch_t 1.434 (1.428)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 06:38:46,571 - ==> Total time: 1 day, 6:33:26 Eta: 2 days, 14:19:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:39:54,400 - Train: 32.92% [74400/226000] [329.2/1000.0] [batch_t 1.443 (1.442)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-31 06:42:17,205 - Train: 32.96% [74500/226000] [329.6/1000.0] [batch_t 1.429 (1.428)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 06:44:11,569 - ==> Total time: 1 day, 6:38:51 Eta: 2 days, 14:13:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:44:42,179 - Train: 33.01% [74600/226000] [330.1/1000.0] [batch_t 1.430 (1.454)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-03-31 06:47:05,017 - Train: 33.05% [74700/226000] [330.5/1000.0] [batch_t 1.445 (1.428)] [data_t 0.003] [optim_t 1.442] [lr 0.005000] +2024-03-31 06:49:28,072 - Train: 33.10% [74800/226000] [331.0/1000.0] [batch_t 1.430 (1.430)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-31 06:49:36,658 - ==> Total time: 1 day, 6:44:16 Eta: 2 days, 14:07:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:51:53,177 - Train: 33.14% [74900/226000] [331.4/1000.0] [batch_t 1.430 (1.435)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 06:54:16,005 - Train: 33.19% [75000/226000] [331.9/1000.0] [batch_t 1.435 (1.428)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 06:55:01,704 - ==> Total time: 1 day, 6:49:41 Eta: 2 days, 14:01:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 06:56:42,043 - Train: 33.23% [75100/226000] [332.3/1000.0] [batch_t 1.417 (1.440)] [data_t 0.002] [optim_t 1.415] [lr 0.005000] +2024-03-31 06:59:04,987 - Train: 33.27% [75200/226000] [332.7/1000.0] [batch_t 1.442 (1.429)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 07:00:27,847 - ==> Total time: 1 day, 6:55:08 Eta: 2 days, 13:55:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:01:30,057 - Train: 33.32% [75300/226000] [333.2/1000.0] [batch_t 1.427 (1.442)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-31 07:03:52,936 - Train: 33.36% [75400/226000] [333.6/1000.0] [batch_t 1.421 (1.429)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-31 07:05:52,982 - ==> Total time: 1 day, 7:00:33 Eta: 2 days, 13:49:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:06:18,025 - Train: 33.41% [75500/226000] [334.1/1000.0] [batch_t 1.423 (1.467)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 07:08:41,099 - Train: 33.45% [75600/226000] [334.5/1000.0] [batch_t 1.432 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 07:11:04,140 - Train: 33.50% [75700/226000] [335.0/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 07:11:18,449 - ==> Total time: 1 day, 7:05:58 Eta: 2 days, 13:44:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:13:29,115 - Train: 33.54% [75800/226000] [335.4/1000.0] [batch_t 1.430 (1.434)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 07:15:52,137 - Train: 33.58% [75900/226000] [335.8/1000.0] [batch_t 1.442 (1.430)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 07:16:43,628 - ==> Total time: 1 day, 7:11:23 Eta: 2 days, 13:38:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:18:17,035 - Train: 33.63% [76000/226000] [336.3/1000.0] [batch_t 1.441 (1.435)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 07:20:39,806 - Train: 33.67% [76100/226000] [336.7/1000.0] [batch_t 1.438 (1.428)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 07:22:08,572 - ==> Total time: 1 day, 7:16:48 Eta: 2 days, 13:32:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:23:05,103 - Train: 33.72% [76200/226000] [337.2/1000.0] [batch_t 1.440 (1.447)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 07:25:28,063 - Train: 33.76% [76300/226000] [337.6/1000.0] [batch_t 1.427 (1.430)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 07:27:33,994 - ==> Total time: 1 day, 7:22:14 Eta: 2 days, 13:26:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:27:53,286 - Train: 33.81% [76400/226000] [338.1/1000.0] [batch_t 1.437 (1.472)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 07:30:16,305 - Train: 33.85% [76500/226000] [338.5/1000.0] [batch_t 1.435 (1.430)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-31 07:32:39,370 - Train: 33.89% [76600/226000] [338.9/1000.0] [batch_t 1.429 (1.431)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-31 07:32:59,420 - ==> Total time: 1 day, 7:27:39 Eta: 2 days, 13:20:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:35:04,499 - Train: 33.94% [76700/226000] [339.4/1000.0] [batch_t 1.435 (1.436)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-31 07:37:27,355 - Train: 33.98% [76800/226000] [339.8/1000.0] [batch_t 1.431 (1.428)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 07:38:24,521 - ==> Total time: 1 day, 7:33:04 Eta: 2 days, 13:14:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:39:52,459 - Train: 34.03% [76900/226000] [340.3/1000.0] [batch_t 1.443 (1.437)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-31 07:42:15,596 - Train: 34.07% [77000/226000] [340.7/1000.0] [batch_t 1.435 (1.431)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-31 07:43:50,171 - ==> Total time: 1 day, 7:38:30 Eta: 2 days, 13:08:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:44:40,991 - Train: 34.12% [77100/226000] [341.2/1000.0] [batch_t 1.427 (1.443)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 07:47:03,938 - Train: 34.16% [77200/226000] [341.6/1000.0] [batch_t 1.427 (1.429)] [data_t 0.004] [optim_t 1.423] [lr 0.005000] +2024-03-31 07:49:15,472 - ==> Total time: 1 day, 7:43:55 Eta: 2 days, 13:03:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:49:29,103 - Train: 34.20% [77300/226000] [342.0/1000.0] [batch_t 1.437 (1.490)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 07:51:51,939 - Train: 34.25% [77400/226000] [342.5/1000.0] [batch_t 1.408 (1.428)] [data_t 0.002] [optim_t 1.406] [lr 0.005000] +2024-03-31 07:54:14,873 - Train: 34.29% [77500/226000] [342.9/1000.0] [batch_t 1.390 (1.429)] [data_t 0.002] [optim_t 1.388] [lr 0.005000] +2024-03-31 07:54:40,683 - ==> Total time: 1 day, 7:49:20 Eta: 2 days, 12:57:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 07:56:40,035 - Train: 34.34% [77600/226000] [343.4/1000.0] [batch_t 1.432 (1.437)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 07:59:03,198 - Train: 34.38% [77700/226000] [343.8/1000.0] [batch_t 1.429 (1.432)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 08:00:06,208 - ==> Total time: 1 day, 7:54:46 Eta: 2 days, 12:51:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:01:28,480 - Train: 34.42% [77800/226000] [344.2/1000.0] [batch_t 1.431 (1.440)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 08:03:51,404 - Train: 34.47% [77900/226000] [344.7/1000.0] [batch_t 1.424 (1.429)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-31 08:05:31,462 - ==> Total time: 1 day, 8:00:11 Eta: 2 days, 12:45:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:06:16,502 - Train: 34.51% [78000/226000] [345.1/1000.0] [batch_t 1.405 (1.447)] [data_t 0.002] [optim_t 1.403] [lr 0.005000] +2024-03-31 08:08:39,461 - Train: 34.56% [78100/226000] [345.6/1000.0] [batch_t 1.435 (1.429)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 08:10:56,653 - ==> Total time: 1 day, 8:05:36 Eta: 2 days, 12:39:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:11:04,462 - Train: 34.60% [78200/226000] [346.0/1000.0] [batch_t 1.436 (1.560)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-31 08:13:27,084 - Train: 34.65% [78300/226000] [346.5/1000.0] [batch_t 1.427 (1.426)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 08:15:50,012 - Train: 34.69% [78400/226000] [346.9/1000.0] [batch_t 1.414 (1.429)] [data_t 0.003] [optim_t 1.412] [lr 0.005000] +2024-03-31 08:16:21,467 - ==> Total time: 1 day, 8:11:01 Eta: 2 days, 12:33:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:18:15,194 - Train: 34.73% [78500/226000] [347.3/1000.0] [batch_t 1.433 (1.438)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 08:20:38,021 - Train: 34.78% [78600/226000] [347.8/1000.0] [batch_t 1.446 (1.428)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-31 08:21:46,696 - ==> Total time: 1 day, 8:16:26 Eta: 2 days, 12:28:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:23:03,108 - Train: 34.82% [78700/226000] [348.2/1000.0] [batch_t 1.432 (1.438)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 08:25:26,112 - Train: 34.87% [78800/226000] [348.7/1000.0] [batch_t 1.443 (1.430)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-31 08:27:11,850 - ==> Total time: 1 day, 8:21:52 Eta: 2 days, 12:22:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:27:51,240 - Train: 34.91% [78900/226000] [349.1/1000.0] [batch_t 1.423 (1.451)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-31 08:30:14,208 - Train: 34.96% [79000/226000] [349.6/1000.0] [batch_t 1.439 (1.430)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-31 08:32:37,322 - Train: 35.00% [79100/226000] [350.0/1000.0] [batch_t 1.428 (1.431)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-31 08:32:59,496 - Test: 46.30% [50/108] [batch_t 0.422 (0.434)] +2024-03-31 08:33:20,615 - Test: 92.59% [100/108] [batch_t 0.421 (0.428)] +2024-03-31 08:33:23,928 - Test: 100.00% [108/108] [batch_t 0.355 (0.427)] +2024-03-31 08:33:44,425 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.708 (mAUROC_px) 2.806 (mAP_px) 0.366 (mF1_max_px) 11.605 (mAUPRO_px) 0.126 (mF1_px_0.2_0.8_0.1) 0.125 (mAcc_px_0.2_0.8_0.1) 0.128 (mIoU_px_0.2_0.8_0.1) 0.377 (mIoU_max_px) +2024-03-31 08:34:21,093 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.625 (mAUROC_px) 5.803 (mAP_px) 0.685 (mF1_max_px) 20.984 (mAUPRO_px) 0.236 (mF1_px_0.2_0.8_0.1) 0.233 (mAcc_px_0.2_0.8_0.1) 0.234 (mIoU_px_0.2_0.8_0.1) 0.681 (mIoU_max_px) +2024-03-31 08:34:52,251 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.435 (mAUROC_px) 4.931 (mAP_px) 0.600 (mF1_max_px) 17.777 (mAUPRO_px) 0.211 (mF1_px_0.2_0.8_0.1) 0.212 (mAcc_px_0.2_0.8_0.1) 0.209 (mIoU_px_0.2_0.8_0.1) 0.610 (mIoU_max_px) +2024-03-31 08:35:19,959 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.681 (mAUROC_px) 4.303 (mAP_px) 0.542 (mF1_max_px) 15.954 (mAUPRO_px) 0.181 (mF1_px_0.2_0.8_0.1) 0.179 (mAcc_px_0.2_0.8_0.1) 0.179 (mIoU_px_0.2_0.8_0.1) 0.527 (mIoU_max_px) +2024-03-31 08:35:38,240 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.464 (mAUROC_px) 2.485 (mAP_px) 0.346 (mF1_max_px) 11.121 (mAUPRO_px) 0.119 (mF1_px_0.2_0.8_0.1) 0.118 (mAcc_px_0.2_0.8_0.1) 0.129 (mIoU_px_0.2_0.8_0.1) 0.400 (mIoU_max_px) +2024-03-31 08:36:04,320 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.090 (mAUROC_px) 4.036 (mAP_px) 0.506 (mF1_max_px) 15.267 (mAUPRO_px) 0.171 (mF1_px_0.2_0.8_0.1) 0.173 (mAcc_px_0.2_0.8_0.1) 0.185 (mIoU_px_0.2_0.8_0.1) 0.510 (mIoU_max_px) +2024-03-31 08:36:32,969 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.077 (mAUROC_px) 4.582 (mAP_px) 0.584 (mF1_max_px) 16.048 (mAUPRO_px) 0.205 (mF1_px_0.2_0.8_0.1) 0.206 (mAcc_px_0.2_0.8_0.1) 0.192 (mIoU_px_0.2_0.8_0.1) 0.587 (mIoU_max_px) +2024-03-31 08:37:04,858 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.629 (mAUROC_px) 4.298 (mAP_px) 0.525 (mF1_max_px) 20.236 (mAUPRO_px) 0.181 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.176 (mIoU_px_0.2_0.8_0.1) 0.512 (mIoU_max_px) +2024-03-31 08:37:49,258 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.590 (mAUROC_px) 6.464 (mAP_px) 0.790 (mF1_max_px) 26.772 (mAUPRO_px) 0.269 (mF1_px_0.2_0.8_0.1) 0.265 (mAcc_px_0.2_0.8_0.1) 0.262 (mIoU_px_0.2_0.8_0.1) 0.771 (mIoU_max_px) +2024-03-31 08:38:26,394 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.054 (mAUROC_px) 6.221 (mAP_px) 0.752 (mF1_max_px) 20.361 (mAUPRO_px) 0.260 (mF1_px_0.2_0.8_0.1) 0.255 (mAcc_px_0.2_0.8_0.1) 0.259 (mIoU_px_0.2_0.8_0.1) 0.753 (mIoU_max_px) +2024-03-31 08:38:58,408 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.804 (mAUROC_px) 4.496 (mAP_px) 0.529 (mF1_max_px) 19.766 (mAUPRO_px) 0.214 (mF1_px_0.2_0.8_0.1) 0.211 (mAcc_px_0.2_0.8_0.1) 0.211 (mIoU_px_0.2_0.8_0.1) 0.618 (mIoU_max_px) +2024-03-31 08:39:07,056 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.434 (mAUROC_px) 1.066 (mAP_px) 0.178 (mF1_max_px) 5.526 (mAUPRO_px) 0.065 (mF1_px_0.2_0.8_0.1) 0.063 (mAcc_px_0.2_0.8_0.1) 0.063 (mIoU_px_0.2_0.8_0.1) 0.185 (mIoU_max_px) +2024-03-31 08:39:30,770 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.649 (mAUROC_px) 3.578 (mAP_px) 0.445 (mF1_max_px) 13.978 (mAUPRO_px) 0.152 (mF1_px_0.2_0.8_0.1) 0.168 (mAcc_px_0.2_0.8_0.1) 0.157 (mIoU_px_0.2_0.8_0.1) 0.447 (mIoU_max_px) +2024-03-31 08:39:50,739 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.503 (mAUROC_px) 2.818 (mAP_px) 0.357 (mF1_max_px) 12.478 (mAUPRO_px) 0.123 (mF1_px_0.2_0.8_0.1) 0.118 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.341 (mIoU_max_px) +2024-03-31 08:40:27,538 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.664 (mAUROC_px) 5.778 (mAP_px) 0.678 (mF1_max_px) 21.095 (mAUPRO_px) 0.234 (mF1_px_0.2_0.8_0.1) 0.235 (mAcc_px_0.2_0.8_0.1) 0.231 (mIoU_px_0.2_0.8_0.1) 0.680 (mIoU_max_px) +2024-03-31 08:40:27,560 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.850 | 98.908 (300 epoch) | 80.006 | 80.855 (300 epoch) | 77.081 | 77.674 (300 epoch) | 95.367 | 96.070 (300 epoch) | 48.912 | 51.291 (200 epoch) | 55.587 | 58.034 (200 epoch) | 35.934 | 37.861 (200 epoch) | 62.709 | 63.498 (300 epoch) | +| cable | 98.332 | 98.876 (200 epoch) | 98.955 | 99.297 (200 epoch) | 95.238 | 95.789 (200 epoch) | 95.542 | 95.542 (350 epoch) | 41.559 | 41.559 (350 epoch) | 47.623 | 47.623 (350 epoch) | 89.245 | 89.958 (300 epoch) | 24.870 | 25.600 (100 epoch) | 37.383 | 39.754 (250 epoch) | 15.073 | 15.456 (100 epoch) | 31.253 | 31.253 (350 epoch) | +| capsule | 93.299 | 93.299 (350 epoch) | 98.563 | 98.563 (350 epoch) | 93.720 | 94.170 (200 epoch) | 98.396 | 98.404 (200 epoch) | 43.895 | 43.895 (350 epoch) | 47.602 | 47.602 (350 epoch) | 92.643 | 93.766 (250 epoch) | 25.298 | 26.206 (100 epoch) | 27.638 | 31.021 (50 epoch) | 15.489 | 15.884 (100 epoch) | 31.235 | 31.235 (350 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.205 | 99.288 (150 epoch) | 60.424 | 66.029 (150 epoch) | 63.300 | 65.000 (150 epoch) | 96.485 | 97.482 (100 epoch) | 41.343 | 45.386 (100 epoch) | 61.745 | 67.287 (100 epoch) | 27.651 | 30.764 (100 epoch) | 46.306 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.179 | 99.190 (250 epoch) | 47.876 | 48.667 (300 epoch) | 47.935 | 48.389 (250 epoch) | 96.886 | 97.239 (200 epoch) | 30.875 | 30.875 (350 epoch) | 41.516 | 42.805 (50 epoch) | 19.133 | 19.133 (350 epoch) | 31.522 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 99.016 | 99.016 (350 epoch) | 64.795 | 64.795 (350 epoch) | 65.156 | 65.156 (350 epoch) | 95.535 | 95.535 (350 epoch) | 39.619 | 39.652 (300 epoch) | 72.194 | 73.361 (200 epoch) | 26.560 | 26.560 (350 epoch) | 48.320 | 48.320 (350 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.414 | 99.414 (350 epoch) | 50.401 | 50.401 (350 epoch) | 52.930 | 53.095 (300 epoch) | 98.569 | 98.669 (150 epoch) | 34.807 | 34.807 (350 epoch) | 74.687 | 75.078 (100 epoch) | 21.861 | 21.861 (350 epoch) | 35.989 | 36.142 (300 epoch) | +| metal_nut | 99.804 | 99.853 (300 epoch) | 99.955 | 99.966 (300 epoch) | 98.925 | 99.465 (150 epoch) | 96.924 | 96.924 (350 epoch) | 76.511 | 76.511 (350 epoch) | 79.556 | 79.556 (350 epoch) | 93.674 | 93.674 (350 epoch) | 45.403 | 46.004 (200 epoch) | 53.853 | 55.580 (50 epoch) | 33.114 | 33.448 (200 epoch) | 66.052 | 66.052 (350 epoch) | +| pill | 96.890 | 97.354 (250 epoch) | 99.438 | 99.531 (250 epoch) | 96.029 | 96.774 (250 epoch) | 97.287 | 97.287 (350 epoch) | 64.789 | 64.789 (350 epoch) | 66.232 | 66.232 (350 epoch) | 95.527 | 95.894 (300 epoch) | 33.820 | 34.414 (300 epoch) | 46.827 | 49.962 (150 epoch) | 22.657 | 22.980 (300 epoch) | 49.513 | 49.513 (350 epoch) | +| screw | 94.343 | 94.343 (350 epoch) | 97.735 | 97.735 (350 epoch) | 93.496 | 93.651 (300 epoch) | 99.417 | 99.417 (350 epoch) | 49.891 | 50.300 (300 epoch) | 50.520 | 50.872 (300 epoch) | 97.174 | 97.280 (300 epoch) | 26.988 | 26.988 (350 epoch) | 56.548 | 57.553 (50 epoch) | 16.752 | 16.752 (350 epoch) | 33.797 | 34.113 (300 epoch) | +| tile | 98.304 | 98.304 (350 epoch) | 99.369 | 99.369 (350 epoch) | 95.808 | 95.954 (250 epoch) | 93.789 | 93.789 (350 epoch) | 45.088 | 45.088 (350 epoch) | 54.894 | 54.894 (350 epoch) | 81.340 | 81.340 (350 epoch) | 31.209 | 31.523 (200 epoch) | 46.262 | 47.650 (200 epoch) | 19.790 | 19.960 (200 epoch) | 37.830 | 37.830 (350 epoch) | +| toothbrush | 97.500 | 98.611 (300 epoch) | 98.923 | 99.424 (300 epoch) | 96.774 | 98.361 (300 epoch) | 99.008 | 99.023 (200 epoch) | 48.937 | 49.029 (200 epoch) | 59.876 | 60.364 (300 epoch) | 92.014 | 92.411 (200 epoch) | 38.979 | 39.195 (250 epoch) | 65.597 | 66.713 (150 epoch) | 25.538 | 25.696 (250 epoch) | 42.730 | 43.230 (300 epoch) | +| transistor | 99.875 | 99.875 (150 epoch) | 99.818 | 99.818 (150 epoch) | 97.561 | 97.561 (150 epoch) | 96.614 | 96.614 (350 epoch) | 69.715 | 69.715 (350 epoch) | 66.742 | 66.742 (350 epoch) | 88.201 | 88.321 (50 epoch) | 39.252 | 39.252 (350 epoch) | 41.271 | 42.896 (50 epoch) | 26.518 | 26.518 (350 epoch) | 50.084 | 50.084 (350 epoch) | +| wood | 98.947 | 99.035 (300 epoch) | 99.679 | 99.706 (300 epoch) | 96.721 | 96.774 (50 epoch) | 94.376 | 94.376 (350 epoch) | 46.075 | 47.681 (100 epoch) | 47.813 | 49.041 (100 epoch) | 91.369 | 92.390 (50 epoch) | 31.054 | 32.642 (100 epoch) | 58.623 | 59.608 (50 epoch) | 19.197 | 20.275 (100 epoch) | 31.417 | 32.486 (100 epoch) | +| zipper | 98.792 | 98.792 (350 epoch) | 99.678 | 99.678 (350 epoch) | 97.119 | 97.119 (350 epoch) | 98.275 | 98.275 (350 epoch) | 59.348 | 59.348 (350 epoch) | 60.584 | 60.584 (350 epoch) | 94.652 | 94.660 (200 epoch) | 31.968 | 32.029 (300 epoch) | 37.851 | 38.606 (150 epoch) | 20.854 | 20.854 (350 epoch) | 43.456 | 43.456 (350 epoch) | +| Avg | 98.400 | 98.400 (350 epoch) | 99.473 | 99.473 (350 epoch) | 97.389 | 97.415 (300 epoch) | 97.686 | 97.686 (350 epoch) | 56.621 | 56.621 (350 epoch) | 59.189 | 59.189 (350 epoch) | 93.245 | 93.245 (350 epoch) | 34.960 | 34.960 (350 epoch) | 51.839 | 52.378 (50 epoch) | 23.075 | 23.075 (350 epoch) | 42.814 | 42.814 (350 epoch) | +2024-03-31 08:40:27,838 - ==> Total time: 1 day, 8:35:08 Eta: 2 days, 12:30:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:42:55,532 - Train: 35.04% [79200/226000] [350.4/1000.0] [batch_t 1.459 (1.458)] [data_t 0.003] [optim_t 1.456] [lr 0.005000] +2024-03-31 08:45:20,777 - Train: 35.09% [79300/226000] [350.9/1000.0] [batch_t 1.432 (1.452)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 08:45:57,904 - ==> Total time: 1 day, 8:40:38 Eta: 2 days, 12:25:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:47:45,732 - Train: 35.13% [79400/226000] [351.3/1000.0] [batch_t 1.427 (1.437)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 08:50:08,695 - Train: 35.18% [79500/226000] [351.8/1000.0] [batch_t 1.442 (1.429)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 08:51:23,023 - ==> Total time: 1 day, 8:46:03 Eta: 2 days, 12:19:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:52:33,707 - Train: 35.22% [79600/226000] [352.2/1000.0] [batch_t 1.437 (1.438)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 08:54:56,596 - Train: 35.27% [79700/226000] [352.7/1000.0] [batch_t 1.430 (1.429)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-03-31 08:56:48,218 - ==> Total time: 1 day, 8:51:28 Eta: 2 days, 12:13:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 08:57:21,814 - Train: 35.31% [79800/226000] [353.1/1000.0] [batch_t 1.396 (1.456)] [data_t 0.002] [optim_t 1.393] [lr 0.005000] +2024-03-31 08:59:44,940 - Train: 35.35% [79900/226000] [353.5/1000.0] [batch_t 1.432 (1.431)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 09:02:07,959 - Train: 35.40% [80000/226000] [354.0/1000.0] [batch_t 1.437 (1.430)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-31 09:02:13,702 - ==> Total time: 1 day, 8:56:53 Eta: 2 days, 12:07:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:04:32,996 - Train: 35.44% [80100/226000] [354.4/1000.0] [batch_t 1.440 (1.435)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 09:06:56,103 - Train: 35.49% [80200/226000] [354.9/1000.0] [batch_t 1.427 (1.431)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 09:07:39,005 - ==> Total time: 1 day, 9:02:19 Eta: 2 days, 12:01:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:09:21,535 - Train: 35.53% [80300/226000] [355.3/1000.0] [batch_t 1.446 (1.439)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-31 09:11:44,545 - Train: 35.58% [80400/226000] [355.8/1000.0] [batch_t 1.439 (1.430)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-31 09:13:04,580 - ==> Total time: 1 day, 9:07:44 Eta: 2 days, 11:55:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:14:09,929 - Train: 35.62% [80500/226000] [356.2/1000.0] [batch_t 1.424 (1.445)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-31 09:16:32,967 - Train: 35.66% [80600/226000] [356.6/1000.0] [batch_t 1.438 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 09:18:30,358 - ==> Total time: 1 day, 9:13:10 Eta: 2 days, 11:49:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:18:58,503 - Train: 35.71% [80700/226000] [357.1/1000.0] [batch_t 1.439 (1.468)] [data_t 0.002] [optim_t 1.437] [lr 0.005000] +2024-03-31 09:21:21,563 - Train: 35.75% [80800/226000] [357.5/1000.0] [batch_t 1.423 (1.431)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 09:23:44,647 - Train: 35.80% [80900/226000] [358.0/1000.0] [batch_t 1.427 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 09:23:56,053 - ==> Total time: 1 day, 9:18:36 Eta: 2 days, 11:44:05 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:26:09,667 - Train: 35.84% [81000/226000] [358.4/1000.0] [batch_t 1.447 (1.436)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-03-31 09:28:32,660 - Train: 35.88% [81100/226000] [358.8/1000.0] [batch_t 1.442 (1.430)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-31 09:29:21,362 - ==> Total time: 1 day, 9:24:01 Eta: 2 days, 11:38:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:30:57,737 - Train: 35.93% [81200/226000] [359.3/1000.0] [batch_t 1.428 (1.438)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 09:33:20,802 - Train: 35.97% [81300/226000] [359.7/1000.0] [batch_t 1.432 (1.431)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 09:34:46,613 - ==> Total time: 1 day, 9:29:26 Eta: 2 days, 11:32:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:35:46,041 - Train: 36.02% [81400/226000] [360.2/1000.0] [batch_t 1.426 (1.446)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 09:38:09,036 - Train: 36.06% [81500/226000] [360.6/1000.0] [batch_t 1.448 (1.430)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-03-31 09:40:12,012 - ==> Total time: 1 day, 9:34:52 Eta: 2 days, 11:26:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:40:34,141 - Train: 36.11% [81600/226000] [361.1/1000.0] [batch_t 1.423 (1.472)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-03-31 09:42:57,081 - Train: 36.15% [81700/226000] [361.5/1000.0] [batch_t 1.444 (1.429)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-31 09:45:20,234 - Train: 36.19% [81800/226000] [361.9/1000.0] [batch_t 1.427 (1.431)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 09:45:37,445 - ==> Total time: 1 day, 9:40:17 Eta: 2 days, 11:20:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:47:45,716 - Train: 36.24% [81900/226000] [362.4/1000.0] [batch_t 1.433 (1.437)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 09:50:08,597 - Train: 36.28% [82000/226000] [362.8/1000.0] [batch_t 1.400 (1.429)] [data_t 0.002] [optim_t 1.397] [lr 0.005000] +2024-03-31 09:51:02,882 - ==> Total time: 1 day, 9:45:43 Eta: 2 days, 11:14:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:52:33,828 - Train: 36.33% [82100/226000] [363.3/1000.0] [batch_t 1.423 (1.440)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 09:54:56,717 - Train: 36.37% [82200/226000] [363.7/1000.0] [batch_t 1.440 (1.429)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 09:56:28,266 - ==> Total time: 1 day, 9:51:08 Eta: 2 days, 11:08:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 09:57:21,990 - Train: 36.42% [82300/226000] [364.2/1000.0] [batch_t 1.412 (1.443)] [data_t 0.003] [optim_t 1.409] [lr 0.005000] +2024-03-31 09:59:44,906 - Train: 36.46% [82400/226000] [364.6/1000.0] [batch_t 1.429 (1.429)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 10:01:53,581 - ==> Total time: 1 day, 9:56:33 Eta: 2 days, 11:03:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:02:09,981 - Train: 36.50% [82500/226000] [365.0/1000.0] [batch_t 1.432 (1.482)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 10:04:32,887 - Train: 36.55% [82600/226000] [365.5/1000.0] [batch_t 1.433 (1.429)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 10:06:55,878 - Train: 36.59% [82700/226000] [365.9/1000.0] [batch_t 1.420 (1.430)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-03-31 10:07:18,704 - ==> Total time: 1 day, 10:01:58 Eta: 2 days, 10:57:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:09:20,868 - Train: 36.64% [82800/226000] [366.4/1000.0] [batch_t 1.433 (1.436)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 10:11:43,945 - Train: 36.68% [82900/226000] [366.8/1000.0] [batch_t 1.401 (1.431)] [data_t 0.002] [optim_t 1.399] [lr 0.005000] +2024-03-31 10:12:44,005 - ==> Total time: 1 day, 10:07:24 Eta: 2 days, 10:51:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:14:09,092 - Train: 36.73% [83000/226000] [367.3/1000.0] [batch_t 1.437 (1.441)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 10:16:32,006 - Train: 36.77% [83100/226000] [367.7/1000.0] [batch_t 1.424 (1.429)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-31 10:18:09,191 - ==> Total time: 1 day, 10:12:49 Eta: 2 days, 10:45:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:18:57,119 - Train: 36.81% [83200/226000] [368.1/1000.0] [batch_t 1.432 (1.448)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 10:21:20,033 - Train: 36.86% [83300/226000] [368.6/1000.0] [batch_t 1.437 (1.429)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 10:23:34,523 - ==> Total time: 1 day, 10:18:14 Eta: 2 days, 10:39:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:23:45,393 - Train: 36.90% [83400/226000] [369.0/1000.0] [batch_t 1.419 (1.529)] [data_t 0.003] [optim_t 1.416] [lr 0.005000] +2024-03-31 10:26:08,354 - Train: 36.95% [83500/226000] [369.5/1000.0] [batch_t 1.441 (1.430)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-31 10:28:31,378 - Train: 36.99% [83600/226000] [369.9/1000.0] [batch_t 1.420 (1.430)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-03-31 10:28:59,879 - ==> Total time: 1 day, 10:23:40 Eta: 2 days, 10:33:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:30:56,895 - Train: 37.04% [83700/226000] [370.4/1000.0] [batch_t 1.438 (1.441)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-03-31 10:33:19,981 - Train: 37.08% [83800/226000] [370.8/1000.0] [batch_t 1.442 (1.431)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 10:34:25,639 - ==> Total time: 1 day, 10:29:05 Eta: 2 days, 10:27:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:35:45,232 - Train: 37.12% [83900/226000] [371.2/1000.0] [batch_t 1.436 (1.441)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 10:38:08,427 - Train: 37.17% [84000/226000] [371.7/1000.0] [batch_t 1.438 (1.432)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-31 10:39:51,305 - ==> Total time: 1 day, 10:34:31 Eta: 2 days, 10:22:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:40:33,811 - Train: 37.21% [84100/226000] [372.1/1000.0] [batch_t 1.417 (1.453)] [data_t 0.002] [optim_t 1.415] [lr 0.005000] +2024-03-31 10:42:57,039 - Train: 37.26% [84200/226000] [372.6/1000.0] [batch_t 1.417 (1.432)] [data_t 0.003] [optim_t 1.415] [lr 0.005000] +2024-03-31 10:45:17,381 - ==> Total time: 1 day, 10:39:57 Eta: 2 days, 10:16:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:45:22,334 - Train: 37.30% [84300/226000] [373.0/1000.0] [batch_t 1.437 (1.695)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 10:47:45,335 - Train: 37.35% [84400/226000] [373.5/1000.0] [batch_t 1.431 (1.430)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 10:50:08,484 - Train: 37.39% [84500/226000] [373.9/1000.0] [batch_t 1.424 (1.431)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-31 10:50:42,822 - ==> Total time: 1 day, 10:45:23 Eta: 2 days, 10:10:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:52:33,615 - Train: 37.43% [84600/226000] [374.3/1000.0] [batch_t 1.430 (1.437)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 10:54:56,446 - Train: 37.48% [84700/226000] [374.8/1000.0] [batch_t 1.431 (1.428)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 10:56:07,895 - ==> Total time: 1 day, 10:50:48 Eta: 2 days, 10:04:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 10:57:21,507 - Train: 37.52% [84800/226000] [375.2/1000.0] [batch_t 1.427 (1.440)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 10:59:44,244 - Train: 37.57% [84900/226000] [375.7/1000.0] [batch_t 1.433 (1.427)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 11:01:32,791 - ==> Total time: 1 day, 10:56:12 Eta: 2 days, 9:58:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:02:09,417 - Train: 37.61% [85000/226000] [376.1/1000.0] [batch_t 1.442 (1.452)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 11:04:32,247 - Train: 37.65% [85100/226000] [376.5/1000.0] [batch_t 1.429 (1.428)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-31 11:06:55,029 - Train: 37.70% [85200/226000] [377.0/1000.0] [batch_t 1.431 (1.428)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 11:06:57,892 - ==> Total time: 1 day, 11:01:38 Eta: 2 days, 9:52:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:09:20,073 - Train: 37.74% [85300/226000] [377.4/1000.0] [batch_t 1.427 (1.436)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 11:11:43,145 - Train: 37.79% [85400/226000] [377.9/1000.0] [batch_t 1.446 (1.431)] [data_t 0.002] [optim_t 1.444] [lr 0.005000] +2024-03-31 11:12:23,221 - ==> Total time: 1 day, 11:07:03 Eta: 2 days, 9:47:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:14:08,494 - Train: 37.83% [85500/226000] [378.3/1000.0] [batch_t 1.442 (1.439)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 11:16:31,510 - Train: 37.88% [85600/226000] [378.8/1000.0] [batch_t 1.430 (1.430)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 11:17:48,736 - ==> Total time: 1 day, 11:12:28 Eta: 2 days, 9:41:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:18:56,666 - Train: 37.92% [85700/226000] [379.2/1000.0] [batch_t 1.428 (1.442)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 11:21:19,531 - Train: 37.96% [85800/226000] [379.6/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 11:23:13,741 - ==> Total time: 1 day, 11:17:53 Eta: 2 days, 9:35:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:23:44,419 - Train: 38.01% [85900/226000] [380.1/1000.0] [batch_t 1.428 (1.456)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 11:26:07,391 - Train: 38.05% [86000/226000] [380.5/1000.0] [batch_t 1.440 (1.430)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 11:28:30,441 - Train: 38.10% [86100/226000] [381.0/1000.0] [batch_t 1.422 (1.430)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 11:28:39,034 - ==> Total time: 1 day, 11:23:19 Eta: 2 days, 9:29:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:30:55,533 - Train: 38.14% [86200/226000] [381.4/1000.0] [batch_t 1.427 (1.436)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 11:33:18,584 - Train: 38.19% [86300/226000] [381.9/1000.0] [batch_t 1.445 (1.430)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-31 11:34:04,324 - ==> Total time: 1 day, 11:28:44 Eta: 2 days, 9:23:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:35:43,817 - Train: 38.23% [86400/226000] [382.3/1000.0] [batch_t 1.420 (1.436)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-03-31 11:38:06,776 - Train: 38.27% [86500/226000] [382.7/1000.0] [batch_t 1.434 (1.429)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-31 11:39:29,875 - ==> Total time: 1 day, 11:34:10 Eta: 2 days, 9:18:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:40:32,123 - Train: 38.32% [86600/226000] [383.2/1000.0] [batch_t 1.423 (1.442)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 11:42:55,278 - Train: 38.36% [86700/226000] [383.6/1000.0] [batch_t 1.435 (1.431)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-31 11:44:55,527 - ==> Total time: 1 day, 11:39:35 Eta: 2 days, 9:12:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:45:20,615 - Train: 38.41% [86800/226000] [384.1/1000.0] [batch_t 1.432 (1.467)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-31 11:47:43,569 - Train: 38.45% [86900/226000] [384.5/1000.0] [batch_t 1.429 (1.429)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 11:50:06,602 - Train: 38.50% [87000/226000] [385.0/1000.0] [batch_t 1.434 (1.430)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 11:50:20,890 - ==> Total time: 1 day, 11:45:01 Eta: 2 days, 9:06:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:52:31,859 - Train: 38.54% [87100/226000] [385.4/1000.0] [batch_t 1.438 (1.436)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-31 11:54:54,839 - Train: 38.58% [87200/226000] [385.8/1000.0] [batch_t 1.435 (1.430)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-31 11:55:46,240 - ==> Total time: 1 day, 11:50:26 Eta: 2 days, 9:00:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 11:57:19,813 - Train: 38.63% [87300/226000] [386.3/1000.0] [batch_t 1.435 (1.438)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 11:59:42,821 - Train: 38.67% [87400/226000] [386.7/1000.0] [batch_t 1.422 (1.430)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 12:01:11,493 - ==> Total time: 1 day, 11:55:51 Eta: 2 days, 8:54:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:02:08,002 - Train: 38.72% [87500/226000] [387.2/1000.0] [batch_t 1.428 (1.443)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 12:04:30,929 - Train: 38.76% [87600/226000] [387.6/1000.0] [batch_t 1.427 (1.429)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 12:06:36,832 - ==> Total time: 1 day, 12:01:17 Eta: 2 days, 8:49:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:06:56,146 - Train: 38.81% [87700/226000] [388.1/1000.0] [batch_t 1.437 (1.474)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 12:09:19,117 - Train: 38.85% [87800/226000] [388.5/1000.0] [batch_t 1.430 (1.430)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-03-31 12:11:41,900 - Train: 38.89% [87900/226000] [388.9/1000.0] [batch_t 1.436 (1.428)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 12:12:01,847 - ==> Total time: 1 day, 12:06:42 Eta: 2 days, 8:43:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:14:07,804 - Train: 38.94% [88000/226000] [389.4/1000.0] [batch_t 1.429 (1.436)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-31 12:16:30,866 - Train: 38.98% [88100/226000] [389.8/1000.0] [batch_t 1.418 (1.431)] [data_t 0.003] [optim_t 1.415] [lr 0.005000] +2024-03-31 12:17:28,124 - ==> Total time: 1 day, 12:12:08 Eta: 2 days, 8:37:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:18:56,243 - Train: 39.03% [88200/226000] [390.3/1000.0] [batch_t 1.426 (1.440)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 12:21:19,388 - Train: 39.07% [88300/226000] [390.7/1000.0] [batch_t 1.433 (1.431)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-31 12:22:53,866 - ==> Total time: 1 day, 12:17:34 Eta: 2 days, 8:31:39 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:23:44,407 - Train: 39.12% [88400/226000] [391.2/1000.0] [batch_t 1.435 (1.439)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 12:26:07,457 - Train: 39.16% [88500/226000] [391.6/1000.0] [batch_t 1.402 (1.430)] [data_t 0.002] [optim_t 1.400] [lr 0.005000] +2024-03-31 12:28:19,066 - ==> Total time: 1 day, 12:22:59 Eta: 2 days, 8:25:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:28:32,848 - Train: 39.20% [88600/226000] [392.0/1000.0] [batch_t 1.411 (1.492)] [data_t 0.002] [optim_t 1.409] [lr 0.005000] +2024-03-31 12:30:55,859 - Train: 39.25% [88700/226000] [392.5/1000.0] [batch_t 1.430 (1.430)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 12:33:19,158 - Train: 39.29% [88800/226000] [392.9/1000.0] [batch_t 1.431 (1.433)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 12:33:44,896 - ==> Total time: 1 day, 12:28:25 Eta: 2 days, 8:20:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:35:44,318 - Train: 39.34% [88900/226000] [393.4/1000.0] [batch_t 1.433 (1.436)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 12:38:07,173 - Train: 39.38% [89000/226000] [393.8/1000.0] [batch_t 1.423 (1.428)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 12:39:10,115 - ==> Total time: 1 day, 12:33:50 Eta: 2 days, 8:14:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:40:32,248 - Train: 39.42% [89100/226000] [394.2/1000.0] [batch_t 1.434 (1.440)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 12:42:55,285 - Train: 39.47% [89200/226000] [394.7/1000.0] [batch_t 1.425 (1.430)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-31 12:44:35,480 - ==> Total time: 1 day, 12:39:15 Eta: 2 days, 8:08:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:45:20,546 - Train: 39.51% [89300/226000] [395.1/1000.0] [batch_t 1.429 (1.449)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 12:47:43,536 - Train: 39.56% [89400/226000] [395.6/1000.0] [batch_t 1.442 (1.430)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 12:50:00,727 - ==> Total time: 1 day, 12:44:40 Eta: 2 days, 8:02:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:50:08,617 - Train: 39.60% [89500/226000] [396.0/1000.0] [batch_t 1.436 (1.573)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-31 12:52:31,630 - Train: 39.65% [89600/226000] [396.5/1000.0] [batch_t 1.427 (1.430)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 12:54:54,809 - Train: 39.69% [89700/226000] [396.9/1000.0] [batch_t 1.416 (1.432)] [data_t 0.003] [optim_t 1.413] [lr 0.005000] +2024-03-31 12:55:26,232 - ==> Total time: 1 day, 12:50:06 Eta: 2 days, 7:56:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 12:57:20,171 - Train: 39.73% [89800/226000] [397.3/1000.0] [batch_t 1.441 (1.438)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 12:59:43,019 - Train: 39.78% [89900/226000] [397.8/1000.0] [batch_t 1.442 (1.428)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-03-31 13:00:51,676 - ==> Total time: 1 day, 12:55:31 Eta: 2 days, 7:51:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 13:02:08,122 - Train: 39.82% [90000/226000] [398.2/1000.0] [batch_t 1.413 (1.440)] [data_t 0.003] [optim_t 1.410] [lr 0.005000] +2024-03-31 13:04:31,246 - Train: 39.87% [90100/226000] [398.7/1000.0] [batch_t 1.446 (1.431)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-31 13:06:17,041 - ==> Total time: 1 day, 13:00:57 Eta: 2 days, 7:45:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 13:06:56,567 - Train: 39.91% [90200/226000] [399.1/1000.0] [batch_t 1.441 (1.452)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 13:09:19,557 - Train: 39.96% [90300/226000] [399.6/1000.0] [batch_t 1.444 (1.430)] [data_t 0.002] [optim_t 1.441] [lr 0.005000] +2024-03-31 13:11:42,467 - Train: 40.00% [90400/226000] [400.0/1000.0] [batch_t 1.427 (1.429)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 13:12:04,812 - Test: 46.30% [50/108] [batch_t 0.421 (0.437)] +2024-03-31 13:12:25,845 - Test: 92.59% [100/108] [batch_t 0.421 (0.429)] +2024-03-31 13:12:29,119 - Test: 100.00% [108/108] [batch_t 0.346 (0.427)] +2024-03-31 13:12:50,910 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.574 (mAUROC_px) 2.886 (mAP_px) 0.399 (mF1_max_px) 12.855 (mAUPRO_px) 0.141 (mF1_px_0.2_0.8_0.1) 0.143 (mAcc_px_0.2_0.8_0.1) 0.141 (mIoU_px_0.2_0.8_0.1) 0.410 (mIoU_max_px) +2024-03-31 13:13:28,807 - ==> Metric Time for cable : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.707 (mAUROC_px) 5.918 (mAP_px) 0.703 (mF1_max_px) 21.953 (mAUPRO_px) 0.240 (mF1_px_0.2_0.8_0.1) 0.238 (mAcc_px_0.2_0.8_0.1) 0.236 (mIoU_px_0.2_0.8_0.1) 0.696 (mIoU_max_px) +2024-03-31 13:14:01,773 - ==> Metric Time for capsule : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.820 (mAUROC_px) 4.969 (mAP_px) 0.687 (mF1_max_px) 18.923 (mAUPRO_px) 0.231 (mF1_px_0.2_0.8_0.1) 0.230 (mAcc_px_0.2_0.8_0.1) 0.238 (mIoU_px_0.2_0.8_0.1) 0.678 (mIoU_max_px) +2024-03-31 13:14:29,391 - ==> Metric Time for carpet : 0.002 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.001 (mF1_max_sp_max) 5.601 (mAUROC_px) 4.251 (mAP_px) 0.505 (mF1_max_px) 16.067 (mAUPRO_px) 0.177 (mF1_px_0.2_0.8_0.1) 0.174 (mAcc_px_0.2_0.8_0.1) 0.178 (mIoU_px_0.2_0.8_0.1) 0.507 (mIoU_max_px) +2024-03-31 13:14:46,524 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.395 (mAUROC_px) 2.381 (mAP_px) 0.335 (mF1_max_px) 10.229 (mAUPRO_px) 0.117 (mF1_px_0.2_0.8_0.1) 0.115 (mAcc_px_0.2_0.8_0.1) 0.116 (mIoU_px_0.2_0.8_0.1) 0.337 (mIoU_max_px) +2024-03-31 13:15:13,385 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.163 (mAUROC_px) 3.852 (mAP_px) 0.483 (mF1_max_px) 16.101 (mAUPRO_px) 0.190 (mF1_px_0.2_0.8_0.1) 0.192 (mAcc_px_0.2_0.8_0.1) 0.191 (mIoU_px_0.2_0.8_0.1) 0.562 (mIoU_max_px) +2024-03-31 13:15:43,552 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.171 (mAUROC_px) 4.628 (mAP_px) 0.613 (mF1_max_px) 17.330 (mAUPRO_px) 0.216 (mF1_px_0.2_0.8_0.1) 0.218 (mAcc_px_0.2_0.8_0.1) 0.212 (mIoU_px_0.2_0.8_0.1) 0.601 (mIoU_max_px) +2024-03-31 13:16:14,869 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.438 (mAUROC_px) 4.139 (mAP_px) 0.507 (mF1_max_px) 20.048 (mAUPRO_px) 0.172 (mF1_px_0.2_0.8_0.1) 0.171 (mAcc_px_0.2_0.8_0.1) 0.173 (mIoU_px_0.2_0.8_0.1) 0.506 (mIoU_max_px) +2024-03-31 13:16:55,785 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.266 (mAUROC_px) 6.321 (mAP_px) 0.754 (mF1_max_px) 23.852 (mAUPRO_px) 0.258 (mF1_px_0.2_0.8_0.1) 0.259 (mAcc_px_0.2_0.8_0.1) 0.257 (mIoU_px_0.2_0.8_0.1) 0.734 (mIoU_max_px) +2024-03-31 13:17:32,235 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.946 (mAUROC_px) 5.987 (mAP_px) 0.743 (mF1_max_px) 20.121 (mAUPRO_px) 0.247 (mF1_px_0.2_0.8_0.1) 0.244 (mAcc_px_0.2_0.8_0.1) 0.243 (mIoU_px_0.2_0.8_0.1) 0.708 (mIoU_max_px) +2024-03-31 13:18:01,878 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.512 (mAUROC_px) 4.269 (mAP_px) 0.511 (mF1_max_px) 18.143 (mAUPRO_px) 0.175 (mF1_px_0.2_0.8_0.1) 0.173 (mAcc_px_0.2_0.8_0.1) 0.175 (mIoU_px_0.2_0.8_0.1) 0.524 (mIoU_max_px) +2024-03-31 13:18:10,134 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.535 (mAUROC_px) 1.084 (mAP_px) 0.179 (mF1_max_px) 5.044 (mAUPRO_px) 0.063 (mF1_px_0.2_0.8_0.1) 0.061 (mAcc_px_0.2_0.8_0.1) 0.060 (mIoU_px_0.2_0.8_0.1) 0.176 (mIoU_max_px) +2024-03-31 13:18:33,480 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.562 (mAUROC_px) 3.548 (mAP_px) 0.436 (mF1_max_px) 13.795 (mAUPRO_px) 0.150 (mF1_px_0.2_0.8_0.1) 0.147 (mAcc_px_0.2_0.8_0.1) 0.149 (mIoU_px_0.2_0.8_0.1) 0.429 (mIoU_max_px) +2024-03-31 13:18:52,014 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.427 (mAUROC_px) 2.518 (mAP_px) 0.342 (mF1_max_px) 11.429 (mAUPRO_px) 0.120 (mF1_px_0.2_0.8_0.1) 0.118 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.357 (mIoU_max_px) +2024-03-31 13:19:28,228 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.423 (mAUROC_px) 5.731 (mAP_px) 0.706 (mF1_max_px) 20.763 (mAUPRO_px) 0.239 (mF1_px_0.2_0.8_0.1) 0.235 (mAcc_px_0.2_0.8_0.1) 0.238 (mIoU_px_0.2_0.8_0.1) 0.688 (mIoU_max_px) +2024-03-31 13:19:28,250 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.824 | 98.908 (300 epoch) | 79.892 | 80.855 (300 epoch) | 76.991 | 77.674 (300 epoch) | 95.031 | 96.070 (300 epoch) | 48.547 | 51.291 (200 epoch) | 55.847 | 58.034 (200 epoch) | 35.595 | 37.861 (200 epoch) | 62.589 | 63.498 (300 epoch) | +| cable | 97.845 | 98.876 (200 epoch) | 98.729 | 99.297 (200 epoch) | 93.684 | 95.789 (200 epoch) | 95.734 | 95.734 (400 epoch) | 42.144 | 42.144 (400 epoch) | 47.619 | 47.623 (350 epoch) | 89.471 | 89.958 (300 epoch) | 25.299 | 25.600 (100 epoch) | 38.048 | 39.754 (250 epoch) | 15.367 | 15.456 (100 epoch) | 31.250 | 31.253 (350 epoch) | +| capsule | 93.658 | 93.658 (400 epoch) | 98.623 | 98.623 (400 epoch) | 94.170 | 94.170 (200 epoch) | 98.445 | 98.445 (400 epoch) | 44.073 | 44.073 (400 epoch) | 48.180 | 48.180 (400 epoch) | 92.378 | 93.766 (250 epoch) | 24.521 | 26.206 (100 epoch) | 26.354 | 31.021 (50 epoch) | 15.003 | 15.884 (100 epoch) | 31.735 | 31.735 (400 epoch) | +| carpet | 99.960 | 99.960 (100 epoch) | 99.988 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.215 | 99.288 (150 epoch) | 60.889 | 66.029 (150 epoch) | 63.348 | 65.000 (150 epoch) | 96.662 | 97.482 (100 epoch) | 41.377 | 45.386 (100 epoch) | 60.943 | 67.287 (100 epoch) | 27.698 | 30.764 (100 epoch) | 46.357 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.196 | 99.196 (400 epoch) | 48.150 | 48.667 (300 epoch) | 47.976 | 48.389 (250 epoch) | 97.154 | 97.239 (200 epoch) | 31.333 | 31.333 (400 epoch) | 42.434 | 42.805 (50 epoch) | 19.424 | 19.424 (400 epoch) | 31.559 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.998 | 99.016 (350 epoch) | 64.243 | 64.795 (350 epoch) | 64.931 | 65.156 (350 epoch) | 95.371 | 95.535 (350 epoch) | 38.641 | 39.652 (300 epoch) | 70.292 | 73.361 (200 epoch) | 25.818 | 26.560 (350 epoch) | 48.073 | 48.320 (350 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.378 | 99.414 (350 epoch) | 49.175 | 50.401 (350 epoch) | 51.995 | 53.095 (300 epoch) | 98.463 | 98.669 (150 epoch) | 34.176 | 34.807 (350 epoch) | 73.947 | 75.078 (100 epoch) | 21.336 | 21.861 (350 epoch) | 35.130 | 36.142 (300 epoch) | +| metal_nut | 99.853 | 99.853 (300 epoch) | 99.966 | 99.966 (300 epoch) | 98.936 | 99.465 (150 epoch) | 96.850 | 96.924 (350 epoch) | 75.463 | 76.511 (350 epoch) | 79.261 | 79.556 (350 epoch) | 93.785 | 93.785 (400 epoch) | 45.945 | 46.004 (200 epoch) | 54.663 | 55.580 (50 epoch) | 33.280 | 33.448 (200 epoch) | 65.646 | 66.052 (350 epoch) | +| pill | 95.799 | 97.354 (250 epoch) | 99.218 | 99.531 (250 epoch) | 95.439 | 96.774 (250 epoch) | 97.359 | 97.359 (400 epoch) | 64.303 | 64.789 (350 epoch) | 66.588 | 66.588 (400 epoch) | 95.766 | 95.894 (300 epoch) | 33.581 | 34.414 (300 epoch) | 46.498 | 49.962 (150 epoch) | 22.482 | 22.980 (300 epoch) | 49.912 | 49.912 (400 epoch) | +| screw | 95.983 | 95.983 (400 epoch) | 98.330 | 98.330 (400 epoch) | 95.200 | 95.200 (400 epoch) | 99.457 | 99.457 (400 epoch) | 50.337 | 50.337 (400 epoch) | 50.594 | 50.872 (300 epoch) | 97.131 | 97.280 (300 epoch) | 26.858 | 26.988 (350 epoch) | 56.664 | 57.553 (50 epoch) | 16.705 | 16.752 (350 epoch) | 33.863 | 34.113 (300 epoch) | +| tile | 98.449 | 98.449 (400 epoch) | 99.439 | 99.439 (400 epoch) | 96.386 | 96.386 (400 epoch) | 93.894 | 93.894 (400 epoch) | 44.803 | 45.088 (350 epoch) | 55.377 | 55.377 (400 epoch) | 80.922 | 81.340 (350 epoch) | 31.357 | 31.523 (200 epoch) | 47.279 | 47.650 (200 epoch) | 19.896 | 19.960 (200 epoch) | 38.291 | 38.291 (400 epoch) | +| toothbrush | 97.778 | 98.611 (300 epoch) | 99.062 | 99.424 (300 epoch) | 96.774 | 98.361 (300 epoch) | 98.983 | 99.023 (200 epoch) | 48.507 | 49.029 (200 epoch) | 59.511 | 60.364 (300 epoch) | 91.894 | 92.411 (200 epoch) | 39.149 | 39.195 (250 epoch) | 65.457 | 66.713 (150 epoch) | 25.575 | 25.696 (250 epoch) | 42.360 | 43.230 (300 epoch) | +| transistor | 99.875 | 99.875 (150 epoch) | 99.812 | 99.818 (150 epoch) | 98.765 | 98.765 (400 epoch) | 96.605 | 96.614 (350 epoch) | 69.652 | 69.715 (350 epoch) | 66.833 | 66.833 (400 epoch) | 88.201 | 88.321 (50 epoch) | 39.074 | 39.252 (350 epoch) | 40.825 | 42.896 (50 epoch) | 26.431 | 26.518 (350 epoch) | 50.187 | 50.187 (400 epoch) | +| wood | 98.772 | 99.035 (300 epoch) | 99.621 | 99.706 (300 epoch) | 96.721 | 96.774 (50 epoch) | 94.465 | 94.465 (400 epoch) | 46.451 | 47.681 (100 epoch) | 48.142 | 49.041 (100 epoch) | 91.049 | 92.390 (50 epoch) | 31.501 | 32.642 (100 epoch) | 58.496 | 59.608 (50 epoch) | 19.525 | 20.275 (100 epoch) | 31.702 | 32.486 (100 epoch) | +| zipper | 98.950 | 98.950 (400 epoch) | 99.725 | 99.725 (400 epoch) | 97.458 | 97.458 (400 epoch) | 98.312 | 98.312 (400 epoch) | 59.072 | 59.348 (350 epoch) | 60.877 | 60.877 (400 epoch) | 94.157 | 94.660 (200 epoch) | 31.276 | 32.029 (300 epoch) | 36.642 | 38.606 (150 epoch) | 20.396 | 20.854 (350 epoch) | 43.758 | 43.758 (400 epoch) | +| Avg | 98.461 | 98.461 (400 epoch) | 99.501 | 99.501 (400 epoch) | 97.532 | 97.532 (400 epoch) | 97.714 | 97.714 (400 epoch) | 56.477 | 56.621 (350 epoch) | 59.215 | 59.215 (400 epoch) | 93.162 | 93.245 (350 epoch) | 34.842 | 34.960 (350 epoch) | 51.626 | 52.378 (50 epoch) | 22.969 | 23.075 (350 epoch) | 42.827 | 42.827 (400 epoch) | +2024-03-31 13:19:28,543 - ==> Total time: 1 day, 13:14:08 Eta: 2 days, 7:51:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 13:21:56,418 - Train: 40.04% [90500/226000] [400.4/1000.0] [batch_t 1.457 (1.460)] [data_t 0.003] [optim_t 1.454] [lr 0.005000] +2024-03-31 13:24:21,895 - Train: 40.09% [90600/226000] [400.9/1000.0] [batch_t 1.458 (1.455)] [data_t 0.003] [optim_t 1.455] [lr 0.005000] +2024-03-31 13:24:59,248 - ==> Total time: 1 day, 13:19:39 Eta: 2 days, 7:45:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 13:26:46,983 - Train: 40.13% [90700/226000] [401.3/1000.0] [batch_t 1.423 (1.436)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 13:29:09,913 - Train: 40.18% [90800/226000] [401.8/1000.0] [batch_t 1.434 (1.429)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-03-31 13:30:24,196 - 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0.005000] +2024-03-31 13:41:14,893 - ==> Total time: 1 day, 13:35:55 Eta: 2 days, 7:28:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 13:43:34,041 - Train: 40.44% [91400/226000] [404.4/1000.0] [batch_t 1.437 (1.434)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 13:45:57,078 - Train: 40.49% [91500/226000] [404.9/1000.0] [batch_t 1.431 (1.430)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 13:46:39,915 - ==> Total time: 1 day, 13:41:20 Eta: 2 days, 7:22:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 13:48:22,205 - Train: 40.53% [91600/226000] [405.3/1000.0] [batch_t 1.450 (1.438)] [data_t 0.003] [optim_t 1.448] [lr 0.005000] +2024-03-31 13:50:45,164 - Train: 40.58% [91700/226000] [405.8/1000.0] [batch_t 1.432 (1.429)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-31 13:52:05,312 - ==> Total time: 1 day, 13:46:45 Eta: 2 days, 7:16:23 Logged in 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14:40:58 Eta: 2 days, 6:18:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 14:48:20,118 - Train: 41.64% [94100/226000] [416.4/1000.0] [batch_t 1.429 (1.437)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-31 14:50:43,169 - Train: 41.68% [94200/226000] [416.8/1000.0] [batch_t 1.432 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 14:51:43,299 - ==> Total time: 1 day, 14:46:23 Eta: 2 days, 6:12:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 14:53:08,197 - Train: 41.73% [94300/226000] [417.3/1000.0] [batch_t 1.433 (1.438)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 14:55:31,068 - Train: 41.77% [94400/226000] [417.7/1000.0] [batch_t 1.397 (1.429)] [data_t 0.003] [optim_t 1.394] [lr 0.005000] +2024-03-31 14:57:08,291 - ==> Total time: 1 day, 14:51:48 Eta: 2 days, 6:06:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 14:57:56,016 - Train: 41.81% [94500/226000] [418.1/1000.0] [batch_t 1.434 (1.445)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 15:00:18,847 - Train: 41.86% [94600/226000] [418.6/1000.0] [batch_t 1.430 (1.428)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-31 15:02:33,157 - ==> Total time: 1 day, 14:57:13 Eta: 2 days, 6:00:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:02:43,995 - Train: 41.90% [94700/226000] [419.0/1000.0] [batch_t 1.399 (1.502)] [data_t 0.002] [optim_t 1.396] [lr 0.005000] +2024-03-31 15:05:06,739 - Train: 41.95% [94800/226000] [419.5/1000.0] [batch_t 1.427 (1.427)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 15:07:29,712 - Train: 41.99% [94900/226000] [419.9/1000.0] [batch_t 1.432 (1.430)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 15:07:58,252 - ==> Total time: 1 day, 15:02:38 Eta: 2 days, 5:55:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:09:54,672 - Train: 42.04% [95000/226000] [420.4/1000.0] [batch_t 1.422 (1.435)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-31 15:12:17,467 - Train: 42.08% [95100/226000] [420.8/1000.0] [batch_t 1.426 (1.428)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-31 15:13:23,211 - ==> Total time: 1 day, 15:08:03 Eta: 2 days, 5:49:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:14:42,568 - Train: 42.12% [95200/226000] [421.2/1000.0] [batch_t 1.424 (1.440)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-31 15:17:05,273 - Train: 42.17% [95300/226000] [421.7/1000.0] [batch_t 1.414 (1.427)] [data_t 0.003] [optim_t 1.411] [lr 0.005000] +2024-03-31 15:18:48,274 - ==> Total time: 1 day, 15:13:28 Eta: 2 days, 5:43:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:19:30,320 - Train: 42.21% [95400/226000] [422.1/1000.0] [batch_t 1.427 (1.448)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 15:21:53,219 - Train: 42.26% [95500/226000] [422.6/1000.0] [batch_t 1.436 (1.429)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-31 15:24:13,452 - ==> Total time: 1 day, 15:18:53 Eta: 2 days, 5:37:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:24:18,431 - Train: 42.30% [95600/226000] [423.0/1000.0] [batch_t 1.432 (1.730)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 15:26:41,347 - Train: 42.35% [95700/226000] [423.5/1000.0] [batch_t 1.415 (1.429)] [data_t 0.003] [optim_t 1.412] [lr 0.005000] +2024-03-31 15:29:04,077 - Train: 42.39% [95800/226000] [423.9/1000.0] [batch_t 1.430 (1.427)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-31 15:29:38,390 - ==> Total time: 1 day, 15:24:18 Eta: 2 days, 5:31:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:31:28,879 - Train: 42.43% [95900/226000] [424.3/1000.0] [batch_t 1.428 (1.434)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 15:33:51,555 - Train: 42.48% [96000/226000] [424.8/1000.0] [batch_t 1.427 (1.427)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 15:35:03,116 - ==> Total time: 1 day, 15:29:43 Eta: 2 days, 5:26:05 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:36:16,818 - Train: 42.52% [96100/226000] [425.2/1000.0] [batch_t 1.437 (1.440)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-03-31 15:38:40,032 - Train: 42.57% [96200/226000] [425.7/1000.0] [batch_t 1.437 (1.432)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 15:40:28,716 - ==> Total time: 1 day, 15:35:08 Eta: 2 days, 5:20:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:41:05,153 - Train: 42.61% [96300/226000] [426.1/1000.0] [batch_t 1.404 (1.452)] [data_t 0.003] [optim_t 1.402] [lr 0.005000] +2024-03-31 15:43:28,015 - Train: 42.65% [96400/226000] [426.5/1000.0] [batch_t 1.431 (1.429)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 15:45:51,210 - Train: 42.70% [96500/226000] [427.0/1000.0] [batch_t 1.423 (1.432)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-03-31 15:45:54,048 - ==> Total time: 1 day, 15:40:34 Eta: 2 days, 5:14:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:48:16,150 - Train: 42.74% [96600/226000] [427.4/1000.0] [batch_t 1.427 (1.434)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 15:50:39,208 - Train: 42.79% [96700/226000] [427.9/1000.0] [batch_t 1.436 (1.430)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-03-31 15:51:19,325 - ==> Total time: 1 day, 15:45:59 Eta: 2 days, 5:08:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:53:04,284 - Train: 42.83% [96800/226000] [428.3/1000.0] [batch_t 1.436 (1.435)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-03-31 15:55:27,109 - Train: 42.88% [96900/226000] [428.8/1000.0] [batch_t 1.431 (1.428)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-03-31 15:56:44,222 - ==> Total time: 1 day, 15:51:24 Eta: 2 days, 5:02:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 15:57:52,133 - Train: 42.92% [97000/226000] [429.2/1000.0] [batch_t 1.440 (1.439)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 16:00:15,156 - Train: 42.96% [97100/226000] [429.6/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-31 16:02:09,504 - ==> Total time: 1 day, 15:56:49 Eta: 2 days, 4:57:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:02:40,374 - Train: 43.01% [97200/226000] [430.1/1000.0] [batch_t 1.438 (1.459)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 16:05:03,286 - Train: 43.05% [97300/226000] [430.5/1000.0] [batch_t 1.424 (1.429)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-31 16:07:26,189 - Train: 43.10% [97400/226000] [431.0/1000.0] [batch_t 1.418 (1.429)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-31 16:07:34,812 - ==> Total time: 1 day, 16:02:15 Eta: 2 days, 4:51:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:09:51,334 - Train: 43.14% [97500/226000] [431.4/1000.0] [batch_t 1.426 (1.436)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 16:12:14,259 - Train: 43.19% [97600/226000] [431.9/1000.0] [batch_t 1.381 (1.429)] [data_t 0.002] [optim_t 1.379] [lr 0.005000] +2024-03-31 16:13:00,041 - ==> Total time: 1 day, 16:07:40 Eta: 2 days, 4:45:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:14:39,320 - Train: 43.23% [97700/226000] [432.3/1000.0] [batch_t 1.426 (1.438)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-03-31 16:17:02,135 - Train: 43.27% [97800/226000] [432.7/1000.0] [batch_t 1.424 (1.428)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-31 16:18:25,056 - ==> Total time: 1 day, 16:13:05 Eta: 2 days, 4:39:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:19:27,210 - Train: 43.32% [97900/226000] [433.2/1000.0] [batch_t 1.437 (1.439)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 16:21:49,995 - Train: 43.36% [98000/226000] [433.6/1000.0] [batch_t 1.431 (1.428)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 16:23:50,003 - ==> Total time: 1 day, 16:18:30 Eta: 2 days, 4:34:05 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:24:14,912 - Train: 43.41% [98100/226000] [434.1/1000.0] [batch_t 1.427 (1.459)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 16:26:37,758 - Train: 43.45% [98200/226000] [434.5/1000.0] [batch_t 1.429 (1.428)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 16:29:00,692 - Train: 43.50% [98300/226000] [435.0/1000.0] [batch_t 1.430 (1.429)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 16:29:14,994 - ==> Total time: 1 day, 16:23:55 Eta: 2 days, 4:28:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:31:25,629 - Train: 43.54% [98400/226000] [435.4/1000.0] [batch_t 1.415 (1.435)] [data_t 0.003] [optim_t 1.413] [lr 0.005000] +2024-03-31 16:33:48,467 - Train: 43.58% [98500/226000] [435.8/1000.0] [batch_t 1.434 (1.428)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 16:34:39,911 - ==> Total time: 1 day, 16:29:20 Eta: 2 days, 4:22:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:36:13,570 - Train: 43.63% [98600/226000] [436.3/1000.0] [batch_t 1.431 (1.439)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 16:38:36,480 - Train: 43.67% [98700/226000] [436.7/1000.0] [batch_t 1.432 (1.429)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-31 16:40:05,123 - ==> Total time: 1 day, 16:34:45 Eta: 2 days, 4:16:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:41:01,605 - Train: 43.72% [98800/226000] [437.2/1000.0] [batch_t 1.432 (1.443)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 16:43:24,483 - Train: 43.76% [98900/226000] [437.6/1000.0] [batch_t 1.426 (1.429)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-31 16:45:30,307 - ==> Total time: 1 day, 16:40:10 Eta: 2 days, 4:11:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:45:49,486 - Train: 43.81% [99000/226000] [438.1/1000.0] [batch_t 1.432 (1.475)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 16:48:12,496 - Train: 43.85% [99100/226000] [438.5/1000.0] [batch_t 1.437 (1.430)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 16:50:35,430 - Train: 43.89% [99200/226000] [438.9/1000.0] [batch_t 1.439 (1.429)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-03-31 16:50:55,493 - ==> Total time: 1 day, 16:45:35 Eta: 2 days, 4:05:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:53:02,414 - Train: 43.94% [99300/226000] [439.4/1000.0] [batch_t 1.435 (1.438)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-31 16:55:25,319 - Train: 43.98% [99400/226000] [439.8/1000.0] [batch_t 1.446 (1.429)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-31 16:56:22,546 - ==> Total time: 1 day, 16:51:02 Eta: 2 days, 3:59:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 16:57:50,320 - Train: 44.03% [99500/226000] [440.3/1000.0] [batch_t 1.430 (1.437)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-03-31 17:00:13,575 - Train: 44.07% [99600/226000] [440.7/1000.0] [batch_t 1.440 (1.432)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 17:01:48,123 - ==> Total time: 1 day, 16:56:28 Eta: 2 days, 3:53:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:02:39,013 - Train: 44.12% [99700/226000] [441.2/1000.0] [batch_t 1.431 (1.447)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 17:05:02,076 - Train: 44.16% [99800/226000] [441.6/1000.0] [batch_t 1.446 (1.431)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-31 17:07:13,991 - ==> Total time: 1 day, 17:01:54 Eta: 2 days, 3:48:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:07:27,560 - Train: 44.20% [99900/226000] [442.0/1000.0] [batch_t 1.437 (1.502)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 17:09:50,627 - Train: 44.25% [100000/226000] [442.5/1000.0] [batch_t 1.446 (1.431)] [data_t 0.002] [optim_t 1.443] [lr 0.005000] +2024-03-31 17:12:13,879 - Train: 44.29% [100100/226000] [442.9/1000.0] [batch_t 1.433 (1.432)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-31 17:12:39,607 - ==> Total time: 1 day, 17:07:19 Eta: 2 days, 3:42:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:14:39,304 - Train: 44.34% [100200/226000] [443.4/1000.0] [batch_t 1.420 (1.438)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-03-31 17:17:02,371 - Train: 44.38% [100300/226000] [443.8/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 17:18:05,378 - ==> Total time: 1 day, 17:12:45 Eta: 2 days, 3:36:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:19:27,645 - Train: 44.42% [100400/226000] [444.2/1000.0] [batch_t 1.438 (1.440)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 17:21:50,649 - Train: 44.47% [100500/226000] [444.7/1000.0] [batch_t 1.440 (1.430)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-03-31 17:23:30,848 - ==> Total time: 1 day, 17:18:11 Eta: 2 days, 3:30:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:24:16,027 - Train: 44.51% [100600/226000] [445.1/1000.0] [batch_t 1.441 (1.452)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-03-31 17:26:39,144 - Train: 44.56% [100700/226000] [445.6/1000.0] [batch_t 1.437 (1.431)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 17:28:56,483 - ==> Total time: 1 day, 17:23:36 Eta: 2 days, 3:25:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:29:04,320 - Train: 44.60% [100800/226000] [446.0/1000.0] [batch_t 1.457 (1.579)] [data_t 0.003] [optim_t 1.454] [lr 0.005000] +2024-03-31 17:31:27,615 - Train: 44.65% [100900/226000] [446.5/1000.0] [batch_t 1.443 (1.433)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-31 17:33:50,733 - Train: 44.69% [101000/226000] [446.9/1000.0] [batch_t 1.428 (1.431)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 17:34:22,163 - ==> Total time: 1 day, 17:29:02 Eta: 2 days, 3:19:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:36:15,916 - Train: 44.73% [101100/226000] [447.3/1000.0] [batch_t 1.431 (1.439)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 17:38:38,965 - Train: 44.78% [101200/226000] [447.8/1000.0] [batch_t 1.436 (1.430)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-03-31 17:39:47,570 - ==> Total time: 1 day, 17:34:27 Eta: 2 days, 3:13:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:41:06,222 - Train: 44.82% [101300/226000] [448.2/1000.0] [batch_t 1.428 (1.440)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 17:43:29,649 - Train: 44.87% [101400/226000] [448.7/1000.0] [batch_t 1.444 (1.432)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-31 17:45:15,348 - ==> Total time: 1 day, 17:39:55 Eta: 2 days, 3:07:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:45:57,697 - Train: 44.91% [101500/226000] [449.1/1000.0] [batch_t 1.429 (1.521)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 17:48:20,472 - Train: 44.96% [101600/226000] [449.6/1000.0] [batch_t 1.416 (1.428)] [data_t 0.002] [optim_t 1.413] [lr 0.005000] +2024-03-31 17:50:43,402 - Train: 45.00% [101700/226000] [450.0/1000.0] [batch_t 1.443 (1.429)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-31 17:51:05,898 - Test: 46.30% [50/108] [batch_t 0.424 (0.439)] +2024-03-31 17:51:27,288 - Test: 92.59% [100/108] [batch_t 0.424 (0.434)] +2024-03-31 17:51:30,634 - Test: 100.00% [108/108] [batch_t 0.344 (0.432)] +2024-03-31 17:51:51,033 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.697 (mAUROC_px) 2.806 (mAP_px) 0.367 (mF1_max_px) 11.531 (mAUPRO_px) 0.129 (mF1_px_0.2_0.8_0.1) 0.129 (mAcc_px_0.2_0.8_0.1) 0.128 (mIoU_px_0.2_0.8_0.1) 0.372 (mIoU_max_px) +2024-03-31 17:52:27,728 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.521 (mAUROC_px) 5.923 (mAP_px) 0.705 (mF1_max_px) 20.926 (mAUPRO_px) 0.237 (mF1_px_0.2_0.8_0.1) 0.236 (mAcc_px_0.2_0.8_0.1) 0.265 (mIoU_px_0.2_0.8_0.1) 0.696 (mIoU_max_px) +2024-03-31 17:52:58,632 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.563 (mAUROC_px) 4.974 (mAP_px) 0.607 (mF1_max_px) 17.364 (mAUPRO_px) 0.202 (mF1_px_0.2_0.8_0.1) 0.207 (mAcc_px_0.2_0.8_0.1) 0.208 (mIoU_px_0.2_0.8_0.1) 0.603 (mIoU_max_px) +2024-03-31 17:53:26,562 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.966 (mAUROC_px) 4.325 (mAP_px) 0.530 (mF1_max_px) 15.890 (mAUPRO_px) 0.178 (mF1_px_0.2_0.8_0.1) 0.179 (mAcc_px_0.2_0.8_0.1) 0.200 (mIoU_px_0.2_0.8_0.1) 0.522 (mIoU_max_px) +2024-03-31 17:53:44,187 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.573 (mAUROC_px) 2.681 (mAP_px) 0.345 (mF1_max_px) 10.204 (mAUPRO_px) 0.121 (mF1_px_0.2_0.8_0.1) 0.120 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.352 (mIoU_max_px) +2024-03-31 17:54:10,463 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.167 (mAUROC_px) 3.947 (mAP_px) 0.509 (mF1_max_px) 15.494 (mAUPRO_px) 0.171 (mF1_px_0.2_0.8_0.1) 0.174 (mAcc_px_0.2_0.8_0.1) 0.175 (mIoU_px_0.2_0.8_0.1) 0.497 (mIoU_max_px) +2024-03-31 17:54:38,914 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.028 (mAUROC_px) 4.536 (mAP_px) 0.575 (mF1_max_px) 15.993 (mAUPRO_px) 0.196 (mF1_px_0.2_0.8_0.1) 0.197 (mAcc_px_0.2_0.8_0.1) 0.198 (mIoU_px_0.2_0.8_0.1) 0.566 (mIoU_max_px) +2024-03-31 17:55:10,283 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.595 (mAUROC_px) 4.212 (mAP_px) 0.523 (mF1_max_px) 19.831 (mAUPRO_px) 0.180 (mF1_px_0.2_0.8_0.1) 0.177 (mAcc_px_0.2_0.8_0.1) 0.176 (mIoU_px_0.2_0.8_0.1) 0.518 (mIoU_max_px) +2024-03-31 17:55:51,671 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.409 (mAUROC_px) 6.449 (mAP_px) 0.775 (mF1_max_px) 23.977 (mAUPRO_px) 0.265 (mF1_px_0.2_0.8_0.1) 0.265 (mAcc_px_0.2_0.8_0.1) 0.264 (mIoU_px_0.2_0.8_0.1) 0.765 (mIoU_max_px) +2024-03-31 17:56:30,703 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.110 (mAUROC_px) 6.148 (mAP_px) 0.734 (mF1_max_px) 22.126 (mAUPRO_px) 0.290 (mF1_px_0.2_0.8_0.1) 0.279 (mAcc_px_0.2_0.8_0.1) 0.279 (mIoU_px_0.2_0.8_0.1) 0.848 (mIoU_max_px) +2024-03-31 17:57:01,363 - ==> Metric Time for tile : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.867 (mAUROC_px) 4.418 (mAP_px) 0.530 (mF1_max_px) 18.581 (mAUPRO_px) 0.179 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.181 (mIoU_px_0.2_0.8_0.1) 0.545 (mIoU_max_px) +2024-03-31 17:57:09,961 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.638 (mAUROC_px) 1.124 (mAP_px) 0.182 (mF1_max_px) 5.246 (mAUPRO_px) 0.062 (mF1_px_0.2_0.8_0.1) 0.059 (mAcc_px_0.2_0.8_0.1) 0.059 (mIoU_px_0.2_0.8_0.1) 0.171 (mIoU_max_px) +2024-03-31 17:57:33,874 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.631 (mAUROC_px) 3.691 (mAP_px) 0.465 (mF1_max_px) 14.052 (mAUPRO_px) 0.161 (mF1_px_0.2_0.8_0.1) 0.163 (mAcc_px_0.2_0.8_0.1) 0.159 (mIoU_px_0.2_0.8_0.1) 0.456 (mIoU_max_px) +2024-03-31 17:57:53,398 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.692 (mAUROC_px) 2.739 (mAP_px) 0.367 (mF1_max_px) 11.860 (mAUPRO_px) 0.127 (mF1_px_0.2_0.8_0.1) 0.124 (mAcc_px_0.2_0.8_0.1) 0.127 (mIoU_px_0.2_0.8_0.1) 0.369 (mIoU_max_px) +2024-03-31 17:58:32,109 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.943 (mAUROC_px) 6.258 (mAP_px) 0.739 (mF1_max_px) 22.133 (mAUPRO_px) 0.246 (mF1_px_0.2_0.8_0.1) 0.241 (mAcc_px_0.2_0.8_0.1) 0.242 (mIoU_px_0.2_0.8_0.1) 0.706 (mIoU_max_px) +2024-03-31 17:58:32,130 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.789 | 98.908 (300 epoch) | 79.660 | 80.855 (300 epoch) | 76.671 | 77.674 (300 epoch) | 95.165 | 96.070 (300 epoch) | 50.558 | 51.291 (200 epoch) | 58.596 | 58.596 (450 epoch) | 36.948 | 37.861 (200 epoch) | 62.168 | 63.498 (300 epoch) | +| cable | 98.763 | 98.876 (200 epoch) | 99.244 | 99.297 (200 epoch) | 95.745 | 95.789 (200 epoch) | 95.830 | 95.830 (450 epoch) | 42.184 | 42.184 (450 epoch) | 48.109 | 48.109 (450 epoch) | 90.290 | 90.290 (450 epoch) | 25.317 | 25.600 (100 epoch) | 38.791 | 39.754 (250 epoch) | 15.398 | 15.456 (100 epoch) | 31.674 | 31.674 (450 epoch) | +| capsule | 94.376 | 94.376 (450 epoch) | 98.727 | 98.727 (450 epoch) | 94.884 | 94.884 (450 epoch) | 98.441 | 98.445 (400 epoch) | 43.931 | 44.073 (400 epoch) | 47.740 | 48.180 (400 epoch) | 92.617 | 93.766 (250 epoch) | 25.023 | 26.206 (100 epoch) | 27.031 | 31.021 (50 epoch) | 15.301 | 15.884 (100 epoch) | 31.354 | 31.735 (400 epoch) | +| carpet | 99.839 | 99.960 (100 epoch) | 99.949 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.201 | 99.288 (150 epoch) | 60.013 | 66.029 (150 epoch) | 63.336 | 65.000 (150 epoch) | 96.723 | 97.482 (100 epoch) | 40.989 | 45.386 (100 epoch) | 60.138 | 67.287 (100 epoch) | 27.379 | 30.764 (100 epoch) | 46.345 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.160 | 99.196 (400 epoch) | 47.398 | 48.667 (300 epoch) | 47.742 | 48.389 (250 epoch) | 96.957 | 97.239 (200 epoch) | 30.490 | 31.333 (400 epoch) | 40.986 | 42.805 (50 epoch) | 18.849 | 19.424 (400 epoch) | 31.356 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.997 | 99.016 (350 epoch) | 63.556 | 64.795 (350 epoch) | 64.359 | 65.156 (350 epoch) | 95.740 | 95.740 (450 epoch) | 38.405 | 39.652 (300 epoch) | 69.094 | 73.361 (200 epoch) | 25.644 | 26.560 (350 epoch) | 47.448 | 48.320 (350 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.398 | 99.414 (350 epoch) | 50.329 | 50.401 (350 epoch) | 53.289 | 53.289 (450 epoch) | 98.724 | 98.724 (450 epoch) | 35.444 | 35.444 (450 epoch) | 73.237 | 75.078 (100 epoch) | 22.255 | 22.255 (450 epoch) | 36.322 | 36.322 (450 epoch) | +| metal_nut | 99.902 | 99.902 (450 epoch) | 99.977 | 99.977 (450 epoch) | 99.465 | 99.465 (150 epoch) | 96.725 | 96.924 (350 epoch) | 74.519 | 76.511 (350 epoch) | 79.057 | 79.556 (350 epoch) | 93.742 | 93.785 (400 epoch) | 45.312 | 46.004 (200 epoch) | 54.112 | 55.580 (50 epoch) | 32.795 | 33.448 (200 epoch) | 65.366 | 66.052 (350 epoch) | +| pill | 97.027 | 97.354 (250 epoch) | 99.472 | 99.531 (250 epoch) | 96.220 | 96.774 (250 epoch) | 97.404 | 97.404 (450 epoch) | 63.962 | 64.789 (350 epoch) | 66.512 | 66.588 (400 epoch) | 95.676 | 95.894 (300 epoch) | 32.725 | 34.414 (300 epoch) | 45.170 | 49.962 (150 epoch) | 21.885 | 22.980 (300 epoch) | 49.826 | 49.912 (400 epoch) | +| screw | 94.712 | 95.983 (400 epoch) | 97.915 | 98.330 (400 epoch) | 93.976 | 95.200 (400 epoch) | 99.468 | 99.468 (450 epoch) | 49.795 | 50.337 (400 epoch) | 50.862 | 50.872 (300 epoch) | 97.051 | 97.280 (300 epoch) | 27.192 | 27.192 (450 epoch) | 56.149 | 57.553 (50 epoch) | 16.898 | 16.898 (450 epoch) | 34.104 | 34.113 (300 epoch) | +| tile | 98.232 | 98.449 (400 epoch) | 99.344 | 99.439 (400 epoch) | 95.402 | 96.386 (400 epoch) | 93.754 | 93.894 (400 epoch) | 45.071 | 45.088 (350 epoch) | 54.771 | 55.377 (400 epoch) | 79.988 | 81.340 (350 epoch) | 31.016 | 31.523 (200 epoch) | 46.637 | 47.650 (200 epoch) | 19.622 | 19.960 (200 epoch) | 37.713 | 38.291 (400 epoch) | +| toothbrush | 98.333 | 98.611 (300 epoch) | 99.296 | 99.424 (300 epoch) | 98.361 | 98.361 (300 epoch) | 98.956 | 99.023 (200 epoch) | 48.517 | 49.029 (200 epoch) | 59.194 | 60.364 (300 epoch) | 91.711 | 92.411 (200 epoch) | 38.463 | 39.195 (250 epoch) | 65.136 | 66.713 (150 epoch) | 25.048 | 25.696 (250 epoch) | 42.039 | 43.230 (300 epoch) | +| transistor | 100.000 | 100.000 (450 epoch) | 100.000 | 100.000 (450 epoch) | 100.000 | 100.000 (450 epoch) | 96.499 | 96.614 (350 epoch) | 69.364 | 69.715 (350 epoch) | 67.126 | 67.126 (450 epoch) | 87.002 | 88.321 (50 epoch) | 40.077 | 40.077 (450 epoch) | 42.548 | 42.896 (50 epoch) | 27.052 | 27.052 (450 epoch) | 50.519 | 50.519 (450 epoch) | +| wood | 98.772 | 99.035 (300 epoch) | 99.628 | 99.706 (300 epoch) | 96.552 | 96.774 (50 epoch) | 94.422 | 94.465 (400 epoch) | 46.167 | 47.681 (100 epoch) | 48.213 | 49.041 (100 epoch) | 91.202 | 92.390 (50 epoch) | 30.400 | 32.642 (100 epoch) | 56.546 | 59.608 (50 epoch) | 18.804 | 20.275 (100 epoch) | 31.764 | 32.486 (100 epoch) | +| zipper | 99.317 | 99.317 (450 epoch) | 99.820 | 99.820 (450 epoch) | 97.521 | 97.521 (450 epoch) | 98.428 | 98.428 (450 epoch) | 60.405 | 60.405 (450 epoch) | 61.682 | 61.682 (450 epoch) | 94.339 | 94.660 (200 epoch) | 31.316 | 32.029 (300 epoch) | 36.683 | 38.606 (150 epoch) | 20.547 | 20.854 (350 epoch) | 44.595 | 44.595 (450 epoch) | +| Avg | 98.618 | 98.618 (450 epoch) | 99.558 | 99.558 (450 epoch) | 97.838 | 97.838 (450 epoch) | 97.698 | 97.714 (400 epoch) | 56.325 | 56.621 (350 epoch) | 59.244 | 59.244 (450 epoch) | 93.129 | 93.245 (350 epoch) | 34.849 | 34.960 (350 epoch) | 51.390 | 52.378 (50 epoch) | 22.962 | 23.075 (350 epoch) | 42.840 | 42.840 (450 epoch) | +2024-03-31 17:58:32,388 - ==> Total time: 1 day, 17:53:12 Eta: 2 days, 3:11:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 17:59:35,299 - Train: 45.04% [101800/226000] [450.4/1000.0] [batch_t 0.603 (0.611)] [data_t 0.003] [optim_t 0.601] [lr 0.005000] +2024-03-31 18:00:35,895 - Train: 45.09% [101900/226000] [450.9/1000.0] [batch_t 0.607 (0.606)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:00:51,783 - ==> Total time: 1 day, 17:55:31 Eta: 2 days, 3:02:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:01:38,652 - Train: 45.13% [102000/226000] [451.3/1000.0] [batch_t 0.606 (0.612)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:02:39,144 - Train: 45.18% [102100/226000] [451.8/1000.0] [batch_t 0.606 (0.605)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:03:10,639 - ==> Total time: 1 day, 17:57:50 Eta: 2 days, 2:52:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:03:41,669 - Train: 45.22% [102200/226000] [452.2/1000.0] [batch_t 0.606 (0.616)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:04:42,153 - Train: 45.27% [102300/226000] [452.7/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:05:29,276 - ==> Total time: 1 day, 18:00:09 Eta: 2 days, 2:43:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:05:45,102 - Train: 45.31% [102400/226000] [453.1/1000.0] [batch_t 0.602 (0.632)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 18:06:45,571 - Train: 45.35% [102500/226000] [453.5/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:07:46,074 - Train: 45.40% [102600/226000] [454.0/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 18:07:48,497 - ==> Total time: 1 day, 18:02:28 Eta: 2 days, 2:33:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:08:48,577 - Train: 45.44% [102700/226000] [454.4/1000.0] [batch_t 0.605 (0.610)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:09:49,084 - Train: 45.49% [102800/226000] [454.9/1000.0] [batch_t 0.604 (0.605)] [data_t 0.003] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:10:07,225 - ==> Total time: 1 day, 18:04:47 Eta: 2 days, 2:24:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:10:51,578 - Train: 45.53% [102900/226000] [455.3/1000.0] [batch_t 0.603 (0.613)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 18:11:52,162 - Train: 45.58% [103000/226000] [455.8/1000.0] [batch_t 0.604 (0.606)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:12:25,984 - ==> Total time: 1 day, 18:07:06 Eta: 2 days, 2:14:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:12:54,585 - Train: 45.62% [103100/226000] [456.2/1000.0] [batch_t 0.598 (0.617)] [data_t 0.002] [optim_t 0.597] [lr 0.005000] +2024-03-31 18:13:55,027 - Train: 45.66% [103200/226000] [456.6/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:14:44,611 - ==> Total time: 1 day, 18:09:24 Eta: 2 days, 2:05:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:14:57,610 - Train: 45.71% [103300/226000] [457.1/1000.0] [batch_t 0.605 (0.639)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:15:58,030 - Train: 45.75% [103400/226000] [457.5/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 18:16:58,552 - Train: 45.80% [103500/226000] [458.0/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:17:03,393 - ==> 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'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:22:08,815 - Train: 46.02% [104000/226000] [460.2/1000.0] [batch_t 0.603 (0.618)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:23:09,285 - Train: 46.06% [104100/226000] [460.6/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 18:24:01,274 - ==> Total time: 1 day, 18:18:41 Eta: 2 days, 1:28:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:24:13,402 - Train: 46.11% [104200/226000] [461.1/1000.0] [batch_t 0.604 (0.645)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:25:13,875 - Train: 46.15% [104300/226000] [461.5/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:26:14,280 - Train: 46.19% [104400/226000] [461.9/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:26:21,525 - ==> Total time: 1 day, 18:21:01 Eta: 2 days, 1:19:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:27:18,523 - Train: 46.24% [104500/226000] [462.4/1000.0] [batch_t 0.605 (0.612)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:28:18,980 - Train: 46.28% [104600/226000] [462.8/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:28:41,977 - ==> Total time: 1 day, 18:23:22 Eta: 2 days, 1:09:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:29:22,159 - Train: 46.33% [104700/226000] [463.3/1000.0] [batch_t 0.606 (0.613)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:30:22,575 - Train: 46.37% [104800/226000] [463.7/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:31:01,270 - ==> Total time: 1 day, 18:25:41 Eta: 2 days, 1:00:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:31:26,501 - Train: 46.42% [104900/226000] [464.2/1000.0] [batch_t 0.606 (0.622)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:32:27,093 - Train: 46.46% [105000/226000] [464.6/1000.0] [batch_t 0.602 (0.606)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 18:33:21,530 - ==> Total time: 1 day, 18:28:01 Eta: 2 days, 0:51:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:33:31,106 - Train: 46.50% [105100/226000] [465.0/1000.0] [batch_t 0.601 (0.662)] [data_t 0.002] [optim_t 0.599] [lr 0.005000] +2024-03-31 18:34:31,507 - Train: 46.55% [105200/226000] [465.5/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:35:31,964 - Train: 46.59% [105300/226000] [465.9/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 18:35:41,633 - ==> Total time: 1 day, 18:30:21 Eta: 2 days, 0:42:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:36:35,419 - Train: 46.64% [105400/226000] [466.4/1000.0] [batch_t 0.604 (0.611)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:37:35,972 - Train: 46.68% [105500/226000] [466.8/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:38:01,363 - ==> Total time: 1 day, 18:32:41 Eta: 2 days, 0:33:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:38:41,074 - Train: 46.73% [105600/226000] [467.3/1000.0] [batch_t 0.606 (0.614)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:39:41,564 - Train: 46.77% [105700/226000] [467.7/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:40:22,657 - ==> Total time: 1 day, 18:35:02 Eta: 2 days, 0:24:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:40:44,469 - Train: 46.81% [105800/226000] [468.1/1000.0] [batch_t 0.604 (0.623)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:41:44,927 - Train: 46.86% [105900/226000] [468.6/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:42:41,744 - ==> Total time: 1 day, 18:37:21 Eta: 2 days, 0:15:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:42:48,596 - Train: 46.90% [106000/226000] [469.0/1000.0] [batch_t 0.606 (0.696)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:43:49,040 - Train: 46.95% [106100/226000] [469.5/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:44:49,488 - Train: 46.99% [106200/226000] [469.9/1000.0] [batch_t 0.610 (0.604)] [data_t 0.002] [optim_t 0.607] [lr 0.005000] +2024-03-31 18:45:01,582 - ==> Total time: 1 day, 18:39:41 Eta: 2 days, 0:06:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:45:53,749 - Train: 47.04% [106300/226000] [470.4/1000.0] [batch_t 0.602 (0.612)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 18:46:54,198 - Train: 47.08% [106400/226000] [470.8/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:47:21,999 - ==> Total time: 1 day, 18:42:02 Eta: 1 day, 23:57:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:47:56,670 - Train: 47.12% [106500/226000] [471.2/1000.0] [batch_t 0.605 (0.614)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:48:57,266 - Train: 47.17% [106600/226000] [471.7/1000.0] [batch_t 0.605 (0.606)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:49:40,771 - ==> Total time: 1 day, 18:44:20 Eta: 1 day, 23:48:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:49:59,756 - Train: 47.21% [106700/226000] [472.1/1000.0] [batch_t 0.605 (0.626)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:51:00,218 - Train: 47.26% [106800/226000] [472.6/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 18:51:59,415 - ==> Total time: 1 day, 18:46:39 Eta: 1 day, 23:39:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:52:02,541 - Train: 47.30% [106900/226000] [473.0/1000.0] [batch_t 0.603 (0.855)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 18:53:02,987 - Train: 47.35% [107000/226000] [473.5/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:54:03,538 - Train: 47.39% [107100/226000] [473.9/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 18:54:18,059 - ==> Total time: 1 day, 18:48:58 Eta: 1 day, 23:30:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:55:05,970 - Train: 47.43% [107200/226000] [474.3/1000.0] [batch_t 0.604 (0.611)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 18:56:06,382 - Train: 47.48% [107300/226000] [474.8/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:56:36,592 - ==> Total time: 1 day, 18:51:16 Eta: 1 day, 23:21:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:57:08,863 - Train: 47.52% [107400/226000] [475.2/1000.0] [batch_t 0.606 (0.615)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 18:58:09,307 - Train: 47.57% [107500/226000] [475.7/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 18:58:55,354 - ==> Total time: 1 day, 18:53:35 Eta: 1 day, 23:13:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 18:59:11,886 - Train: 47.61% [107600/226000] [476.1/1000.0] [batch_t 0.606 (0.628)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:00:12,318 - Train: 47.65% [107700/226000] [476.5/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:01:12,767 - Train: 47.70% [107800/226000] [477.0/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:01:13,979 - ==> Total time: 1 day, 18:55:54 Eta: 1 day, 23:04:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:02:15,210 - Train: 47.74% [107900/226000] [477.4/1000.0] [batch_t 0.606 (0.610)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:03:15,682 - Train: 47.79% [108000/226000] [477.9/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:03:32,593 - ==> Total time: 1 day, 18:58:12 Eta: 1 day, 22:55:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:04:18,317 - Train: 47.83% [108100/226000] [478.3/1000.0] [batch_t 0.605 (0.614)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:05:18,772 - Train: 47.88% [108200/226000] [478.8/1000.0] [batch_t 0.602 (0.604)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 19:05:51,367 - ==> Total time: 1 day, 19:00:31 Eta: 1 day, 22:46:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:06:21,193 - Train: 47.92% [108300/226000] [479.2/1000.0] [batch_t 0.604 (0.617)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:07:21,657 - Train: 47.96% [108400/226000] [479.6/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:08:10,040 - ==> Total time: 1 day, 19:02:50 Eta: 1 day, 22:38:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:08:24,201 - Train: 48.01% [108500/226000] [480.1/1000.0] [batch_t 0.599 (0.634)] [data_t 0.002] [optim_t 0.597] [lr 0.005000] +2024-03-31 19:09:24,811 - Train: 48.05% [108600/226000] [480.5/1000.0] [batch_t 0.606 (0.606)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:10:25,269 - Train: 48.10% [108700/226000] [481.0/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 19:10:28,898 - ==> Total time: 1 day, 19:05:09 Eta: 1 day, 22:29:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:11:27,702 - Train: 48.14% [108800/226000] [481.4/1000.0] [batch_t 0.603 (0.610)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 19:12:28,144 - Train: 48.19% [108900/226000] [481.9/1000.0] [batch_t 0.607 (0.604)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 19:12:47,500 - ==> Total time: 1 day, 19:07:27 Eta: 1 day, 22:20:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:13:30,645 - Train: 48.23% [109000/226000] [482.3/1000.0] [batch_t 0.605 (0.613)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:14:31,239 - Train: 48.27% [109100/226000] [482.7/1000.0] [batch_t 0.605 (0.606)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:15:06,310 - ==> Total time: 1 day, 19:09:46 Eta: 1 day, 22:12:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:15:33,762 - Train: 48.32% [109200/226000] [483.2/1000.0] [batch_t 0.602 (0.619)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 19:16:34,225 - Train: 48.36% [109300/226000] [483.6/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:17:25,017 - ==> Total time: 1 day, 19:12:05 Eta: 1 day, 22:03:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:17:36,689 - Train: 48.41% [109400/226000] [484.1/1000.0] [batch_t 0.605 (0.635)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:18:37,133 - Train: 48.45% [109500/226000] [484.5/1000.0] [batch_t 0.601 (0.604)] [data_t 0.002] [optim_t 0.599] [lr 0.005000] +2024-03-31 19:19:37,753 - Train: 48.50% [109600/226000] [485.0/1000.0] [batch_t 0.607 (0.606)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 19:19:43,807 - ==> Total time: 1 day, 19:14:23 Eta: 1 day, 21:54:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:20:40,291 - Train: 48.54% [109700/226000] [485.4/1000.0] [batch_t 0.604 (0.612)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:21:40,775 - Train: 48.58% [109800/226000] [485.8/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:22:02,525 - ==> Total time: 1 day, 19:16:42 Eta: 1 day, 21:46:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:22:43,994 - Train: 48.63% [109900/226000] [486.3/1000.0] [batch_t 0.604 (0.612)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:23:44,417 - Train: 48.67% [110000/226000] [486.7/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 19:24:22,040 - ==> Total time: 1 day, 19:19:02 Eta: 1 day, 21:37:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:24:47,147 - Train: 48.72% [110100/226000] [487.2/1000.0] [batch_t 0.604 (0.621)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:25:47,595 - Train: 48.76% [110200/226000] [487.6/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:26:40,799 - ==> Total time: 1 day, 19:21:20 Eta: 1 day, 21:29:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:26:50,055 - Train: 48.81% [110300/226000] [488.1/1000.0] [batch_t 0.605 (0.647)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:27:50,510 - Train: 48.85% [110400/226000] [488.5/1000.0] [batch_t 0.607 (0.604)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 19:28:50,934 - Train: 48.89% [110500/226000] [488.9/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:28:59,537 - ==> Total time: 1 day, 19:23:39 Eta: 1 day, 21:20:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:29:53,626 - Train: 48.94% [110600/226000] [489.4/1000.0] [batch_t 0.605 (0.611)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:30:54,065 - Train: 48.98% [110700/226000] [489.8/1000.0] [batch_t 0.600 (0.604)] [data_t 0.002] [optim_t 0.598] [lr 0.005000] +2024-03-31 19:31:18,247 - ==> Total time: 1 day, 19:25:58 Eta: 1 day, 21:12:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:31:56,496 - Train: 49.03% [110800/226000] [490.3/1000.0] [batch_t 0.606 (0.613)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:32:56,935 - Train: 49.07% [110900/226000] [490.7/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:33:36,852 - ==> Total time: 1 day, 19:28:17 Eta: 1 day, 21:03:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:33:59,935 - Train: 49.12% [111000/226000] [491.2/1000.0] [batch_t 0.604 (0.621)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:35:00,379 - Train: 49.16% [111100/226000] [491.6/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:35:55,960 - ==> Total time: 1 day, 19:30:36 Eta: 1 day, 20:55:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:36:02,885 - Train: 49.20% [111200/226000] [492.0/1000.0] [batch_t 0.605 (0.678)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:37:03,372 - Train: 49.25% [111300/226000] [492.5/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:38:03,769 - Train: 49.29% [111400/226000] [492.9/1000.0] [batch_t 0.599 (0.604)] [data_t 0.002] [optim_t 0.597] [lr 0.005000] +2024-03-31 19:38:14,651 - ==> Total time: 1 day, 19:32:54 Eta: 1 day, 20:47:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:39:06,288 - Train: 49.34% [111500/226000] [493.4/1000.0] [batch_t 0.602 (0.613)] [data_t 0.002] [optim_t 0.599] [lr 0.005000] +2024-03-31 19:40:06,712 - Train: 49.38% [111600/226000] [493.8/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 19:40:33,328 - ==> Total time: 1 day, 19:35:13 Eta: 1 day, 20:38:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:41:09,261 - Train: 49.42% [111700/226000] [494.2/1000.0] [batch_t 0.607 (0.614)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 19:42:09,740 - Train: 49.47% [111800/226000] [494.7/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:42:52,024 - ==> Total time: 1 day, 19:37:32 Eta: 1 day, 20:30:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:43:12,196 - Train: 49.51% [111900/226000] [495.1/1000.0] [batch_t 0.606 (0.624)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:44:12,649 - Train: 49.56% [112000/226000] [495.6/1000.0] [batch_t 0.601 (0.604)] [data_t 0.002] [optim_t 0.599] [lr 0.005000] +2024-03-31 19:45:10,833 - ==> Total time: 1 day, 19:39:51 Eta: 1 day, 20:22:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:45:15,276 - Train: 49.60% [112100/226000] [496.0/1000.0] [batch_t 0.606 (0.743)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:46:15,723 - Train: 49.65% [112200/226000] [496.5/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:47:16,157 - Train: 49.69% [112300/226000] [496.9/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 19:47:29,455 - ==> Total time: 1 day, 19:42:09 Eta: 1 day, 20:13:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:48:18,676 - Train: 49.73% [112400/226000] [497.3/1000.0] [batch_t 0.605 (0.611)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:49:19,129 - Train: 49.78% [112500/226000] [497.8/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 19:49:48,307 - ==> Total time: 1 day, 19:44:28 Eta: 1 day, 20:05:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:50:21,753 - Train: 49.82% [112600/226000] [498.2/1000.0] [batch_t 0.599 (0.615)] [data_t 0.002] [optim_t 0.597] [lr 0.005000] +2024-03-31 19:51:22,151 - Train: 49.87% [112700/226000] [498.7/1000.0] [batch_t 0.600 (0.604)] [data_t 0.002] [optim_t 0.598] [lr 0.005000] +2024-03-31 19:52:06,880 - ==> Total time: 1 day, 19:46:47 Eta: 1 day, 19:57:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 19:52:24,627 - Train: 49.91% [112800/226000] [499.1/1000.0] [batch_t 0.603 (0.625)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 19:53:25,025 - Train: 49.96% [112900/226000] [499.6/1000.0] [batch_t 0.602 (0.604)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 19:54:25,497 - Train: 50.00% [113000/226000] [500.0/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 19:54:37,066 - Test: 46.30% [50/108] [batch_t 0.215 (0.223)] +2024-03-31 19:54:47,629 - Test: 92.59% [100/108] [batch_t 0.213 (0.217)] +2024-03-31 19:54:49,256 - Test: 100.00% [108/108] [batch_t 0.175 (0.216)] +2024-03-31 19:55:09,434 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.696 (mAUROC_px) 2.595 (mAP_px) 0.356 (mF1_max_px) 11.490 (mAUPRO_px) 0.124 (mF1_px_0.2_0.8_0.1) 0.123 (mAcc_px_0.2_0.8_0.1) 0.124 (mIoU_px_0.2_0.8_0.1) 0.362 (mIoU_max_px) +2024-03-31 19:55:44,624 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.252 (mAUROC_px) 5.527 (mAP_px) 0.671 (mF1_max_px) 20.197 (mAUPRO_px) 0.231 (mF1_px_0.2_0.8_0.1) 0.226 (mAcc_px_0.2_0.8_0.1) 0.227 (mIoU_px_0.2_0.8_0.1) 0.678 (mIoU_max_px) +2024-03-31 19:56:14,580 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.287 (mAUROC_px) 4.798 (mAP_px) 0.580 (mF1_max_px) 16.947 (mAUPRO_px) 0.199 (mF1_px_0.2_0.8_0.1) 0.197 (mAcc_px_0.2_0.8_0.1) 0.197 (mIoU_px_0.2_0.8_0.1) 0.584 (mIoU_max_px) +2024-03-31 19:56:43,706 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.286 (mAUROC_px) 4.289 (mAP_px) 0.620 (mF1_max_px) 17.514 (mAUPRO_px) 0.220 (mF1_px_0.2_0.8_0.1) 0.215 (mAcc_px_0.2_0.8_0.1) 0.211 (mIoU_px_0.2_0.8_0.1) 0.616 (mIoU_max_px) +2024-03-31 19:57:02,541 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.721 (mAUROC_px) 2.773 (mAP_px) 0.356 (mF1_max_px) 11.126 (mAUPRO_px) 0.124 (mF1_px_0.2_0.8_0.1) 0.123 (mAcc_px_0.2_0.8_0.1) 0.125 (mIoU_px_0.2_0.8_0.1) 0.378 (mIoU_max_px) +2024-03-31 19:57:28,791 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.326 (mAUROC_px) 4.170 (mAP_px) 0.542 (mF1_max_px) 14.965 (mAUPRO_px) 0.186 (mF1_px_0.2_0.8_0.1) 0.177 (mAcc_px_0.2_0.8_0.1) 0.178 (mIoU_px_0.2_0.8_0.1) 0.528 (mIoU_max_px) +2024-03-31 19:57:58,250 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.113 (mAUROC_px) 4.649 (mAP_px) 0.587 (mF1_max_px) 16.745 (mAUPRO_px) 0.203 (mF1_px_0.2_0.8_0.1) 0.198 (mAcc_px_0.2_0.8_0.1) 0.198 (mIoU_px_0.2_0.8_0.1) 0.603 (mIoU_max_px) +2024-03-31 19:58:30,237 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.608 (mAUROC_px) 4.321 (mAP_px) 0.560 (mF1_max_px) 20.189 (mAUPRO_px) 0.193 (mF1_px_0.2_0.8_0.1) 0.190 (mAcc_px_0.2_0.8_0.1) 0.192 (mIoU_px_0.2_0.8_0.1) 0.567 (mIoU_max_px) +2024-03-31 19:59:12,970 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.598 (mAUROC_px) 6.577 (mAP_px) 0.800 (mF1_max_px) 24.882 (mAUPRO_px) 0.280 (mF1_px_0.2_0.8_0.1) 0.275 (mAcc_px_0.2_0.8_0.1) 0.273 (mIoU_px_0.2_0.8_0.1) 0.810 (mIoU_max_px) +2024-03-31 19:59:50,838 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.294 (mAUROC_px) 6.271 (mAP_px) 0.771 (mF1_max_px) 20.737 (mAUPRO_px) 0.264 (mF1_px_0.2_0.8_0.1) 0.264 (mAcc_px_0.2_0.8_0.1) 0.264 (mIoU_px_0.2_0.8_0.1) 0.776 (mIoU_max_px) +2024-03-31 20:00:21,545 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.669 (mAUROC_px) 4.481 (mAP_px) 0.565 (mF1_max_px) 18.736 (mAUPRO_px) 0.185 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.185 (mIoU_px_0.2_0.8_0.1) 0.538 (mIoU_max_px) +2024-03-31 20:00:30,185 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.475 (mAUROC_px) 1.102 (mAP_px) 0.189 (mF1_max_px) 5.446 (mAUPRO_px) 0.067 (mF1_px_0.2_0.8_0.1) 0.064 (mAcc_px_0.2_0.8_0.1) 0.064 (mIoU_px_0.2_0.8_0.1) 0.181 (mIoU_max_px) +2024-03-31 20:00:54,421 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.683 (mAUROC_px) 3.674 (mAP_px) 0.449 (mF1_max_px) 14.361 (mAUPRO_px) 0.160 (mF1_px_0.2_0.8_0.1) 0.159 (mAcc_px_0.2_0.8_0.1) 0.158 (mIoU_px_0.2_0.8_0.1) 0.455 (mIoU_max_px) +2024-03-31 20:01:14,979 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.650 (mAUROC_px) 2.874 (mAP_px) 0.354 (mF1_max_px) 12.834 (mAUPRO_px) 0.125 (mF1_px_0.2_0.8_0.1) 0.124 (mAcc_px_0.2_0.8_0.1) 0.123 (mIoU_px_0.2_0.8_0.1) 0.361 (mIoU_max_px) +2024-03-31 20:01:52,564 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.734 (mAUROC_px) 5.937 (mAP_px) 0.715 (mF1_max_px) 21.528 (mAUPRO_px) 0.247 (mF1_px_0.2_0.8_0.1) 0.243 (mAcc_px_0.2_0.8_0.1) 0.247 (mIoU_px_0.2_0.8_0.1) 0.729 (mIoU_max_px) +2024-03-31 20:01:52,587 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.732 | 98.908 (300 epoch) | 79.329 | 80.855 (300 epoch) | 76.371 | 77.674 (300 epoch) | 94.800 | 96.070 (300 epoch) | 48.680 | 51.291 (200 epoch) | 57.032 | 58.596 (450 epoch) | 35.406 | 37.861 (200 epoch) | 61.774 | 63.498 (300 epoch) | +| cable | 98.276 | 98.876 (200 epoch) | 99.024 | 99.297 (200 epoch) | 94.444 | 95.789 (200 epoch) | 95.484 | 95.830 (450 epoch) | 42.119 | 42.184 (450 epoch) | 47.967 | 48.109 (450 epoch) | 89.098 | 90.290 (450 epoch) | 25.374 | 25.600 (100 epoch) | 37.967 | 39.754 (250 epoch) | 15.430 | 15.456 (100 epoch) | 31.551 | 31.674 (450 epoch) | +| capsule | 94.535 | 94.535 (500 epoch) | 98.785 | 98.785 (500 epoch) | 94.545 | 94.884 (450 epoch) | 98.352 | 98.445 (400 epoch) | 43.046 | 44.073 (400 epoch) | 46.624 | 48.180 (400 epoch) | 91.862 | 93.766 (250 epoch) | 24.495 | 26.206 (100 epoch) | 26.231 | 31.021 (50 epoch) | 14.913 | 15.884 (100 epoch) | 30.399 | 31.735 (400 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.186 | 99.288 (150 epoch) | 59.877 | 66.029 (150 epoch) | 63.223 | 65.000 (150 epoch) | 96.506 | 97.482 (100 epoch) | 40.252 | 45.386 (100 epoch) | 59.005 | 67.287 (100 epoch) | 26.848 | 30.764 (100 epoch) | 46.224 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.212 | 99.212 (500 epoch) | 48.157 | 48.667 (300 epoch) | 48.093 | 48.389 (250 epoch) | 97.086 | 97.239 (200 epoch) | 30.070 | 31.333 (400 epoch) | 40.444 | 42.805 (50 epoch) | 18.630 | 19.424 (400 epoch) | 31.660 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.985 | 99.016 (350 epoch) | 64.159 | 64.795 (350 epoch) | 64.598 | 65.156 (350 epoch) | 95.669 | 95.740 (450 epoch) | 39.416 | 39.652 (300 epoch) | 70.569 | 73.361 (200 epoch) | 26.375 | 26.560 (350 epoch) | 47.708 | 48.320 (350 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.398 | 99.414 (350 epoch) | 50.146 | 50.401 (350 epoch) | 53.158 | 53.289 (450 epoch) | 98.574 | 98.724 (450 epoch) | 35.030 | 35.444 (450 epoch) | 74.951 | 75.078 (100 epoch) | 21.962 | 22.255 (450 epoch) | 36.201 | 36.322 (450 epoch) | +| metal_nut | 99.853 | 99.902 (450 epoch) | 99.966 | 99.977 (450 epoch) | 99.459 | 99.465 (150 epoch) | 96.852 | 96.924 (350 epoch) | 75.335 | 76.511 (350 epoch) | 79.238 | 79.556 (350 epoch) | 93.399 | 93.785 (400 epoch) | 44.714 | 46.004 (200 epoch) | 52.789 | 55.580 (50 epoch) | 32.521 | 33.448 (200 epoch) | 65.615 | 66.052 (350 epoch) | +| pill | 97.136 | 97.354 (250 epoch) | 99.503 | 99.531 (250 epoch) | 96.377 | 96.774 (250 epoch) | 97.466 | 97.466 (500 epoch) | 63.905 | 64.789 (350 epoch) | 66.664 | 66.664 (500 epoch) | 95.807 | 95.894 (300 epoch) | 33.754 | 34.414 (300 epoch) | 46.623 | 49.962 (150 epoch) | 22.592 | 22.980 (300 epoch) | 49.997 | 49.997 (500 epoch) | +| screw | 94.856 | 95.983 (400 epoch) | 97.918 | 98.330 (400 epoch) | 94.650 | 95.200 (400 epoch) | 99.391 | 99.468 (450 epoch) | 47.471 | 50.337 (400 epoch) | 49.634 | 50.872 (300 epoch) | 96.656 | 97.280 (300 epoch) | 26.098 | 27.192 (450 epoch) | 54.235 | 57.553 (50 epoch) | 16.092 | 16.898 (450 epoch) | 33.009 | 34.113 (300 epoch) | +| tile | 98.593 | 98.593 (500 epoch) | 99.471 | 99.471 (500 epoch) | 95.808 | 96.386 (400 epoch) | 93.683 | 93.894 (400 epoch) | 44.779 | 45.088 (350 epoch) | 54.267 | 55.377 (400 epoch) | 79.140 | 81.340 (350 epoch) | 31.312 | 31.523 (200 epoch) | 46.504 | 47.650 (200 epoch) | 19.827 | 19.960 (200 epoch) | 37.237 | 38.291 (400 epoch) | +| toothbrush | 98.056 | 98.611 (300 epoch) | 99.162 | 99.424 (300 epoch) | 98.361 | 98.361 (300 epoch) | 98.953 | 99.023 (200 epoch) | 47.568 | 49.029 (200 epoch) | 58.384 | 60.364 (300 epoch) | 91.858 | 92.411 (200 epoch) | 38.120 | 39.195 (250 epoch) | 64.521 | 66.713 (150 epoch) | 24.756 | 25.696 (250 epoch) | 41.227 | 43.230 (300 epoch) | +| transistor | 99.875 | 100.000 (450 epoch) | 99.818 | 100.000 (450 epoch) | 97.561 | 100.000 (450 epoch) | 96.482 | 96.614 (350 epoch) | 69.136 | 69.715 (350 epoch) | 66.478 | 67.126 (450 epoch) | 86.997 | 88.321 (50 epoch) | 37.240 | 40.077 (450 epoch) | 38.143 | 42.896 (50 epoch) | 25.196 | 27.052 (450 epoch) | 49.789 | 50.519 (450 epoch) | +| wood | 98.684 | 99.035 (300 epoch) | 99.605 | 99.706 (300 epoch) | 96.667 | 96.774 (50 epoch) | 94.427 | 94.465 (400 epoch) | 45.231 | 47.681 (100 epoch) | 47.676 | 49.041 (100 epoch) | 90.666 | 92.390 (50 epoch) | 30.881 | 32.642 (100 epoch) | 57.405 | 59.608 (50 epoch) | 19.072 | 20.275 (100 epoch) | 31.299 | 32.486 (100 epoch) | +| zipper | 99.606 | 99.606 (500 epoch) | 99.898 | 99.898 (500 epoch) | 98.305 | 98.305 (500 epoch) | 98.300 | 98.428 (450 epoch) | 59.549 | 60.405 (450 epoch) | 61.033 | 61.682 (450 epoch) | 94.053 | 94.660 (200 epoch) | 30.951 | 32.029 (300 epoch) | 36.097 | 38.606 (150 epoch) | 20.202 | 20.854 (350 epoch) | 43.920 | 44.595 (450 epoch) | +| Avg | 98.626 | 98.626 (500 epoch) | 99.542 | 99.558 (450 epoch) | 97.708 | 97.838 (450 epoch) | 97.660 | 97.714 (400 epoch) | 55.987 | 56.621 (350 epoch) | 58.894 | 59.244 (450 epoch) | 92.811 | 93.245 (350 epoch) | 34.426 | 34.960 (350 epoch) | 50.834 | 52.378 (50 epoch) | 22.655 | 23.075 (350 epoch) | 42.507 | 42.840 (450 epoch) | +2024-03-31 20:01:52,867 - ==> Total time: 1 day, 19:56:33 Eta: 1 day, 19:56:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:04:18,101 - Train: 50.04% [113100/226000] [500.4/1000.0] [batch_t 1.425 (1.434)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-03-31 20:06:40,787 - Train: 50.09% [113200/226000] [500.9/1000.0] [batch_t 1.442 (1.427)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 20:07:17,962 - ==> Total time: 1 day, 20:01:58 Eta: 1 day, 19:51:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:09:06,009 - Train: 50.13% [113300/226000] [501.3/1000.0] [batch_t 1.451 (1.439)] [data_t 0.002] [optim_t 1.449] [lr 0.005000] +2024-03-31 20:11:28,929 - Train: 50.18% [113400/226000] [501.8/1000.0] [batch_t 1.438 (1.429)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 20:12:43,289 - ==> Total time: 1 day, 20:07:23 Eta: 1 day, 19:46:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:13:53,858 - Train: 50.22% [113500/226000] [502.2/1000.0] [batch_t 1.426 (1.439)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-03-31 20:16:16,869 - Train: 50.27% [113600/226000] [502.7/1000.0] [batch_t 1.430 (1.430)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 20:18:08,355 - ==> Total time: 1 day, 20:12:48 Eta: 1 day, 19:41:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:18:41,937 - Train: 50.31% [113700/226000] [503.1/1000.0] [batch_t 1.446 (1.456)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-03-31 20:21:04,671 - Train: 50.35% [113800/226000] [503.5/1000.0] [batch_t 1.431 (1.427)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 20:23:27,402 - Train: 50.40% [113900/226000] [504.0/1000.0] [batch_t 1.422 (1.427)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-03-31 20:23:33,157 - ==> Total time: 1 day, 20:18:13 Eta: 1 day, 19:36:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:25:52,483 - Train: 50.44% [114000/226000] [504.4/1000.0] [batch_t 1.429 (1.435)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-03-31 20:28:15,330 - Train: 50.49% [114100/226000] [504.9/1000.0] [batch_t 1.421 (1.428)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-03-31 20:28:58,233 - ==> Total time: 1 day, 20:23:38 Eta: 1 day, 19:30:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:30:40,398 - Train: 50.53% [114200/226000] [505.3/1000.0] [batch_t 1.424 (1.438)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-31 20:33:03,225 - Train: 50.58% [114300/226000] [505.8/1000.0] [batch_t 1.429 (1.428)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-03-31 20:34:23,042 - ==> Total time: 1 day, 20:29:03 Eta: 1 day, 19:25:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:35:28,091 - Train: 50.62% [114400/226000] [506.2/1000.0] [batch_t 1.424 (1.444)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-03-31 20:37:51,076 - Train: 50.66% [114500/226000] [506.6/1000.0] [batch_t 1.427 (1.430)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 20:39:48,183 - ==> Total time: 1 day, 20:34:28 Eta: 1 day, 19:20:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:40:16,121 - Train: 50.71% [114600/226000] [507.1/1000.0] [batch_t 1.444 (1.463)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-31 20:42:38,915 - Train: 50.75% [114700/226000] [507.5/1000.0] [batch_t 1.428 (1.428)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-03-31 20:45:01,835 - Train: 50.80% [114800/226000] [508.0/1000.0] [batch_t 1.395 (1.429)] [data_t 0.002] [optim_t 1.393] [lr 0.005000] +2024-03-31 20:45:13,264 - ==> Total time: 1 day, 20:39:53 Eta: 1 day, 19:15:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:47:26,961 - Train: 50.84% [114900/226000] [508.4/1000.0] [batch_t 1.444 (1.436)] [data_t 0.002] [optim_t 1.441] [lr 0.005000] +2024-03-31 20:49:50,062 - Train: 50.88% [115000/226000] [508.8/1000.0] [batch_t 1.389 (1.431)] [data_t 0.002] [optim_t 1.387] [lr 0.005000] +2024-03-31 20:50:38,684 - ==> Total time: 1 day, 20:45:18 Eta: 1 day, 19:10:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:52:15,176 - Train: 50.93% [115100/226000] [509.3/1000.0] [batch_t 1.428 (1.439)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 20:54:38,049 - Train: 50.97% [115200/226000] [509.7/1000.0] [batch_t 1.437 (1.429)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 20:56:03,728 - ==> Total time: 1 day, 20:50:43 Eta: 1 day, 19:05:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:57:03,149 - Train: 51.02% [115300/226000] [510.2/1000.0] [batch_t 1.431 (1.443)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-03-31 20:58:51,197 - Train: 51.06% [115400/226000] [510.6/1000.0] [batch_t 0.604 (1.080)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 20:59:43,238 - ==> Total time: 1 day, 20:54:23 Eta: 1 day, 18:58:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 20:59:53,941 - Train: 51.11% [115500/226000] [511.1/1000.0] [batch_t 0.603 (0.642)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 21:00:54,417 - Train: 51.15% [115600/226000] [511.5/1000.0] [batch_t 0.605 (0.605)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:01:54,874 - Train: 51.19% [115700/226000] [511.9/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:02:02,145 - ==> Total time: 1 day, 20:56:42 Eta: 1 day, 18:50:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:02:58,356 - Train: 51.24% [115800/226000] [512.4/1000.0] [batch_t 0.604 (0.611)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:03:58,881 - Train: 51.28% [115900/226000] [512.8/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:04:21,884 - ==> Total time: 1 day, 20:59:02 Eta: 1 day, 18:42:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:05:01,654 - Train: 51.33% [116000/226000] [513.3/1000.0] [batch_t 0.607 (0.613)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:06:02,328 - Train: 51.37% [116100/226000] [513.7/1000.0] [batch_t 0.609 (0.607)] [data_t 0.002] [optim_t 0.607] [lr 0.005000] +2024-03-31 21:06:41,086 - ==> Total time: 1 day, 21:01:21 Eta: 1 day, 18:34:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:07:04,937 - Train: 51.42% [116200/226000] [514.2/1000.0] [batch_t 0.607 (0.621)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:08:05,415 - Train: 51.46% [116300/226000] [514.6/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:08:59,797 - ==> Total time: 1 day, 21:03:39 Eta: 1 day, 18:26:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:09:08,102 - Train: 51.50% [116400/226000] [515.0/1000.0] [batch_t 0.602 (0.663)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 21:10:08,596 - Train: 51.55% [116500/226000] [515.5/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:11:09,230 - Train: 51.59% [116600/226000] [515.9/1000.0] [batch_t 0.608 (0.606)] [data_t 0.002] [optim_t 0.606] [lr 0.005000] +2024-03-31 21:11:18,926 - ==> Total time: 1 day, 21:05:59 Eta: 1 day, 18:18:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:12:11,840 - Train: 51.64% [116700/226000] [516.4/1000.0] [batch_t 0.606 (0.612)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:13:12,354 - Train: 51.68% [116800/226000] [516.8/1000.0] [batch_t 0.607 (0.605)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:13:37,772 - ==> Total time: 1 day, 21:08:17 Eta: 1 day, 18:10:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:14:14,896 - Train: 51.73% [116900/226000] [517.3/1000.0] [batch_t 0.607 (0.615)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:15:15,385 - Train: 51.77% [117000/226000] [517.7/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:15:56,514 - ==> Total time: 1 day, 21:10:36 Eta: 1 day, 18:02:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:16:18,093 - Train: 51.81% [117100/226000] [518.1/1000.0] [batch_t 0.607 (0.620)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:17:18,555 - Train: 51.86% [117200/226000] [518.6/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:18:15,396 - ==> Total time: 1 day, 21:12:55 Eta: 1 day, 17:54:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:18:21,139 - Train: 51.90% [117300/226000] [519.0/1000.0] [batch_t 0.607 (0.705)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:19:21,649 - Train: 51.95% [117400/226000] [519.5/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:20:22,124 - Train: 51.99% [117500/226000] [519.9/1000.0] [batch_t 0.597 (0.605)] [data_t 0.002] [optim_t 0.595] [lr 0.005000] +2024-03-31 21:20:34,226 - ==> Total time: 1 day, 21:15:14 Eta: 1 day, 17:46:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:21:24,866 - Train: 52.04% [117600/226000] [520.4/1000.0] [batch_t 0.606 (0.612)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:22:25,383 - Train: 52.08% [117700/226000] [520.8/1000.0] [batch_t 0.599 (0.605)] [data_t 0.002] [optim_t 0.596] [lr 0.005000] +2024-03-31 21:22:53,189 - ==> Total time: 1 day, 21:17:33 Eta: 1 day, 17:38:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:23:27,985 - Train: 52.12% [117800/226000] [521.2/1000.0] [batch_t 0.603 (0.616)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:24:28,466 - Train: 52.17% [117900/226000] [521.7/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:25:12,283 - ==> Total time: 1 day, 21:19:52 Eta: 1 day, 17:30:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:25:34,791 - Train: 52.21% [118000/226000] [522.1/1000.0] [batch_t 0.605 (0.642)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:26:35,304 - Train: 52.26% [118100/226000] [522.6/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:27:34,676 - ==> Total time: 1 day, 21:22:14 Eta: 1 day, 17:22:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:27:38,566 - Train: 52.30% [118200/226000] [523.0/1000.0] [batch_t 0.604 (0.890)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:28:39,041 - Train: 52.35% [118300/226000] [523.5/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:29:39,515 - Train: 52.39% [118400/226000] [523.9/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:29:54,041 - ==> Total time: 1 day, 21:24:34 Eta: 1 day, 17:14:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:30:44,601 - Train: 52.43% [118500/226000] [524.3/1000.0] [batch_t 0.604 (0.611)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:31:53,581 - Train: 52.48% [118600/226000] [524.8/1000.0] [batch_t 0.604 (0.690)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:32:24,077 - ==> Total time: 1 day, 21:27:04 Eta: 1 day, 17:07:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:32:59,019 - Train: 52.52% [118700/226000] [525.2/1000.0] [batch_t 0.608 (0.621)] [data_t 0.002] [optim_t 0.606] [lr 0.005000] +2024-03-31 21:33:59,498 - Train: 52.57% [118800/226000] [525.7/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:34:50,580 - ==> Total time: 1 day, 21:29:30 Eta: 1 day, 16:59:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:35:09,326 - Train: 52.61% [118900/226000] [526.1/1000.0] [batch_t 0.606 (0.658)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:36:09,815 - Train: 52.65% [119000/226000] [526.5/1000.0] [batch_t 0.608 (0.605)] [data_t 0.003] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:37:10,327 - Train: 52.70% [119100/226000] [527.0/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 21:37:11,546 - ==> Total time: 1 day, 21:31:51 Eta: 1 day, 16:51:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:38:14,238 - Train: 52.74% [119200/226000] [527.4/1000.0] [batch_t 0.607 (0.611)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:39:14,721 - Train: 52.79% [119300/226000] [527.9/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:39:31,648 - ==> Total time: 1 day, 21:34:11 Eta: 1 day, 16:44:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:40:19,290 - Train: 52.83% [119400/226000] [528.3/1000.0] [batch_t 0.604 (0.613)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:41:19,738 - Train: 52.88% [119500/226000] [528.8/1000.0] [batch_t 0.602 (0.604)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 21:41:52,381 - ==> Total time: 1 day, 21:36:32 Eta: 1 day, 16:36:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:42:24,154 - Train: 52.92% [119600/226000] [529.2/1000.0] [batch_t 0.607 (0.615)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:43:24,794 - Train: 52.96% [119700/226000] [529.6/1000.0] [batch_t 0.606 (0.606)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:44:13,217 - ==> Total time: 1 day, 21:38:53 Eta: 1 day, 16:28:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:44:28,494 - Train: 53.01% [119800/226000] [530.1/1000.0] [batch_t 0.605 (0.633)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:45:28,967 - Train: 53.05% [119900/226000] [530.5/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:46:29,464 - Train: 53.10% [120000/226000] [531.0/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:46:33,102 - ==> Total time: 1 day, 21:41:13 Eta: 1 day, 16:21:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:47:31,999 - Train: 53.14% [120100/226000] [531.4/1000.0] [batch_t 0.605 (0.611)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 21:48:32,598 - Train: 53.19% [120200/226000] [531.9/1000.0] [batch_t 0.604 (0.606)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:48:51,944 - ==> Total time: 1 day, 21:43:32 Eta: 1 day, 16:13:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:49:35,338 - Train: 53.23% [120300/226000] [532.3/1000.0] [batch_t 0.607 (0.614)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 21:50:35,875 - Train: 53.27% [120400/226000] [532.7/1000.0] [batch_t 0.607 (0.605)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:51:10,984 - ==> Total time: 1 day, 21:45:51 Eta: 1 day, 16:05:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:51:38,657 - Train: 53.32% [120500/226000] [533.2/1000.0] [batch_t 0.604 (0.618)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:52:39,148 - Train: 53.36% [120600/226000] [533.6/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:53:30,105 - ==> Total time: 1 day, 21:48:10 Eta: 1 day, 15:58:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:53:41,960 - Train: 53.41% [120700/226000] [534.1/1000.0] [batch_t 0.609 (0.648)] [data_t 0.002] [optim_t 0.607] [lr 0.005000] +2024-03-31 21:54:42,417 - Train: 53.45% [120800/226000] [534.5/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:55:42,907 - Train: 53.50% [120900/226000] [535.0/1000.0] [batch_t 0.610 (0.605)] [data_t 0.002] [optim_t 0.607] [lr 0.005000] +2024-03-31 21:55:48,961 - ==> Total time: 1 day, 21:50:29 Eta: 1 day, 15:50:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:56:45,498 - Train: 53.54% [121000/226000] [535.4/1000.0] [batch_t 0.604 (0.611)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 21:57:46,052 - Train: 53.58% [121100/226000] [535.8/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:58:07,817 - ==> Total time: 1 day, 21:52:48 Eta: 1 day, 15:43:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 21:58:48,715 - Train: 53.63% [121200/226000] [536.3/1000.0] [batch_t 0.607 (0.616)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 21:59:49,193 - Train: 53.67% [121300/226000] [536.7/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 22:00:26,699 - ==> Total time: 1 day, 21:55:06 Eta: 1 day, 15:35:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:00:52,234 - Train: 53.72% [121400/226000] [537.2/1000.0] [batch_t 0.606 (0.617)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 22:01:52,738 - Train: 53.76% [121500/226000] [537.6/1000.0] [batch_t 0.608 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 22:02:45,990 - ==> Total time: 1 day, 21:57:26 Eta: 1 day, 15:27:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:02:55,541 - Train: 53.81% [121600/226000] [538.1/1000.0] [batch_t 0.604 (0.669)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:03:56,061 - Train: 53.85% [121700/226000] [538.5/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 22:04:56,558 - Train: 53.89% [121800/226000] [538.9/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 22:05:05,041 - ==> Total time: 1 day, 21:59:45 Eta: 1 day, 15:20:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:05:59,214 - Train: 53.94% [121900/226000] [539.4/1000.0] [batch_t 0.606 (0.611)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 22:06:59,692 - Train: 53.98% [122000/226000] [539.8/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 22:07:23,888 - ==> Total time: 1 day, 22:02:04 Eta: 1 day, 15:12:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:08:02,387 - Train: 54.03% [122100/226000] [540.3/1000.0] [batch_t 0.604 (0.615)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:09:02,868 - Train: 54.07% [122200/226000] [540.7/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:09:42,778 - ==> Total time: 1 day, 22:04:22 Eta: 1 day, 15:05:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:10:05,498 - Train: 54.12% [122300/226000] [541.2/1000.0] [batch_t 0.605 (0.621)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 22:11:05,958 - Train: 54.16% [122400/226000] [541.6/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 22:12:01,602 - ==> Total time: 1 day, 22:06:41 Eta: 1 day, 14:57:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:12:09,782 - Train: 54.20% [122500/226000] [542.0/1000.0] [batch_t 0.608 (0.671)] [data_t 0.002] [optim_t 0.606] [lr 0.005000] +2024-03-31 22:13:10,337 - Train: 54.25% [122600/226000] [542.5/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:14:10,829 - Train: 54.29% [122700/226000] [542.9/1000.0] [batch_t 0.608 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 22:14:21,730 - ==> Total time: 1 day, 22:09:01 Eta: 1 day, 14:50:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:15:13,237 - Train: 54.34% [122800/226000] [543.4/1000.0] [batch_t 0.605 (0.610)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 22:16:13,665 - Train: 54.38% [122900/226000] [543.8/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:16:40,251 - ==> Total time: 1 day, 22:11:20 Eta: 1 day, 14:43:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:17:16,114 - Train: 54.42% [123000/226000] [544.2/1000.0] [batch_t 0.605 (0.613)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 22:18:16,726 - Train: 54.47% [123100/226000] [544.7/1000.0] [batch_t 0.607 (0.606)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-03-31 22:18:59,075 - ==> Total time: 1 day, 22:13:39 Eta: 1 day, 14:35:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:19:19,336 - Train: 54.51% [123200/226000] [545.1/1000.0] [batch_t 0.609 (0.625)] [data_t 0.002] [optim_t 0.607] [lr 0.005000] +2024-03-31 22:20:19,808 - Train: 54.56% [123300/226000] [545.6/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-03-31 22:21:17,888 - ==> Total time: 1 day, 22:15:58 Eta: 1 day, 14:28:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:21:22,417 - Train: 54.60% [123400/226000] [546.0/1000.0] [batch_t 0.608 (0.752)] [data_t 0.002] [optim_t 0.606] [lr 0.005000] +2024-03-31 22:22:22,866 - Train: 54.65% [123500/226000] [546.5/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 22:23:23,324 - Train: 54.69% [123600/226000] [546.9/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-03-31 22:23:36,641 - ==> Total time: 1 day, 22:18:16 Eta: 1 day, 14:20:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:24:26,235 - Train: 54.73% [123700/226000] [547.3/1000.0] [batch_t 0.604 (0.612)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:25:26,700 - Train: 54.78% [123800/226000] [547.8/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 22:25:56,466 - ==> Total time: 1 day, 22:20:36 Eta: 1 day, 14:13:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:26:33,356 - Train: 54.82% [123900/226000] [548.2/1000.0] [batch_t 0.599 (0.647)] [data_t 0.002] [optim_t 0.597] [lr 0.005000] +2024-03-31 22:27:33,804 - Train: 54.87% [124000/226000] [548.7/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-03-31 22:28:18,587 - ==> Total time: 1 day, 22:22:58 Eta: 1 day, 14:06:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:28:37,706 - Train: 54.91% [124100/226000] [549.1/1000.0] [batch_t 0.604 (0.626)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:29:38,305 - Train: 54.96% [124200/226000] [549.6/1000.0] [batch_t 0.602 (0.606)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-03-31 22:30:39,341 - Train: 55.00% [124300/226000] [550.0/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-03-31 22:31:34,416 - Test: 46.30% [50/108] [batch_t 1.608 (1.091)] +2024-03-31 22:32:32,064 - Test: 92.59% [100/108] [batch_t 0.210 (1.122)] +2024-03-31 22:32:36,814 - Test: 100.00% [108/108] [batch_t 0.175 (1.083)] +2024-03-31 22:32:57,740 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.581 (mAUROC_px) 2.501 (mAP_px) 0.364 (mF1_max_px) 12.445 (mAUPRO_px) 0.126 (mF1_px_0.2_0.8_0.1) 0.125 (mAcc_px_0.2_0.8_0.1) 0.124 (mIoU_px_0.2_0.8_0.1) 0.362 (mIoU_max_px) +2024-03-31 22:33:33,760 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.508 (mAUROC_px) 5.678 (mAP_px) 0.675 (mF1_max_px) 20.578 (mAUPRO_px) 0.231 (mF1_px_0.2_0.8_0.1) 0.229 (mAcc_px_0.2_0.8_0.1) 0.240 (mIoU_px_0.2_0.8_0.1) 0.695 (mIoU_max_px) +2024-03-31 22:34:04,673 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.556 (mAUROC_px) 4.947 (mAP_px) 0.599 (mF1_max_px) 17.428 (mAUPRO_px) 0.204 (mF1_px_0.2_0.8_0.1) 0.205 (mAcc_px_0.2_0.8_0.1) 0.202 (mIoU_px_0.2_0.8_0.1) 0.591 (mIoU_max_px) +2024-03-31 22:34:31,940 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.637 (mAUROC_px) 4.305 (mAP_px) 0.528 (mF1_max_px) 15.575 (mAUPRO_px) 0.180 (mF1_px_0.2_0.8_0.1) 0.176 (mAcc_px_0.2_0.8_0.1) 0.181 (mIoU_px_0.2_0.8_0.1) 0.528 (mIoU_max_px) +2024-03-31 22:34:49,812 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.388 (mAUROC_px) 2.410 (mAP_px) 0.363 (mF1_max_px) 10.900 (mAUPRO_px) 0.119 (mF1_px_0.2_0.8_0.1) 0.127 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.337 (mIoU_max_px) +2024-03-31 22:35:15,744 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.214 (mAUROC_px) 3.911 (mAP_px) 0.502 (mF1_max_px) 15.164 (mAUPRO_px) 0.175 (mF1_px_0.2_0.8_0.1) 0.167 (mAcc_px_0.2_0.8_0.1) 0.167 (mIoU_px_0.2_0.8_0.1) 0.489 (mIoU_max_px) +2024-03-31 22:35:44,503 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.078 (mAUROC_px) 4.433 (mAP_px) 0.566 (mF1_max_px) 16.198 (mAUPRO_px) 0.223 (mF1_px_0.2_0.8_0.1) 0.223 (mAcc_px_0.2_0.8_0.1) 0.217 (mIoU_px_0.2_0.8_0.1) 0.657 (mIoU_max_px) +2024-03-31 22:36:15,942 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.539 (mAUROC_px) 4.132 (mAP_px) 0.518 (mF1_max_px) 20.025 (mAUPRO_px) 0.176 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.174 (mIoU_px_0.2_0.8_0.1) 0.522 (mIoU_max_px) +2024-03-31 22:36:57,482 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.392 (mAUROC_px) 6.292 (mAP_px) 0.767 (mF1_max_px) 24.341 (mAUPRO_px) 0.257 (mF1_px_0.2_0.8_0.1) 0.258 (mAcc_px_0.2_0.8_0.1) 0.256 (mIoU_px_0.2_0.8_0.1) 0.749 (mIoU_max_px) +2024-03-31 22:37:35,078 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.978 (mAUROC_px) 5.926 (mAP_px) 0.736 (mF1_max_px) 21.022 (mAUPRO_px) 0.287 (mF1_px_0.2_0.8_0.1) 0.287 (mAcc_px_0.2_0.8_0.1) 0.293 (mIoU_px_0.2_0.8_0.1) 0.844 (mIoU_max_px) +2024-03-31 22:38:05,399 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.876 (mAUROC_px) 4.431 (mAP_px) 0.536 (mF1_max_px) 18.222 (mAUPRO_px) 0.180 (mF1_px_0.2_0.8_0.1) 0.183 (mAcc_px_0.2_0.8_0.1) 0.189 (mIoU_px_0.2_0.8_0.1) 0.541 (mIoU_max_px) +2024-03-31 22:38:13,960 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.534 (mAUROC_px) 1.098 (mAP_px) 0.179 (mF1_max_px) 5.040 (mAUPRO_px) 0.068 (mF1_px_0.2_0.8_0.1) 0.063 (mAcc_px_0.2_0.8_0.1) 0.063 (mIoU_px_0.2_0.8_0.1) 0.181 (mIoU_max_px) +2024-03-31 22:38:37,906 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.791 (mAUROC_px) 3.711 (mAP_px) 0.453 (mF1_max_px) 13.943 (mAUPRO_px) 0.155 (mF1_px_0.2_0.8_0.1) 0.158 (mAcc_px_0.2_0.8_0.1) 0.155 (mIoU_px_0.2_0.8_0.1) 0.449 (mIoU_max_px) +2024-03-31 22:38:57,847 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.641 (mAUROC_px) 2.838 (mAP_px) 0.347 (mF1_max_px) 12.287 (mAUPRO_px) 0.122 (mF1_px_0.2_0.8_0.1) 0.123 (mAcc_px_0.2_0.8_0.1) 0.122 (mIoU_px_0.2_0.8_0.1) 0.353 (mIoU_max_px) +2024-03-31 22:39:34,871 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.855 (mAUROC_px) 5.887 (mAP_px) 0.693 (mF1_max_px) 20.934 (mAUPRO_px) 0.241 (mF1_px_0.2_0.8_0.1) 0.251 (mAcc_px_0.2_0.8_0.1) 0.246 (mIoU_px_0.2_0.8_0.1) 0.721 (mIoU_max_px) +2024-03-31 22:39:34,892 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.596 | 98.908 (300 epoch) | 78.640 | 80.855 (300 epoch) | 75.276 | 77.674 (300 epoch) | 94.721 | 96.070 (300 epoch) | 49.227 | 51.291 (200 epoch) | 58.677 | 58.677 (550 epoch) | 35.482 | 37.861 (200 epoch) | 60.354 | 63.498 (300 epoch) | +| cable | 98.407 | 98.876 (200 epoch) | 99.120 | 99.297 (200 epoch) | 95.238 | 95.789 (200 epoch) | 95.760 | 95.830 (450 epoch) | 42.924 | 42.924 (550 epoch) | 48.557 | 48.557 (550 epoch) | 89.603 | 90.290 (450 epoch) | 25.817 | 25.817 (550 epoch) | 38.781 | 39.754 (250 epoch) | 15.755 | 15.755 (550 epoch) | 32.063 | 32.063 (550 epoch) | +| capsule | 93.059 | 94.535 (500 epoch) | 98.482 | 98.785 (500 epoch) | 93.636 | 94.884 (450 epoch) | 98.413 | 98.445 (400 epoch) | 43.515 | 44.073 (400 epoch) | 46.982 | 48.180 (400 epoch) | 91.879 | 93.766 (250 epoch) | 24.078 | 26.206 (100 epoch) | 25.618 | 31.021 (50 epoch) | 14.684 | 15.884 (100 epoch) | 30.704 | 31.735 (400 epoch) | +| carpet | 99.960 | 99.960 (100 epoch) | 99.988 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.185 | 99.288 (150 epoch) | 60.149 | 66.029 (150 epoch) | 63.205 | 65.000 (150 epoch) | 96.539 | 97.482 (100 epoch) | 39.246 | 45.386 (100 epoch) | 56.083 | 67.287 (100 epoch) | 26.152 | 30.764 (100 epoch) | 46.204 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.199 | 99.212 (500 epoch) | 47.856 | 48.667 (300 epoch) | 47.872 | 48.389 (250 epoch) | 96.747 | 97.239 (200 epoch) | 30.759 | 31.333 (400 epoch) | 41.633 | 42.805 (50 epoch) | 19.057 | 19.424 (400 epoch) | 31.468 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 99.002 | 99.016 (350 epoch) | 64.442 | 64.795 (350 epoch) | 64.536 | 65.156 (350 epoch) | 95.511 | 95.740 (450 epoch) | 39.256 | 39.652 (300 epoch) | 70.846 | 73.361 (200 epoch) | 26.295 | 26.560 (350 epoch) | 47.641 | 48.320 (350 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.414 | 99.414 (350 epoch) | 51.498 | 51.498 (550 epoch) | 53.777 | 53.777 (550 epoch) | 98.770 | 98.770 (550 epoch) | 35.684 | 35.684 (550 epoch) | 75.266 | 75.266 (550 epoch) | 22.465 | 22.465 (550 epoch) | 36.778 | 36.778 (550 epoch) | +| metal_nut | 99.902 | 99.902 (450 epoch) | 99.977 | 99.977 (550 epoch) | 99.459 | 99.465 (150 epoch) | 96.946 | 96.946 (550 epoch) | 76.038 | 76.511 (350 epoch) | 79.470 | 79.556 (350 epoch) | 93.938 | 93.938 (550 epoch) | 45.267 | 46.004 (200 epoch) | 53.928 | 55.580 (50 epoch) | 32.881 | 33.448 (200 epoch) | 65.934 | 66.052 (350 epoch) | +| pill | 97.463 | 97.463 (550 epoch) | 99.546 | 99.546 (550 epoch) | 96.429 | 96.774 (250 epoch) | 97.519 | 97.519 (550 epoch) | 64.643 | 64.789 (350 epoch) | 67.267 | 67.267 (550 epoch) | 95.688 | 95.894 (300 epoch) | 33.247 | 34.414 (300 epoch) | 45.917 | 49.962 (150 epoch) | 22.334 | 22.980 (300 epoch) | 50.679 | 50.679 (550 epoch) | +| screw | 94.692 | 95.983 (400 epoch) | 97.939 | 98.330 (400 epoch) | 94.650 | 95.200 (400 epoch) | 99.434 | 99.468 (450 epoch) | 49.033 | 50.337 (400 epoch) | 50.250 | 50.872 (300 epoch) | 97.139 | 97.280 (300 epoch) | 26.606 | 27.192 (450 epoch) | 53.509 | 57.553 (50 epoch) | 16.497 | 16.898 (450 epoch) | 33.556 | 34.113 (300 epoch) | +| tile | 98.016 | 98.593 (500 epoch) | 99.279 | 99.471 (500 epoch) | 95.758 | 96.386 (400 epoch) | 93.854 | 93.894 (400 epoch) | 45.643 | 45.643 (550 epoch) | 55.431 | 55.431 (550 epoch) | 80.459 | 81.340 (350 epoch) | 30.484 | 31.523 (200 epoch) | 44.796 | 47.650 (200 epoch) | 19.379 | 19.960 (200 epoch) | 38.342 | 38.342 (550 epoch) | +| toothbrush | 98.056 | 98.611 (300 epoch) | 99.195 | 99.424 (300 epoch) | 96.774 | 98.361 (300 epoch) | 98.959 | 99.023 (200 epoch) | 47.640 | 49.029 (200 epoch) | 59.408 | 60.364 (300 epoch) | 91.590 | 92.411 (200 epoch) | 37.796 | 39.195 (250 epoch) | 63.741 | 66.713 (150 epoch) | 24.608 | 25.696 (250 epoch) | 42.255 | 43.230 (300 epoch) | +| transistor | 99.792 | 100.000 (450 epoch) | 99.722 | 100.000 (450 epoch) | 98.734 | 100.000 (450 epoch) | 96.577 | 96.614 (350 epoch) | 69.514 | 69.715 (350 epoch) | 66.253 | 67.126 (450 epoch) | 86.172 | 88.321 (50 epoch) | 38.111 | 40.077 (450 epoch) | 39.468 | 42.896 (50 epoch) | 25.776 | 27.052 (450 epoch) | 49.537 | 50.519 (450 epoch) | +| wood | 98.158 | 99.035 (300 epoch) | 99.418 | 99.706 (300 epoch) | 96.000 | 96.774 (50 epoch) | 94.624 | 94.624 (550 epoch) | 46.932 | 47.681 (100 epoch) | 49.021 | 49.041 (100 epoch) | 90.058 | 92.390 (50 epoch) | 31.270 | 32.642 (100 epoch) | 58.076 | 59.608 (50 epoch) | 19.414 | 20.275 (100 epoch) | 32.468 | 32.486 (100 epoch) | +| zipper | 99.632 | 99.632 (550 epoch) | 99.904 | 99.904 (550 epoch) | 98.333 | 98.333 (550 epoch) | 98.302 | 98.428 (450 epoch) | 60.480 | 60.480 (550 epoch) | 61.241 | 61.682 (450 epoch) | 94.302 | 94.660 (200 epoch) | 31.360 | 32.029 (300 epoch) | 36.839 | 38.606 (150 epoch) | 20.537 | 20.854 (350 epoch) | 44.135 | 44.595 (450 epoch) | +| Avg | 98.476 | 98.626 (500 epoch) | 99.505 | 99.558 (450 epoch) | 97.630 | 97.838 (450 epoch) | 97.719 | 97.719 (550 epoch) | 56.597 | 56.621 (350 epoch) | 59.236 | 59.244 (450 epoch) | 92.874 | 93.245 (350 epoch) | 34.547 | 34.960 (350 epoch) | 50.879 | 52.378 (50 epoch) | 22.754 | 23.075 (350 epoch) | 42.808 | 42.840 (450 epoch) | +2024-03-31 22:39:35,193 - ==> Total time: 1 day, 22:34:15 Eta: 1 day, 14:06:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:42:06,448 - Train: 55.04% [124400/226000] [550.4/1000.0] [batch_t 1.458 (1.461)] [data_t 0.003] [optim_t 1.454] [lr 0.005000] +2024-03-31 22:44:29,654 - Train: 55.09% [124500/226000] [550.9/1000.0] [batch_t 1.422 (1.432)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-03-31 22:45:06,849 - ==> Total time: 1 day, 22:39:47 Eta: 1 day, 14:01:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:46:54,635 - Train: 55.13% [124600/226000] [551.3/1000.0] [batch_t 1.433 (1.435)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-03-31 22:49:17,406 - Train: 55.18% [124700/226000] [551.8/1000.0] [batch_t 1.443 (1.428)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-03-31 22:50:31,737 - ==> Total time: 1 day, 22:45:11 Eta: 1 day, 13:56:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:51:42,297 - Train: 55.22% [124800/226000] [552.2/1000.0] [batch_t 1.437 (1.437)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 22:54:04,989 - Train: 55.27% [124900/226000] [552.7/1000.0] [batch_t 1.437 (1.427)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-03-31 22:55:56,315 - ==> Total time: 1 day, 22:50:36 Eta: 1 day, 13:51:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 22:56:29,897 - Train: 55.31% [125000/226000] [553.1/1000.0] [batch_t 1.429 (1.453)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-03-31 22:58:52,540 - Train: 55.35% [125100/226000] [553.5/1000.0] [batch_t 1.427 (1.426)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 23:01:15,231 - Train: 55.40% [125200/226000] [554.0/1000.0] [batch_t 1.442 (1.427)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-03-31 23:01:20,946 - ==> Total time: 1 day, 22:56:01 Eta: 1 day, 13:47:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:03:40,134 - Train: 55.44% [125300/226000] [554.4/1000.0] [batch_t 1.421 (1.434)] [data_t 0.003] [optim_t 1.418] [lr 0.005000] +2024-03-31 23:06:03,017 - Train: 55.49% [125400/226000] [554.9/1000.0] [batch_t 1.425 (1.429)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-03-31 23:06:45,832 - ==> Total time: 1 day, 23:01:26 Eta: 1 day, 13:42:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:08:27,907 - Train: 55.53% [125500/226000] [555.3/1000.0] [batch_t 1.432 (1.436)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 23:10:50,932 - Train: 55.58% [125600/226000] [555.8/1000.0] [batch_t 1.433 (1.430)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-03-31 23:12:11,097 - ==> Total time: 1 day, 23:06:51 Eta: 1 day, 13:37:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:13:16,432 - Train: 55.62% [125700/226000] [556.2/1000.0] [batch_t 1.433 (1.446)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 23:15:39,463 - Train: 55.66% [125800/226000] [556.6/1000.0] [batch_t 1.432 (1.430)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-03-31 23:17:36,698 - ==> Total time: 1 day, 23:12:16 Eta: 1 day, 13:32:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:18:04,636 - Train: 55.71% [125900/226000] [557.1/1000.0] [batch_t 1.433 (1.461)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 23:20:27,593 - Train: 55.75% [126000/226000] [557.5/1000.0] [batch_t 1.418 (1.429)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-03-31 23:22:50,464 - Train: 55.80% [126100/226000] [558.0/1000.0] [batch_t 1.431 (1.429)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-03-31 23:23:01,935 - ==> 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'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:34:53,127 - Train: 56.02% [126600/226000] [560.2/1000.0] [batch_t 1.425 (1.444)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-03-31 23:37:16,190 - Train: 56.06% [126700/226000] [560.6/1000.0] [batch_t 1.441 (1.431)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-03-31 23:39:19,281 - ==> Total time: 1 day, 23:33:59 Eta: 1 day, 13:13:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:39:41,534 - Train: 56.11% [126800/226000] [561.1/1000.0] [batch_t 1.433 (1.466)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-03-31 23:42:04,585 - Train: 56.15% [126900/226000] [561.5/1000.0] [batch_t 1.444 (1.430)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-03-31 23:44:27,522 - Train: 56.19% [127000/226000] [561.9/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-03-31 23:44:44,708 - ==> Total time: 1 day, 23:39:24 Eta: 1 day, 13:08:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:46:52,654 - Train: 56.24% [127100/226000] [562.4/1000.0] [batch_t 1.427 (1.435)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-03-31 23:49:15,657 - Train: 56.28% [127200/226000] [562.8/1000.0] [batch_t 1.438 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-03-31 23:50:10,030 - ==> Total time: 1 day, 23:44:50 Eta: 1 day, 13:03:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:51:41,075 - Train: 56.33% [127300/226000] [563.3/1000.0] [batch_t 1.427 (1.439)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-03-31 23:54:04,219 - Train: 56.37% [127400/226000] [563.7/1000.0] [batch_t 1.435 (1.431)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-03-31 23:55:35,633 - ==> Total time: 1 day, 23:50:15 Eta: 1 day, 12:58:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-03-31 23:56:29,362 - Train: 56.42% [127500/226000] [564.2/1000.0] [batch_t 1.431 (1.447)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-03-31 23:58:52,353 - Train: 56.46% [127600/226000] [564.6/1000.0] [batch_t 1.444 (1.430)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-04-01 00:01:00,902 - ==> Total time: 1 day, 23:55:41 Eta: 1 day, 12:54:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:01:18,408 - Train: 56.50% [127700/226000] [565.0/1000.0] [batch_t 1.414 (1.470)] [data_t 0.002] [optim_t 1.412] [lr 0.005000] +2024-04-01 00:03:41,168 - Train: 56.55% [127800/226000] [565.5/1000.0] [batch_t 1.436 (1.428)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-04-01 00:06:04,109 - Train: 56.59% [127900/226000] [565.9/1000.0] [batch_t 1.413 (1.429)] [data_t 0.003] [optim_t 1.411] [lr 0.005000] +2024-04-01 00:06:26,995 - ==> Total time: 2 days, 0:01:07 Eta: 1 day, 12:49:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:08:29,137 - Train: 56.64% [128000/226000] [566.4/1000.0] [batch_t 1.441 (1.432)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-04-01 00:10:52,133 - Train: 56.68% [128100/226000] [566.8/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-04-01 00:11:52,198 - ==> Total time: 2 days, 0:06:32 Eta: 1 day, 12:44:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:13:17,781 - Train: 56.73% [128200/226000] [567.3/1000.0] [batch_t 1.431 (1.440)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 00:15:40,678 - Train: 56.77% [128300/226000] [567.7/1000.0] [batch_t 1.429 (1.429)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-04-01 00:17:17,866 - ==> Total time: 2 days, 0:11:58 Eta: 1 day, 12:39:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:18:05,802 - Train: 56.81% [128400/226000] [568.1/1000.0] [batch_t 1.420 (1.448)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-04-01 00:20:28,887 - Train: 56.86% [128500/226000] [568.6/1000.0] [batch_t 1.440 (1.431)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 00:22:43,176 - ==> Total time: 2 days, 0:17:23 Eta: 1 day, 12:34:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:22:54,043 - Train: 56.90% [128600/226000] [569.0/1000.0] [batch_t 1.428 (1.522)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 00:25:16,824 - Train: 56.95% [128700/226000] [569.5/1000.0] [batch_t 1.419 (1.428)] [data_t 0.003] [optim_t 1.416] [lr 0.005000] +2024-04-01 00:27:40,009 - Train: 56.99% [128800/226000] [569.9/1000.0] [batch_t 1.431 (1.432)] [data_t 0.002] [optim_t 1.428] [lr 0.005000] +2024-04-01 00:28:08,623 - ==> Total time: 2 days, 0:22:48 Eta: 1 day, 12:29:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:30:05,252 - Train: 57.04% [128900/226000] [570.4/1000.0] [batch_t 1.437 (1.436)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 00:32:28,042 - Train: 57.08% [129000/226000] [570.8/1000.0] [batch_t 1.427 (1.428)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 00:33:33,885 - ==> Total time: 2 days, 0:28:14 Eta: 1 day, 12:24:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:34:53,315 - Train: 57.12% [129100/226000] [571.2/1000.0] [batch_t 1.427 (1.440)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 00:37:16,560 - Train: 57.17% [129200/226000] [571.7/1000.0] [batch_t 1.434 (1.432)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-04-01 00:38:59,455 - ==> Total time: 2 days, 0:33:39 Eta: 1 day, 12:20:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:39:41,649 - Train: 57.21% [129300/226000] [572.1/1000.0] [batch_t 1.435 (1.451)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-04-01 00:42:04,806 - Train: 57.26% [129400/226000] [572.6/1000.0] [batch_t 1.438 (1.431)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-04-01 00:44:25,256 - ==> Total time: 2 days, 0:39:05 Eta: 1 day, 12:15:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:44:30,657 - Train: 57.30% [129500/226000] [573.0/1000.0] [batch_t 1.438 (1.723)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-04-01 00:46:53,707 - Train: 57.35% [129600/226000] [573.5/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-04-01 00:49:16,586 - Train: 57.39% [129700/226000] [573.9/1000.0] [batch_t 1.446 (1.429)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-04-01 00:49:50,893 - ==> Total time: 2 days, 0:44:31 Eta: 1 day, 12:10:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:51:42,013 - Train: 57.43% [129800/226000] [574.3/1000.0] [batch_t 1.439 (1.438)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-04-01 00:54:05,064 - Train: 57.48% [129900/226000] [574.8/1000.0] [batch_t 1.396 (1.430)] [data_t 0.003] [optim_t 1.392] [lr 0.005000] +2024-04-01 00:55:16,657 - ==> Total time: 2 days, 0:49:56 Eta: 1 day, 12:05:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 00:56:30,509 - Train: 57.52% [130000/226000] [575.2/1000.0] [batch_t 1.395 (1.443)] [data_t 0.003] [optim_t 1.392] [lr 0.005000] +2024-04-01 00:58:53,648 - Train: 57.57% [130100/226000] [575.7/1000.0] [batch_t 1.441 (1.431)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-04-01 01:00:42,380 - ==> Total time: 2 days, 0:55:22 Eta: 1 day, 12:00:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:01:19,051 - Train: 57.61% [130200/226000] [576.1/1000.0] [batch_t 1.438 (1.450)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-04-01 01:03:41,932 - Train: 57.65% [130300/226000] [576.5/1000.0] [batch_t 1.395 (1.429)] [data_t 0.003] [optim_t 1.392] [lr 0.005000] +2024-04-01 01:06:04,951 - Train: 57.70% [130400/226000] [577.0/1000.0] [batch_t 1.420 (1.430)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-04-01 01:06:07,824 - ==> Total time: 2 days, 1:00:48 Eta: 1 day, 11:55:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:08:30,113 - Train: 57.74% [130500/226000] [577.4/1000.0] [batch_t 1.433 (1.435)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 01:10:53,019 - Train: 57.79% [130600/226000] [577.9/1000.0] [batch_t 1.419 (1.429)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-04-01 01:11:33,019 - ==> Total time: 2 days, 1:06:13 Eta: 1 day, 11:51:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:13:18,182 - Train: 57.83% [130700/226000] [578.3/1000.0] [batch_t 1.432 (1.438)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 01:15:41,254 - Train: 57.88% [130800/226000] [578.8/1000.0] [batch_t 1.444 (1.431)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-04-01 01:16:58,528 - ==> Total time: 2 days, 1:11:38 Eta: 1 day, 11:46:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:18:06,396 - Train: 57.92% [130900/226000] [579.2/1000.0] [batch_t 1.429 (1.441)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-04-01 01:20:29,417 - Train: 57.96% [131000/226000] [579.6/1000.0] [batch_t 1.435 (1.430)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-04-01 01:22:23,875 - ==> Total time: 2 days, 1:17:04 Eta: 1 day, 11:41:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:22:54,832 - Train: 58.01% [131100/226000] [580.1/1000.0] [batch_t 1.443 (1.460)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-04-01 01:25:17,714 - Train: 58.05% [131200/226000] [580.5/1000.0] [batch_t 1.392 (1.429)] [data_t 0.002] [optim_t 1.389] [lr 0.005000] +2024-04-01 01:27:40,605 - Train: 58.10% [131300/226000] [581.0/1000.0] [batch_t 1.411 (1.429)] [data_t 0.003] [optim_t 1.408] [lr 0.005000] +2024-04-01 01:27:49,185 - ==> Total time: 2 days, 1:22:29 Eta: 1 day, 11:36:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:30:05,928 - Train: 58.14% [131400/226000] [581.4/1000.0] [batch_t 1.439 (1.436)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-04-01 01:32:29,050 - Train: 58.19% [131500/226000] [581.9/1000.0] [batch_t 1.431 (1.431)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-04-01 01:33:14,834 - ==> Total time: 2 days, 1:27:55 Eta: 1 day, 11:31:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:34:54,169 - Train: 58.23% [131600/226000] [582.3/1000.0] [batch_t 1.427 (1.436)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 01:37:17,204 - Train: 58.27% [131700/226000] [582.7/1000.0] [batch_t 1.425 (1.430)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-04-01 01:38:40,112 - ==> Total time: 2 days, 1:33:20 Eta: 1 day, 11:26:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:39:42,540 - Train: 58.32% [131800/226000] [583.2/1000.0] [batch_t 1.426 (1.443)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 01:42:05,654 - Train: 58.36% [131900/226000] [583.6/1000.0] [batch_t 1.439 (1.431)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-04-01 01:44:05,914 - ==> Total time: 2 days, 1:38:46 Eta: 1 day, 11:21:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:44:30,991 - Train: 58.41% [132000/226000] [584.1/1000.0] [batch_t 1.430 (1.464)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-04-01 01:46:54,020 - Train: 58.45% [132100/226000] [584.5/1000.0] [batch_t 1.419 (1.430)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-04-01 01:49:17,320 - Train: 58.50% [132200/226000] [585.0/1000.0] [batch_t 1.432 (1.433)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-04-01 01:49:31,650 - ==> Total time: 2 days, 1:44:11 Eta: 1 day, 11:16:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:51:42,542 - Train: 58.54% [132300/226000] [585.4/1000.0] [batch_t 1.427 (1.436)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 01:54:05,553 - Train: 58.58% [132400/226000] [585.8/1000.0] [batch_t 1.437 (1.430)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-04-01 01:54:57,142 - ==> Total time: 2 days, 1:49:37 Eta: 1 day, 11:12:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 01:56:30,784 - Train: 58.63% [132500/226000] [586.3/1000.0] [batch_t 1.429 (1.437)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-04-01 01:58:53,701 - Train: 58.67% [132600/226000] [586.7/1000.0] [batch_t 1.423 (1.429)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-04-01 02:00:22,506 - ==> Total time: 2 days, 1:55:02 Eta: 1 day, 11:07:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:01:18,893 - Train: 58.72% [132700/226000] [587.2/1000.0] [batch_t 1.438 (1.442)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-04-01 02:03:41,681 - Train: 58.76% [132800/226000] [587.6/1000.0] [batch_t 1.432 (1.428)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 02:05:47,520 - ==> Total time: 2 days, 2:00:27 Eta: 1 day, 11:02:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:06:06,773 - Train: 58.81% [132900/226000] [588.1/1000.0] [batch_t 1.423 (1.469)] [data_t 0.003] [optim_t 1.420] [lr 0.005000] +2024-04-01 02:08:29,717 - Train: 58.85% [133000/226000] [588.5/1000.0] [batch_t 1.420 (1.429)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-04-01 02:10:52,922 - Train: 58.89% [133100/226000] [588.9/1000.0] [batch_t 1.443 (1.432)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-04-01 02:11:12,978 - ==> Total time: 2 days, 2:05:53 Eta: 1 day, 10:57:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:13:18,666 - Train: 58.94% [133200/226000] [589.4/1000.0] [batch_t 1.433 (1.438)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-04-01 02:15:41,768 - Train: 58.98% [133300/226000] [589.8/1000.0] [batch_t 1.433 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 02:16:38,933 - ==> Total time: 2 days, 2:11:19 Eta: 1 day, 10:52:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:18:06,886 - Train: 59.03% [133400/226000] [590.3/1000.0] [batch_t 1.428 (1.438)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-04-01 02:20:29,948 - Train: 59.07% [133500/226000] [590.7/1000.0] [batch_t 1.428 (1.431)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 02:22:04,299 - ==> Total time: 2 days, 2:16:44 Eta: 1 day, 10:47:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:22:55,326 - Train: 59.12% [133600/226000] [591.2/1000.0] [batch_t 1.417 (1.447)] [data_t 0.002] [optim_t 1.414] [lr 0.005000] +2024-04-01 02:25:18,302 - Train: 59.16% [133700/226000] [591.6/1000.0] [batch_t 1.432 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 02:27:30,035 - ==> Total time: 2 days, 2:22:10 Eta: 1 day, 10:42:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:27:43,551 - Train: 59.20% [133800/226000] [592.0/1000.0] [batch_t 1.425 (1.491)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-04-01 02:30:06,571 - Train: 59.25% [133900/226000] [592.5/1000.0] [batch_t 1.442 (1.430)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-04-01 02:32:29,733 - Train: 59.29% [134000/226000] [592.9/1000.0] [batch_t 1.421 (1.432)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-04-01 02:32:55,434 - ==> Total time: 2 days, 2:27:35 Eta: 1 day, 10:37:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:34:54,990 - Train: 59.34% [134100/226000] [593.4/1000.0] [batch_t 1.423 (1.437)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-04-01 02:37:17,956 - Train: 59.38% [134200/226000] [593.8/1000.0] [batch_t 1.391 (1.430)] [data_t 0.003] [optim_t 1.388] [lr 0.005000] +2024-04-01 02:38:20,961 - ==> Total time: 2 days, 2:33:01 Eta: 1 day, 10:33:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:39:43,084 - Train: 59.42% [134300/226000] [594.2/1000.0] [batch_t 1.432 (1.440)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 02:42:06,171 - Train: 59.47% [134400/226000] [594.7/1000.0] [batch_t 1.436 (1.431)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-04-01 02:43:46,159 - ==> Total time: 2 days, 2:38:26 Eta: 1 day, 10:28:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:44:31,279 - Train: 59.51% [134500/226000] [595.1/1000.0] [batch_t 1.437 (1.451)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 02:46:54,399 - Train: 59.56% [134600/226000] [595.6/1000.0] [batch_t 1.426 (1.431)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 02:49:11,700 - ==> Total time: 2 days, 2:43:51 Eta: 1 day, 10:23:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:49:19,531 - Train: 59.60% [134700/226000] [596.0/1000.0] [batch_t 1.438 (1.543)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 02:51:42,845 - Train: 59.65% [134800/226000] [596.5/1000.0] [batch_t 1.436 (1.433)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-04-01 02:54:05,902 - Train: 59.69% [134900/226000] [596.9/1000.0] [batch_t 1.434 (1.430)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-04-01 02:54:37,346 - ==> Total time: 2 days, 2:49:17 Eta: 1 day, 10:18:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 02:56:31,210 - Train: 59.73% [135000/226000] [597.3/1000.0] [batch_t 1.444 (1.438)] [data_t 0.002] [optim_t 1.441] [lr 0.005000] +2024-04-01 02:58:54,302 - Train: 59.78% [135100/226000] [597.8/1000.0] [batch_t 1.432 (1.431)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 03:00:02,871 - ==> Total time: 2 days, 2:54:43 Eta: 1 day, 10:13:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:01:19,473 - Train: 59.82% [135200/226000] [598.2/1000.0] [batch_t 1.438 (1.440)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-04-01 03:03:42,533 - Train: 59.87% [135300/226000] [598.7/1000.0] [batch_t 1.447 (1.430)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-04-01 03:05:28,400 - ==> Total time: 2 days, 3:00:08 Eta: 1 day, 10:08:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:06:07,690 - Train: 59.91% [135400/226000] [599.1/1000.0] [batch_t 1.439 (1.448)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-04-01 03:08:30,616 - Train: 59.96% [135500/226000] [599.6/1000.0] [batch_t 1.441 (1.429)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-04-01 03:10:53,515 - Train: 60.00% [135600/226000] [600.0/1000.0] [batch_t 1.428 (1.429)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-04-01 03:11:15,749 - Test: 46.30% [50/108] [batch_t 0.425 (0.435)] +2024-04-01 03:11:36,889 - Test: 92.59% [100/108] [batch_t 0.426 (0.429)] +2024-04-01 03:11:40,193 - Test: 100.00% [108/108] [batch_t 0.354 (0.428)] +2024-04-01 03:12:00,911 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.807 (mAUROC_px) 2.863 (mAP_px) 0.366 (mF1_max_px) 11.672 (mAUPRO_px) 0.125 (mF1_px_0.2_0.8_0.1) 0.125 (mAcc_px_0.2_0.8_0.1) 0.125 (mIoU_px_0.2_0.8_0.1) 0.360 (mIoU_max_px) +2024-04-01 03:12:37,809 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.794 (mAUROC_px) 5.992 (mAP_px) 0.687 (mF1_max_px) 20.897 (mAUPRO_px) 0.227 (mF1_px_0.2_0.8_0.1) 0.223 (mAcc_px_0.2_0.8_0.1) 0.225 (mIoU_px_0.2_0.8_0.1) 0.666 (mIoU_max_px) +2024-04-01 03:13:10,401 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.574 (mAUROC_px) 5.080 (mAP_px) 0.606 (mF1_max_px) 18.741 (mAUPRO_px) 0.235 (mF1_px_0.2_0.8_0.1) 0.241 (mAcc_px_0.2_0.8_0.1) 0.242 (mIoU_px_0.2_0.8_0.1) 0.695 (mIoU_max_px) +2024-04-01 03:13:38,766 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.195 (mAUROC_px) 4.318 (mAP_px) 0.529 (mF1_max_px) 16.036 (mAUPRO_px) 0.188 (mF1_px_0.2_0.8_0.1) 0.182 (mAcc_px_0.2_0.8_0.1) 0.184 (mIoU_px_0.2_0.8_0.1) 0.566 (mIoU_max_px) +2024-04-01 03:13:57,570 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.628 (mAUROC_px) 2.729 (mAP_px) 0.351 (mF1_max_px) 11.259 (mAUPRO_px) 0.122 (mF1_px_0.2_0.8_0.1) 0.122 (mAcc_px_0.2_0.8_0.1) 0.123 (mIoU_px_0.2_0.8_0.1) 0.356 (mIoU_max_px) +2024-04-01 03:14:23,846 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.340 (mAUROC_px) 3.964 (mAP_px) 0.499 (mF1_max_px) 15.312 (mAUPRO_px) 0.170 (mF1_px_0.2_0.8_0.1) 0.172 (mAcc_px_0.2_0.8_0.1) 0.168 (mIoU_px_0.2_0.8_0.1) 0.496 (mIoU_max_px) +2024-04-01 03:14:53,232 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.972 (mAUROC_px) 4.518 (mAP_px) 0.570 (mF1_max_px) 16.879 (mAUPRO_px) 0.220 (mF1_px_0.2_0.8_0.1) 0.217 (mAcc_px_0.2_0.8_0.1) 0.218 (mIoU_px_0.2_0.8_0.1) 0.621 (mIoU_max_px) +2024-04-01 03:15:24,734 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.836 (mAUROC_px) 4.290 (mAP_px) 0.520 (mF1_max_px) 19.636 (mAUPRO_px) 0.180 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.176 (mIoU_px_0.2_0.8_0.1) 0.527 (mIoU_max_px) +2024-04-01 03:16:06,720 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.468 (mAUROC_px) 6.500 (mAP_px) 0.777 (mF1_max_px) 24.442 (mAUPRO_px) 0.265 (mF1_px_0.2_0.8_0.1) 0.265 (mAcc_px_0.2_0.8_0.1) 0.269 (mIoU_px_0.2_0.8_0.1) 0.786 (mIoU_max_px) +2024-04-01 03:16:44,061 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.207 (mAUROC_px) 6.192 (mAP_px) 0.763 (mF1_max_px) 20.468 (mAUPRO_px) 0.253 (mF1_px_0.2_0.8_0.1) 0.249 (mAcc_px_0.2_0.8_0.1) 0.252 (mIoU_px_0.2_0.8_0.1) 0.742 (mIoU_max_px) +2024-04-01 03:17:14,616 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.753 (mAUROC_px) 4.483 (mAP_px) 0.537 (mF1_max_px) 18.541 (mAUPRO_px) 0.181 (mF1_px_0.2_0.8_0.1) 0.178 (mAcc_px_0.2_0.8_0.1) 0.186 (mIoU_px_0.2_0.8_0.1) 0.532 (mIoU_max_px) +2024-04-01 03:17:22,958 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.480 (mAUROC_px) 1.116 (mAP_px) 0.186 (mF1_max_px) 5.137 (mAUPRO_px) 0.063 (mF1_px_0.2_0.8_0.1) 0.061 (mAcc_px_0.2_0.8_0.1) 0.061 (mIoU_px_0.2_0.8_0.1) 0.179 (mIoU_max_px) +2024-04-01 03:17:47,046 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.829 (mAUROC_px) 3.733 (mAP_px) 0.458 (mF1_max_px) 14.000 (mAUPRO_px) 0.158 (mF1_px_0.2_0.8_0.1) 0.156 (mAcc_px_0.2_0.8_0.1) 0.158 (mIoU_px_0.2_0.8_0.1) 0.459 (mIoU_max_px) +2024-04-01 03:18:06,519 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.724 (mAUROC_px) 2.844 (mAP_px) 0.353 (mF1_max_px) 11.713 (mAUPRO_px) 0.124 (mF1_px_0.2_0.8_0.1) 0.122 (mAcc_px_0.2_0.8_0.1) 0.122 (mIoU_px_0.2_0.8_0.1) 0.359 (mIoU_max_px) +2024-04-01 03:18:43,666 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.814 (mAUROC_px) 6.038 (mAP_px) 0.695 (mF1_max_px) 20.986 (mAUPRO_px) 0.241 (mF1_px_0.2_0.8_0.1) 0.239 (mAcc_px_0.2_0.8_0.1) 0.241 (mIoU_px_0.2_0.8_0.1) 0.695 (mIoU_max_px) +2024-04-01 03:18:43,691 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.606 | 98.908 (300 epoch) | 78.287 | 80.855 (300 epoch) | 75.189 | 77.674 (300 epoch) | 94.742 | 96.070 (300 epoch) | 47.768 | 51.291 (200 epoch) | 55.945 | 58.677 (550 epoch) | 34.516 | 37.861 (200 epoch) | 60.242 | 63.498 (300 epoch) | +| cable | 98.407 | 98.876 (200 epoch) | 99.073 | 99.297 (200 epoch) | 94.318 | 95.789 (200 epoch) | 95.775 | 95.830 (450 epoch) | 42.648 | 42.924 (550 epoch) | 47.991 | 48.557 (550 epoch) | 88.644 | 90.290 (450 epoch) | 25.636 | 25.817 (550 epoch) | 39.419 | 39.754 (250 epoch) | 15.603 | 15.755 (550 epoch) | 31.571 | 32.063 (550 epoch) | +| capsule | 93.738 | 94.535 (500 epoch) | 98.628 | 98.785 (500 epoch) | 93.839 | 94.884 (450 epoch) | 98.472 | 98.472 (600 epoch) | 43.739 | 44.073 (400 epoch) | 47.105 | 48.180 (400 epoch) | 92.196 | 93.766 (250 epoch) | 24.073 | 26.206 (100 epoch) | 25.660 | 31.021 (50 epoch) | 14.676 | 15.884 (100 epoch) | 30.809 | 31.735 (400 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.176 | 99.288 (150 epoch) | 59.980 | 66.029 (150 epoch) | 63.215 | 65.000 (150 epoch) | 96.662 | 97.482 (100 epoch) | 40.084 | 45.386 (100 epoch) | 57.309 | 67.287 (100 epoch) | 26.691 | 30.764 (100 epoch) | 46.214 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.177 | 99.212 (500 epoch) | 47.983 | 48.667 (300 epoch) | 47.895 | 48.389 (250 epoch) | 96.929 | 97.239 (200 epoch) | 30.623 | 31.333 (400 epoch) | 41.156 | 42.805 (50 epoch) | 18.970 | 19.424 (400 epoch) | 31.488 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 99.035 | 99.035 (600 epoch) | 65.353 | 65.353 (600 epoch) | 65.264 | 65.264 (600 epoch) | 95.819 | 95.819 (600 epoch) | 40.060 | 40.060 (600 epoch) | 72.583 | 73.361 (200 epoch) | 26.921 | 26.921 (600 epoch) | 48.438 | 48.438 (600 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.447 | 99.447 (600 epoch) | 53.065 | 53.065 (600 epoch) | 54.786 | 54.786 (600 epoch) | 98.827 | 98.827 (600 epoch) | 35.997 | 35.997 (600 epoch) | 75.321 | 75.321 (600 epoch) | 22.761 | 22.761 (600 epoch) | 37.728 | 37.728 (600 epoch) | +| metal_nut | 99.756 | 99.902 (450 epoch) | 99.945 | 99.977 (550 epoch) | 99.459 | 99.465 (150 epoch) | 96.931 | 96.946 (550 epoch) | 75.731 | 76.511 (350 epoch) | 79.567 | 79.567 (600 epoch) | 93.948 | 93.948 (600 epoch) | 44.982 | 46.004 (200 epoch) | 53.871 | 55.580 (50 epoch) | 32.696 | 33.448 (200 epoch) | 66.067 | 66.067 (600 epoch) | +| pill | 97.409 | 97.463 (550 epoch) | 99.541 | 99.546 (550 epoch) | 96.220 | 96.774 (250 epoch) | 97.550 | 97.550 (600 epoch) | 65.051 | 65.051 (600 epoch) | 67.231 | 67.267 (550 epoch) | 96.142 | 96.142 (600 epoch) | 33.616 | 34.414 (300 epoch) | 45.875 | 49.962 (150 epoch) | 22.610 | 22.980 (300 epoch) | 50.638 | 50.679 (550 epoch) | +| screw | 94.302 | 95.983 (400 epoch) | 97.786 | 98.330 (400 epoch) | 93.496 | 95.200 (400 epoch) | 99.440 | 99.468 (450 epoch) | 49.190 | 50.337 (400 epoch) | 50.004 | 50.872 (300 epoch) | 97.189 | 97.280 (300 epoch) | 26.708 | 27.192 (450 epoch) | 54.029 | 57.553 (50 epoch) | 16.561 | 16.898 (450 epoch) | 33.337 | 34.113 (300 epoch) | +| tile | 98.088 | 98.593 (500 epoch) | 99.307 | 99.471 (500 epoch) | 95.706 | 96.386 (400 epoch) | 93.748 | 93.894 (400 epoch) | 45.108 | 45.643 (550 epoch) | 54.962 | 55.431 (550 epoch) | 79.567 | 81.340 (350 epoch) | 29.993 | 31.523 (200 epoch) | 44.155 | 47.650 (200 epoch) | 19.025 | 19.960 (200 epoch) | 37.895 | 38.342 (550 epoch) | +| toothbrush | 98.611 | 98.611 (300 epoch) | 99.424 | 99.424 (300 epoch) | 98.361 | 98.361 (300 epoch) | 99.014 | 99.023 (200 epoch) | 49.012 | 49.029 (200 epoch) | 59.893 | 60.364 (300 epoch) | 91.886 | 92.411 (200 epoch) | 38.506 | 39.195 (250 epoch) | 65.001 | 66.713 (150 epoch) | 25.195 | 25.696 (250 epoch) | 42.749 | 43.230 (300 epoch) | +| transistor | 99.583 | 100.000 (450 epoch) | 99.410 | 100.000 (450 epoch) | 96.203 | 100.000 (450 epoch) | 96.559 | 96.614 (350 epoch) | 69.188 | 69.715 (350 epoch) | 66.107 | 67.126 (450 epoch) | 86.845 | 88.321 (50 epoch) | 37.882 | 40.077 (450 epoch) | 39.377 | 42.896 (50 epoch) | 25.626 | 27.052 (450 epoch) | 49.373 | 50.519 (450 epoch) | +| wood | 97.895 | 99.035 (300 epoch) | 99.346 | 99.706 (300 epoch) | 96.000 | 96.774 (50 epoch) | 94.741 | 94.741 (600 epoch) | 48.091 | 48.091 (600 epoch) | 49.479 | 49.479 (600 epoch) | 90.006 | 92.390 (50 epoch) | 32.048 | 32.642 (100 epoch) | 59.203 | 59.608 (50 epoch) | 19.941 | 20.275 (100 epoch) | 32.872 | 32.872 (600 epoch) | +| zipper | 99.343 | 99.632 (550 epoch) | 99.826 | 99.904 (550 epoch) | 97.908 | 98.333 (550 epoch) | 98.354 | 98.428 (450 epoch) | 60.645 | 60.645 (600 epoch) | 61.526 | 61.682 (450 epoch) | 94.320 | 94.660 (200 epoch) | 31.721 | 32.029 (300 epoch) | 36.990 | 38.606 (150 epoch) | 20.770 | 20.854 (350 epoch) | 44.431 | 44.595 (450 epoch) | +| Avg | 98.470 | 98.626 (500 epoch) | 99.484 | 99.558 (450 epoch) | 97.397 | 97.838 (450 epoch) | 97.735 | 97.735 (600 epoch) | 56.871 | 56.871 (600 epoch) | 59.348 | 59.348 (600 epoch) | 92.915 | 93.245 (350 epoch) | 34.646 | 34.960 (350 epoch) | 51.060 | 52.378 (50 epoch) | 22.837 | 23.075 (350 epoch) | 42.923 | 42.923 (600 epoch) | +2024-04-01 03:18:43,980 - ==> Total time: 2 days, 3:13:24 Eta: 1 day, 10:08:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:21:11,824 - Train: 60.04% [135700/226000] [600.4/1000.0] [batch_t 1.451 (1.459)] [data_t 0.003] [optim_t 1.448] [lr 0.005000] +2024-04-01 03:23:36,145 - Train: 60.09% [135800/226000] [600.9/1000.0] [batch_t 1.432 (1.443)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 03:24:13,187 - ==> Total time: 2 days, 3:18:53 Eta: 1 day, 10:04:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:26:01,167 - Train: 60.13% [135900/226000] [601.3/1000.0] [batch_t 1.439 (1.438)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 03:28:24,190 - Train: 60.18% [136000/226000] [601.8/1000.0] [batch_t 1.439 (1.430)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-04-01 03:29:38,737 - ==> Total time: 2 days, 3:24:18 Eta: 1 day, 9:59:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:30:49,810 - Train: 60.22% [136100/226000] [602.2/1000.0] [batch_t 1.438 (1.445)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-04-01 03:33:13,025 - Train: 60.27% [136200/226000] [602.7/1000.0] [batch_t 1.438 (1.432)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 03:35:04,706 - ==> Total time: 2 days, 3:29:44 Eta: 1 day, 9:54:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:35:38,712 - Train: 60.31% [136300/226000] [603.1/1000.0] [batch_t 1.425 (1.459)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-04-01 03:38:01,785 - Train: 60.35% [136400/226000] [603.5/1000.0] [batch_t 1.427 (1.431)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 03:40:24,897 - Train: 60.40% [136500/226000] [604.0/1000.0] [batch_t 1.422 (1.431)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-04-01 03:40:30,655 - ==> Total time: 2 days, 3:35:10 Eta: 1 day, 9:49:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:42:49,943 - Train: 60.44% [136600/226000] [604.4/1000.0] [batch_t 1.438 (1.435)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-04-01 03:45:12,844 - Train: 60.49% [136700/226000] [604.9/1000.0] [batch_t 1.427 (1.429)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 03:45:55,681 - ==> Total time: 2 days, 3:40:35 Eta: 1 day, 9:44:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:47:38,199 - Train: 60.53% [136800/226000] [605.3/1000.0] [batch_t 1.433 (1.441)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-04-01 03:50:01,498 - Train: 60.58% [136900/226000] [605.8/1000.0] [batch_t 1.418 (1.433)] [data_t 0.002] [optim_t 1.415] [lr 0.005000] +2024-04-01 03:51:21,668 - ==> Total time: 2 days, 3:46:01 Eta: 1 day, 9:39:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:52:27,060 - Train: 60.62% [137000/226000] [606.2/1000.0] [batch_t 1.416 (1.448)] [data_t 0.003] [optim_t 1.414] [lr 0.005000] +2024-04-01 03:54:50,089 - Train: 60.66% [137100/226000] [606.6/1000.0] [batch_t 1.421 (1.430)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-04-01 03:56:47,572 - ==> Total time: 2 days, 3:51:27 Eta: 1 day, 9:34:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 03:57:15,549 - Train: 60.71% [137200/226000] [607.1/1000.0] [batch_t 1.428 (1.461)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 03:59:38,342 - Train: 60.75% [137300/226000] [607.5/1000.0] [batch_t 1.440 (1.428)] [data_t 0.002] [optim_t 1.437] [lr 0.005000] +2024-04-01 04:02:01,399 - Train: 60.80% [137400/226000] [608.0/1000.0] [batch_t 1.428 (1.430)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 04:02:12,898 - ==> Total time: 2 days, 3:56:53 Eta: 1 day, 9:29:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:04:26,618 - Train: 60.84% [137500/226000] [608.4/1000.0] [batch_t 1.415 (1.435)] [data_t 0.002] [optim_t 1.412] [lr 0.005000] +2024-04-01 04:06:49,779 - Train: 60.88% [137600/226000] [608.8/1000.0] [batch_t 1.438 (1.432)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 04:07:38,519 - ==> Total time: 2 days, 4:02:18 Eta: 1 day, 9:24:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:09:15,078 - Train: 60.93% [137700/226000] [609.3/1000.0] [batch_t 1.408 (1.438)] [data_t 0.002] [optim_t 1.406] [lr 0.005000] +2024-04-01 04:11:38,246 - Train: 60.97% [137800/226000] [609.7/1000.0] [batch_t 1.428 (1.432)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 04:13:04,163 - ==> Total time: 2 days, 4:07:44 Eta: 1 day, 9:19:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:14:04,131 - Train: 61.02% [137900/226000] [610.2/1000.0] [batch_t 1.433 (1.447)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-04-01 04:16:27,173 - Train: 61.06% [138000/226000] [610.6/1000.0] [batch_t 1.426 (1.430)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 04:18:30,300 - ==> Total time: 2 days, 4:13:10 Eta: 1 day, 9:14:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:18:52,658 - Train: 61.11% [138100/226000] [611.1/1000.0] [batch_t 1.442 (1.487)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-04-01 04:21:15,771 - Train: 61.15% [138200/226000] [611.5/1000.0] [batch_t 1.402 (1.431)] [data_t 0.002] [optim_t 1.399] [lr 0.005000] +2024-04-01 04:23:38,948 - Train: 61.19% [138300/226000] [611.9/1000.0] [batch_t 1.440 (1.432)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 04:23:56,033 - ==> Total time: 2 days, 4:18:36 Eta: 1 day, 9:09:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:26:03,943 - Train: 61.24% [138400/226000] [612.4/1000.0] [batch_t 1.433 (1.436)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 04:28:27,117 - Train: 61.28% [138500/226000] [612.8/1000.0] [batch_t 1.436 (1.432)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-04-01 04:29:21,471 - ==> Total time: 2 days, 4:24:01 Eta: 1 day, 9:04:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:30:52,358 - Train: 61.33% [138600/226000] [613.3/1000.0] [batch_t 1.432 (1.441)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-04-01 04:33:15,608 - Train: 61.37% [138700/226000] [613.7/1000.0] [batch_t 1.425 (1.432)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-04-01 04:34:47,210 - ==> Total time: 2 days, 4:29:27 Eta: 1 day, 8:59:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:35:41,115 - Train: 61.42% [138800/226000] [614.2/1000.0] [batch_t 1.433 (1.447)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-04-01 04:38:04,007 - Train: 61.46% [138900/226000] [614.6/1000.0] [batch_t 1.437 (1.429)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-04-01 04:40:12,840 - ==> Total time: 2 days, 4:34:53 Eta: 1 day, 8:55:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:40:29,332 - Train: 61.50% [139000/226000] [615.0/1000.0] [batch_t 1.439 (1.484)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-04-01 04:42:52,445 - Train: 61.55% [139100/226000] [615.5/1000.0] [batch_t 1.437 (1.431)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-04-01 04:45:15,475 - Train: 61.59% [139200/226000] [615.9/1000.0] [batch_t 1.420 (1.430)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-04-01 04:45:38,387 - ==> Total time: 2 days, 4:40:18 Eta: 1 day, 8:50:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:47:40,691 - Train: 61.64% [139300/226000] [616.4/1000.0] [batch_t 1.438 (1.436)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 04:50:03,687 - Train: 61.68% [139400/226000] [616.8/1000.0] [batch_t 1.423 (1.430)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-04-01 04:51:03,789 - ==> Total time: 2 days, 4:45:43 Eta: 1 day, 8:45:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:52:29,203 - Train: 61.73% [139500/226000] [617.3/1000.0] [batch_t 1.424 (1.442)] [data_t 0.003] [optim_t 1.421] [lr 0.005000] +2024-04-01 04:54:52,420 - Train: 61.77% [139600/226000] [617.7/1000.0] [batch_t 1.424 (1.432)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-04-01 04:56:29,711 - ==> Total time: 2 days, 4:51:09 Eta: 1 day, 8:40:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 04:57:17,650 - Train: 61.81% [139700/226000] [618.1/1000.0] [batch_t 1.419 (1.447)] [data_t 0.002] [optim_t 1.417] [lr 0.005000] +2024-04-01 04:59:40,705 - Train: 61.86% [139800/226000] [618.6/1000.0] [batch_t 1.431 (1.430)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 05:01:55,333 - ==> Total time: 2 days, 4:56:35 Eta: 1 day, 8:35:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:02:06,060 - Train: 61.90% [139900/226000] [619.0/1000.0] [batch_t 1.427 (1.527)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 05:04:29,169 - Train: 61.95% [140000/226000] [619.5/1000.0] [batch_t 1.432 (1.431)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-04-01 05:06:51,958 - Train: 61.99% [140100/226000] [619.9/1000.0] [batch_t 1.390 (1.428)] [data_t 0.002] [optim_t 1.387] [lr 0.005000] +2024-04-01 05:07:20,569 - ==> Total time: 2 days, 5:02:00 Eta: 1 day, 8:30:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:09:17,273 - Train: 62.04% [140200/226000] [620.4/1000.0] [batch_t 1.426 (1.437)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 05:11:40,509 - Train: 62.08% [140300/226000] [620.8/1000.0] [batch_t 1.429 (1.432)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-04-01 05:12:46,338 - ==> Total time: 2 days, 5:07:26 Eta: 1 day, 8:25:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:14:05,772 - Train: 62.12% [140400/226000] [621.2/1000.0] [batch_t 1.424 (1.440)] [data_t 0.002] [optim_t 1.422] [lr 0.005000] +2024-04-01 05:16:28,908 - Train: 62.17% [140500/226000] [621.7/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-04-01 05:18:12,088 - ==> Total time: 2 days, 5:12:52 Eta: 1 day, 8:20:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:18:54,355 - Train: 62.21% [140600/226000] [622.1/1000.0] [batch_t 1.427 (1.448)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 05:21:17,427 - Train: 62.26% [140700/226000] [622.6/1000.0] [batch_t 1.428 (1.431)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 05:23:37,761 - ==> Total time: 2 days, 5:18:17 Eta: 1 day, 8:15:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:23:42,961 - Train: 62.30% [140800/226000] [623.0/1000.0] [batch_t 1.445 (1.722)] [data_t 0.002] [optim_t 1.442] [lr 0.005000] +2024-04-01 05:26:06,100 - Train: 62.35% [140900/226000] [623.5/1000.0] [batch_t 1.404 (1.431)] [data_t 0.002] [optim_t 1.401] [lr 0.005000] +2024-04-01 05:28:29,298 - Train: 62.39% [141000/226000] [623.9/1000.0] [batch_t 1.443 (1.432)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-04-01 05:29:03,694 - ==> Total time: 2 days, 5:23:43 Eta: 1 day, 8:10:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:30:54,629 - Train: 62.43% [141100/226000] [624.3/1000.0] [batch_t 1.447 (1.437)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-04-01 05:33:17,712 - Train: 62.48% [141200/226000] [624.8/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 05:34:29,292 - ==> Total time: 2 days, 5:29:09 Eta: 1 day, 8:05:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:35:42,937 - Train: 62.52% [141300/226000] [625.2/1000.0] [batch_t 1.425 (1.441)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-04-01 05:38:06,135 - Train: 62.57% [141400/226000] [625.7/1000.0] [batch_t 1.417 (1.432)] [data_t 0.003] [optim_t 1.414] [lr 0.005000] +2024-04-01 05:39:54,954 - ==> Total time: 2 days, 5:34:35 Eta: 1 day, 8:00:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:40:31,402 - Train: 62.61% [141500/226000] [626.1/1000.0] [batch_t 1.433 (1.451)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-04-01 05:42:54,614 - Train: 62.65% [141600/226000] [626.5/1000.0] [batch_t 1.448 (1.432)] [data_t 0.003] [optim_t 1.446] [lr 0.005000] +2024-04-01 05:45:17,720 - Train: 62.70% [141700/226000] [627.0/1000.0] [batch_t 1.437 (1.431)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-04-01 05:45:20,607 - ==> Total time: 2 days, 5:40:00 Eta: 1 day, 7:55:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:47:43,038 - Train: 62.74% [141800/226000] [627.4/1000.0] [batch_t 1.432 (1.437)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 05:50:06,228 - Train: 62.79% [141900/226000] [627.9/1000.0] [batch_t 1.418 (1.432)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-04-01 05:50:46,232 - ==> Total time: 2 days, 5:45:26 Eta: 1 day, 7:50:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:52:31,524 - Train: 62.83% [142000/226000] [628.3/1000.0] [batch_t 1.440 (1.439)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 05:54:54,694 - Train: 62.88% [142100/226000] [628.8/1000.0] [batch_t 1.411 (1.432)] [data_t 0.002] [optim_t 1.409] [lr 0.005000] +2024-04-01 05:56:12,084 - ==> Total time: 2 days, 5:50:52 Eta: 1 day, 7:45:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 05:57:19,910 - Train: 62.92% [142200/226000] [629.2/1000.0] [batch_t 1.443 (1.441)] [data_t 0.002] [optim_t 1.441] [lr 0.005000] +2024-04-01 05:59:42,924 - Train: 62.96% [142300/226000] [629.6/1000.0] [batch_t 1.434 (1.430)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-04-01 06:01:37,407 - ==> Total time: 2 days, 5:56:17 Eta: 1 day, 7:40:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:02:08,115 - Train: 63.01% [142400/226000] [630.1/1000.0] [batch_t 1.447 (1.454)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-04-01 06:04:31,228 - Train: 63.05% [142500/226000] [630.5/1000.0] [batch_t 1.432 (1.431)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 06:06:54,442 - Train: 63.10% [142600/226000] [631.0/1000.0] [batch_t 1.436 (1.432)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-04-01 06:07:03,040 - ==> Total time: 2 days, 6:01:43 Eta: 1 day, 7:35:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:09:19,942 - Train: 63.14% [142700/226000] [631.4/1000.0] [batch_t 1.427 (1.438)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 06:11:43,188 - Train: 63.19% [142800/226000] [631.9/1000.0] [batch_t 1.437 (1.432)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-04-01 06:12:28,921 - ==> Total time: 2 days, 6:07:09 Eta: 1 day, 7:30:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:14:08,462 - Train: 63.23% [142900/226000] [632.3/1000.0] [batch_t 1.436 (1.437)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-04-01 06:16:31,601 - Train: 63.27% [143000/226000] [632.7/1000.0] [batch_t 1.435 (1.431)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-04-01 06:17:54,768 - ==> Total time: 2 days, 6:12:34 Eta: 1 day, 7:25:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:18:56,976 - Train: 63.32% [143100/226000] [633.2/1000.0] [batch_t 1.431 (1.442)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-04-01 06:21:20,228 - Train: 63.36% [143200/226000] [633.6/1000.0] [batch_t 1.438 (1.432)] [data_t 0.003] [optim_t 1.436] [lr 0.005000] +2024-04-01 06:23:20,585 - ==> Total time: 2 days, 6:18:00 Eta: 1 day, 7:20:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:23:45,693 - Train: 63.41% [143300/226000] [634.1/1000.0] [batch_t 1.435 (1.465)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-04-01 06:26:08,740 - Train: 63.45% [143400/226000] [634.5/1000.0] [batch_t 1.428 (1.430)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 06:28:32,028 - Train: 63.50% [143500/226000] [635.0/1000.0] [batch_t 1.385 (1.433)] [data_t 0.002] [optim_t 1.383] [lr 0.005000] +2024-04-01 06:28:46,390 - ==> Total time: 2 days, 6:23:26 Eta: 1 day, 7:15:50 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:30:57,342 - Train: 63.54% [143600/226000] [635.4/1000.0] [batch_t 1.432 (1.437)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 06:33:20,545 - Train: 63.58% [143700/226000] [635.8/1000.0] [batch_t 1.431 (1.432)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 06:34:12,116 - ==> Total time: 2 days, 6:28:52 Eta: 1 day, 7:10:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:35:45,988 - Train: 63.63% [143800/226000] [636.3/1000.0] [batch_t 1.433 (1.441)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 06:38:09,191 - Train: 63.67% [143900/226000] [636.7/1000.0] [batch_t 1.432 (1.432)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 06:39:37,885 - ==> Total time: 2 days, 6:34:18 Eta: 1 day, 7:05:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:40:34,496 - Train: 63.72% [144000/226000] [637.2/1000.0] [batch_t 1.431 (1.447)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-04-01 06:42:57,581 - Train: 63.76% [144100/226000] [637.6/1000.0] [batch_t 1.446 (1.431)] [data_t 0.002] [optim_t 1.444] [lr 0.005000] +2024-04-01 06:45:03,668 - ==> Total time: 2 days, 6:39:43 Eta: 1 day, 7:00:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:45:23,141 - Train: 63.81% [144200/226000] [638.1/1000.0] [batch_t 1.434 (1.484)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-04-01 06:47:46,269 - Train: 63.85% [144300/226000] [638.5/1000.0] [batch_t 1.442 (1.431)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-04-01 06:50:09,231 - Train: 63.89% [144400/226000] [638.9/1000.0] [batch_t 1.447 (1.430)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-04-01 06:50:29,251 - ==> Total time: 2 days, 6:45:09 Eta: 1 day, 6:55:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:52:34,454 - Train: 63.94% [144500/226000] [639.4/1000.0] [batch_t 1.417 (1.437)] [data_t 0.003] [optim_t 1.415] [lr 0.005000] +2024-04-01 06:54:57,384 - Train: 63.98% [144600/226000] [639.8/1000.0] [batch_t 1.437 (1.429)] [data_t 0.002] [optim_t 1.434] [lr 0.005000] +2024-04-01 06:55:54,586 - ==> Total time: 2 days, 6:50:34 Eta: 1 day, 6:50:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 06:57:22,639 - Train: 64.03% [144700/226000] [640.3/1000.0] [batch_t 1.439 (1.440)] [data_t 0.002] [optim_t 1.436] [lr 0.005000] +2024-04-01 06:59:45,821 - Train: 64.07% [144800/226000] [640.7/1000.0] [batch_t 1.423 (1.432)] [data_t 0.002] [optim_t 1.421] [lr 0.005000] +2024-04-01 07:01:20,430 - ==> Total time: 2 days, 6:56:00 Eta: 1 day, 6:45:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:02:11,330 - Train: 64.12% [144900/226000] [641.2/1000.0] [batch_t 1.434 (1.449)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-04-01 07:04:34,502 - Train: 64.16% [145000/226000] [641.6/1000.0] [batch_t 1.446 (1.432)] [data_t 0.002] [optim_t 1.444] [lr 0.005000] +2024-04-01 07:06:46,238 - ==> Total time: 2 days, 7:01:26 Eta: 1 day, 6:40:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:06:59,876 - Train: 64.20% [145100/226000] [642.0/1000.0] [batch_t 1.429 (1.493)] [data_t 0.002] [optim_t 1.427] [lr 0.005000] +2024-04-01 07:09:22,968 - Train: 64.25% [145200/226000] [642.5/1000.0] [batch_t 1.425 (1.431)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-04-01 07:11:45,973 - Train: 64.29% [145300/226000] [642.9/1000.0] [batch_t 1.434 (1.430)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-04-01 07:12:11,785 - ==> Total time: 2 days, 7:06:51 Eta: 1 day, 6:36:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:14:11,518 - Train: 64.34% [145400/226000] [643.4/1000.0] [batch_t 1.429 (1.439)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-04-01 07:16:34,525 - Train: 64.38% [145500/226000] [643.8/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 07:17:37,424 - ==> Total time: 2 days, 7:12:17 Eta: 1 day, 6:31:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:18:59,681 - Train: 64.42% [145600/226000] [644.2/1000.0] [batch_t 1.428 (1.439)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-04-01 07:21:22,564 - Train: 64.47% [145700/226000] [644.7/1000.0] [batch_t 1.443 (1.429)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-04-01 07:23:02,698 - ==> Total time: 2 days, 7:17:42 Eta: 1 day, 6:26:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:23:47,712 - Train: 64.51% [145800/226000] [645.1/1000.0] [batch_t 1.426 (1.447)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-04-01 07:26:10,868 - Train: 64.56% [145900/226000] [645.6/1000.0] [batch_t 1.413 (1.431)] [data_t 0.003] [optim_t 1.410] [lr 0.005000] +2024-04-01 07:28:28,044 - ==> Total time: 2 days, 7:23:08 Eta: 1 day, 6:21:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:28:35,982 - Train: 64.60% [146000/226000] [646.0/1000.0] [batch_t 1.427 (1.551)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 07:30:58,866 - Train: 64.65% [146100/226000] [646.5/1000.0] [batch_t 1.432 (1.429)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-04-01 07:33:22,005 - Train: 64.69% [146200/226000] [646.9/1000.0] [batch_t 1.428 (1.431)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 07:33:53,434 - ==> Total time: 2 days, 7:28:33 Eta: 1 day, 6:16:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:35:47,178 - Train: 64.73% [146300/226000] [647.3/1000.0] [batch_t 1.436 (1.438)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-04-01 07:38:10,318 - Train: 64.78% [146400/226000] [647.8/1000.0] [batch_t 1.430 (1.431)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-04-01 07:39:19,036 - ==> Total time: 2 days, 7:33:59 Eta: 1 day, 6:11:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:40:35,401 - Train: 64.82% [146500/226000] [648.2/1000.0] [batch_t 1.441 (1.441)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-04-01 07:42:58,230 - Train: 64.87% [146600/226000] [648.7/1000.0] [batch_t 1.432 (1.428)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 07:44:43,984 - ==> Total time: 2 days, 7:39:24 Eta: 1 day, 6:06:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 07:45:23,335 - Train: 64.91% [146700/226000] [649.1/1000.0] [batch_t 1.435 (1.456)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-04-01 07:47:46,338 - Train: 64.96% [146800/226000] [649.6/1000.0] [batch_t 1.448 (1.430)] [data_t 0.003] [optim_t 1.445] [lr 0.005000] +2024-04-01 07:50:09,469 - Train: 65.00% [146900/226000] [650.0/1000.0] [batch_t 1.437 (1.431)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 07:50:31,611 - Test: 46.30% [50/108] [batch_t 0.424 (0.434)] +2024-04-01 07:50:52,648 - Test: 92.59% [100/108] [batch_t 0.426 (0.427)] +2024-04-01 07:50:55,925 - Test: 100.00% [108/108] [batch_t 0.346 (0.426)] +2024-04-01 07:51:16,328 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.620 (mAUROC_px) 2.649 (mAP_px) 0.375 (mF1_max_px) 11.746 (mAUPRO_px) 0.128 (mF1_px_0.2_0.8_0.1) 0.127 (mAcc_px_0.2_0.8_0.1) 0.125 (mIoU_px_0.2_0.8_0.1) 0.364 (mIoU_max_px) +2024-04-01 07:51:53,046 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.560 (mAUROC_px) 5.926 (mAP_px) 0.699 (mF1_max_px) 20.920 (mAUPRO_px) 0.242 (mF1_px_0.2_0.8_0.1) 0.244 (mAcc_px_0.2_0.8_0.1) 0.242 (mIoU_px_0.2_0.8_0.1) 0.698 (mIoU_max_px) +2024-04-01 07:52:24,066 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.542 (mAUROC_px) 5.050 (mAP_px) 0.619 (mF1_max_px) 17.396 (mAUPRO_px) 0.209 (mF1_px_0.2_0.8_0.1) 0.209 (mAcc_px_0.2_0.8_0.1) 0.211 (mIoU_px_0.2_0.8_0.1) 0.611 (mIoU_max_px) +2024-04-01 07:52:51,926 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.607 (mAUROC_px) 4.447 (mAP_px) 0.532 (mF1_max_px) 16.030 (mAUPRO_px) 0.182 (mF1_px_0.2_0.8_0.1) 0.185 (mAcc_px_0.2_0.8_0.1) 0.183 (mIoU_px_0.2_0.8_0.1) 0.527 (mIoU_max_px) +2024-04-01 07:53:09,859 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.576 (mAUROC_px) 2.707 (mAP_px) 0.340 (mF1_max_px) 10.487 (mAUPRO_px) 0.119 (mF1_px_0.2_0.8_0.1) 0.124 (mAcc_px_0.2_0.8_0.1) 0.120 (mIoU_px_0.2_0.8_0.1) 0.345 (mIoU_max_px) +2024-04-01 07:53:36,410 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.142 (mAUROC_px) 3.652 (mAP_px) 0.496 (mF1_max_px) 16.098 (mAUPRO_px) 0.174 (mF1_px_0.2_0.8_0.1) 0.175 (mAcc_px_0.2_0.8_0.1) 0.170 (mIoU_px_0.2_0.8_0.1) 0.493 (mIoU_max_px) +2024-04-01 07:54:05,378 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.972 (mAUROC_px) 4.641 (mAP_px) 0.567 (mF1_max_px) 16.485 (mAUPRO_px) 0.192 (mF1_px_0.2_0.8_0.1) 0.193 (mAcc_px_0.2_0.8_0.1) 0.191 (mIoU_px_0.2_0.8_0.1) 0.555 (mIoU_max_px) +2024-04-01 07:54:36,689 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.504 (mAUROC_px) 4.277 (mAP_px) 0.520 (mF1_max_px) 19.796 (mAUPRO_px) 0.179 (mF1_px_0.2_0.8_0.1) 0.179 (mAcc_px_0.2_0.8_0.1) 0.179 (mIoU_px_0.2_0.8_0.1) 0.517 (mIoU_max_px) +2024-04-01 07:55:18,990 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.716 (mAUROC_px) 6.639 (mAP_px) 0.774 (mF1_max_px) 24.375 (mAUPRO_px) 0.267 (mF1_px_0.2_0.8_0.1) 0.269 (mAcc_px_0.2_0.8_0.1) 0.267 (mIoU_px_0.2_0.8_0.1) 0.775 (mIoU_max_px) +2024-04-01 07:55:56,489 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.178 (mAUROC_px) 6.199 (mAP_px) 0.755 (mF1_max_px) 20.672 (mAUPRO_px) 0.251 (mF1_px_0.2_0.8_0.1) 0.248 (mAcc_px_0.2_0.8_0.1) 0.253 (mIoU_px_0.2_0.8_0.1) 0.724 (mIoU_max_px) +2024-04-01 07:56:26,628 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.547 (mAUROC_px) 4.427 (mAP_px) 0.530 (mF1_max_px) 18.402 (mAUPRO_px) 0.185 (mF1_px_0.2_0.8_0.1) 0.187 (mAcc_px_0.2_0.8_0.1) 0.177 (mIoU_px_0.2_0.8_0.1) 0.521 (mIoU_max_px) +2024-04-01 07:56:34,889 - ==> Metric Time for toothbrush : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.417 (mAUROC_px) 1.116 (mAP_px) 0.178 (mF1_max_px) 5.123 (mAUPRO_px) 0.064 (mF1_px_0.2_0.8_0.1) 0.060 (mAcc_px_0.2_0.8_0.1) 0.062 (mIoU_px_0.2_0.8_0.1) 0.180 (mIoU_max_px) +2024-04-01 07:56:57,277 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.537 (mAUROC_px) 3.331 (mAP_px) 0.457 (mF1_max_px) 13.029 (mAUPRO_px) 0.154 (mF1_px_0.2_0.8_0.1) 0.152 (mAcc_px_0.2_0.8_0.1) 0.153 (mIoU_px_0.2_0.8_0.1) 0.442 (mIoU_max_px) +2024-04-01 07:57:17,421 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.586 (mAUROC_px) 2.999 (mAP_px) 0.379 (mF1_max_px) 12.393 (mAUPRO_px) 0.119 (mF1_px_0.2_0.8_0.1) 0.117 (mAcc_px_0.2_0.8_0.1) 0.114 (mIoU_px_0.2_0.8_0.1) 0.338 (mIoU_max_px) +2024-04-01 07:57:54,155 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.689 (mAUROC_px) 5.842 (mAP_px) 0.709 (mF1_max_px) 20.881 (mAUPRO_px) 0.240 (mF1_px_0.2_0.8_0.1) 0.239 (mAcc_px_0.2_0.8_0.1) 0.239 (mIoU_px_0.2_0.8_0.1) 0.704 (mIoU_max_px) +2024-04-01 07:57:54,178 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.645 | 98.908 (300 epoch) | 78.472 | 80.855 (300 epoch) | 75.294 | 77.674 (300 epoch) | 94.877 | 96.070 (300 epoch) | 49.122 | 51.291 (200 epoch) | 57.587 | 58.677 (550 epoch) | 35.577 | 37.861 (200 epoch) | 60.377 | 63.498 (300 epoch) | +| cable | 98.163 | 98.876 (200 epoch) | 98.916 | 99.297 (200 epoch) | 94.565 | 95.789 (200 epoch) | 96.078 | 96.078 (650 epoch) | 43.510 | 43.510 (650 epoch) | 49.031 | 49.031 (650 epoch) | 89.434 | 90.290 (450 epoch) | 26.047 | 26.047 (650 epoch) | 38.959 | 39.754 (250 epoch) | 15.900 | 15.900 (650 epoch) | 32.478 | 32.478 (650 epoch) | +| capsule | 93.179 | 94.535 (500 epoch) | 98.479 | 98.785 (500 epoch) | 94.009 | 94.884 (450 epoch) | 98.487 | 98.487 (650 epoch) | 42.934 | 44.073 (400 epoch) | 46.834 | 48.180 (400 epoch) | 93.938 | 93.938 (650 epoch) | 23.003 | 26.206 (100 epoch) | 24.109 | 31.021 (50 epoch) | 13.999 | 15.884 (100 epoch) | 30.578 | 31.735 (400 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.170 | 99.288 (150 epoch) | 59.854 | 66.029 (150 epoch) | 62.967 | 65.000 (150 epoch) | 96.654 | 97.482 (100 epoch) | 39.489 | 45.386 (100 epoch) | 56.984 | 67.287 (100 epoch) | 26.261 | 30.764 (100 epoch) | 45.950 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.200 | 99.212 (500 epoch) | 47.715 | 48.667 (300 epoch) | 47.809 | 48.389 (250 epoch) | 97.316 | 97.316 (650 epoch) | 30.796 | 31.333 (400 epoch) | 41.520 | 42.805 (50 epoch) | 19.082 | 19.424 (400 epoch) | 31.413 | 31.917 (250 epoch) | +| hazelnut | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.998 | 99.035 (600 epoch) | 64.117 | 65.353 (600 epoch) | 64.395 | 65.264 (600 epoch) | 95.640 | 95.819 (600 epoch) | 40.080 | 40.080 (650 epoch) | 72.229 | 73.361 (200 epoch) | 26.829 | 26.921 (600 epoch) | 47.487 | 48.438 (600 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.430 | 99.447 (600 epoch) | 51.769 | 53.065 (600 epoch) | 53.437 | 54.786 (600 epoch) | 98.802 | 98.827 (600 epoch) | 36.217 | 36.217 (650 epoch) | 76.157 | 76.157 (650 epoch) | 22.882 | 22.882 (650 epoch) | 36.460 | 37.728 (600 epoch) | +| metal_nut | 99.804 | 99.902 (450 epoch) | 99.954 | 99.977 (550 epoch) | 98.936 | 99.465 (150 epoch) | 96.795 | 96.946 (550 epoch) | 74.490 | 76.511 (350 epoch) | 78.851 | 79.567 (600 epoch) | 93.629 | 93.948 (600 epoch) | 43.157 | 46.004 (200 epoch) | 51.531 | 55.580 (50 epoch) | 31.182 | 33.448 (200 epoch) | 65.086 | 66.067 (600 epoch) | +| pill | 97.081 | 97.463 (550 epoch) | 99.488 | 99.546 (550 epoch) | 96.403 | 96.774 (250 epoch) | 97.564 | 97.564 (650 epoch) | 65.301 | 65.301 (650 epoch) | 67.726 | 67.726 (650 epoch) | 96.232 | 96.232 (650 epoch) | 34.195 | 34.414 (300 epoch) | 46.517 | 49.962 (150 epoch) | 23.050 | 23.050 (650 epoch) | 51.201 | 51.201 (650 epoch) | +| screw | 94.794 | 95.983 (400 epoch) | 97.889 | 98.330 (400 epoch) | 94.444 | 95.200 (400 epoch) | 99.418 | 99.468 (450 epoch) | 49.445 | 50.337 (400 epoch) | 50.216 | 50.872 (300 epoch) | 97.070 | 97.280 (300 epoch) | 27.344 | 27.344 (650 epoch) | 54.876 | 57.553 (50 epoch) | 16.974 | 16.974 (650 epoch) | 33.526 | 34.113 (300 epoch) | +| tile | 97.799 | 98.593 (500 epoch) | 99.212 | 99.471 (500 epoch) | 95.706 | 96.386 (400 epoch) | 93.874 | 93.894 (400 epoch) | 45.313 | 45.643 (550 epoch) | 55.030 | 55.431 (550 epoch) | 80.220 | 81.340 (350 epoch) | 30.625 | 31.523 (200 epoch) | 45.427 | 47.650 (200 epoch) | 19.420 | 19.960 (200 epoch) | 37.960 | 38.342 (550 epoch) | +| toothbrush | 96.667 | 98.611 (300 epoch) | 98.567 | 99.424 (300 epoch) | 96.774 | 98.361 (300 epoch) | 98.955 | 99.023 (200 epoch) | 47.491 | 49.029 (200 epoch) | 58.867 | 60.364 (300 epoch) | 91.622 | 92.411 (200 epoch) | 37.986 | 39.195 (250 epoch) | 64.533 | 66.713 (150 epoch) | 24.744 | 25.696 (250 epoch) | 41.711 | 43.230 (300 epoch) | +| transistor | 99.583 | 100.000 (450 epoch) | 99.441 | 100.000 (450 epoch) | 97.436 | 100.000 (450 epoch) | 96.559 | 96.614 (350 epoch) | 69.273 | 69.715 (350 epoch) | 66.345 | 67.126 (450 epoch) | 86.388 | 88.321 (50 epoch) | 38.382 | 40.077 (450 epoch) | 40.020 | 42.896 (50 epoch) | 25.973 | 27.052 (450 epoch) | 49.639 | 50.519 (450 epoch) | +| wood | 98.860 | 99.035 (300 epoch) | 99.644 | 99.706 (300 epoch) | 97.521 | 97.521 (650 epoch) | 94.710 | 94.741 (600 epoch) | 47.828 | 48.091 (600 epoch) | 49.441 | 49.479 (600 epoch) | 90.489 | 92.390 (50 epoch) | 31.836 | 32.642 (100 epoch) | 58.103 | 59.608 (50 epoch) | 19.807 | 20.275 (100 epoch) | 32.838 | 32.872 (600 epoch) | +| zipper | 99.422 | 99.632 (550 epoch) | 99.849 | 99.904 (550 epoch) | 97.925 | 98.333 (550 epoch) | 98.400 | 98.428 (450 epoch) | 60.676 | 60.676 (650 epoch) | 61.894 | 61.894 (650 epoch) | 94.786 | 94.786 (650 epoch) | 30.444 | 32.029 (300 epoch) | 34.771 | 38.606 (150 epoch) | 19.946 | 20.854 (350 epoch) | 44.816 | 44.816 (650 epoch) | +| Avg | 98.352 | 98.626 (500 epoch) | 99.428 | 99.558 (450 epoch) | 97.544 | 97.838 (450 epoch) | 97.752 | 97.752 (650 epoch) | 56.546 | 56.871 (600 epoch) | 59.209 | 59.348 (600 epoch) | 93.140 | 93.245 (350 epoch) | 34.581 | 34.960 (350 epoch) | 50.888 | 52.378 (50 epoch) | 22.775 | 23.075 (350 epoch) | 42.768 | 42.923 (600 epoch) | +2024-04-01 07:57:54,456 - ==> Total time: 2 days, 7:52:34 Eta: 1 day, 6:05:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 08:00:22,549 - Train: 65.04% [147000/226000] [650.4/1000.0] [batch_t 1.457 (1.461)] [data_t 0.003] [optim_t 1.454] [lr 0.005000] +2024-04-01 08:02:47,084 - Train: 65.09% [147100/226000] [650.9/1000.0] [batch_t 1.422 (1.445)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-04-01 08:03:24,293 - ==> Total time: 2 days, 7:58:04 Eta: 1 day, 6:00:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 08:05:12,242 - Train: 65.13% [147200/226000] [651.3/1000.0] [batch_t 1.443 (1.437)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-04-01 08:07:35,067 - Train: 65.18% [147300/226000] [651.8/1000.0] [batch_t 1.433 (1.428)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 08:08:49,576 - ==> Total time: 2 days, 8:03:29 Eta: 1 day, 5:55:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 08:10:00,468 - Train: 65.22% [147400/226000] [652.2/1000.0] [batch_t 1.443 (1.440)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-04-01 08:12:23,431 - Train: 65.27% [147500/226000] [652.7/1000.0] [batch_t 1.412 (1.430)] [data_t 0.002] [optim_t 1.409] [lr 0.005000] +2024-04-01 08:14:15,027 - ==> Total time: 2 days, 8:08:55 Eta: 1 day, 5:50:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 08:14:48,762 - Train: 65.31% [147600/226000] [653.1/1000.0] [batch_t 1.422 (1.451)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-04-01 08:17:11,923 - Train: 65.35% [147700/226000] [653.5/1000.0] [batch_t 1.437 (1.432)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 08:19:35,143 - Train: 65.40% [147800/226000] [654.0/1000.0] [batch_t 1.421 (1.432)] [data_t 0.002] 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8:55:16 Eta: 1 day, 5:03:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:01:31,550 - Train: 66.24% [149700/226000] [662.4/1000.0] [batch_t 0.607 (0.611)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:02:32,030 - Train: 66.28% [149800/226000] [662.8/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 09:02:55,142 - ==> Total time: 2 days, 8:57:35 Eta: 1 day, 4:57:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:03:34,631 - Train: 66.33% [149900/226000] [663.3/1000.0] [batch_t 0.606 (0.612)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:04:35,102 - Train: 66.37% [150000/226000] [663.7/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:05:13,852 - ==> Total time: 2 days, 8:59:54 Eta: 1 day, 4:50:33 Logged in 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9:13:47 Eta: 1 day, 4:11:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:19:58,108 - Train: 67.04% [151500/226000] [670.4/1000.0] [batch_t 0.605 (0.613)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:20:58,639 - Train: 67.08% [151600/226000] [670.8/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:21:26,474 - ==> Total time: 2 days, 9:16:06 Eta: 1 day, 4:04:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:22:01,348 - Train: 67.12% [151700/226000] [671.2/1000.0] [batch_t 0.604 (0.615)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 09:23:02,007 - Train: 67.17% [151800/226000] [671.7/1000.0] [batch_t 0.606 (0.606)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:23:45,536 - ==> Total time: 2 days, 9:18:25 Eta: 1 day, 3:58:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:24:04,686 - Train: 67.21% [151900/226000] [672.1/1000.0] [batch_t 0.604 (0.626)] [data_t 0.003] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:25:05,197 - Train: 67.26% [152000/226000] [672.6/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 09:26:04,493 - ==> Total time: 2 days, 9:20:44 Eta: 1 day, 3:51:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:26:07,875 - Train: 67.30% [152100/226000] [673.0/1000.0] [batch_t 0.606 (0.855)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:27:08,427 - Train: 67.35% [152200/226000] [673.5/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 09:28:08,994 - Train: 67.39% [152300/226000] [673.9/1000.0] [batch_t 0.607 (0.606)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 09:28:23,539 - ==> Total time: 2 days, 9:23:03 Eta: 1 day, 3:45:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:29:11,564 - Train: 67.43% [152400/226000] [674.3/1000.0] [batch_t 0.606 (0.612)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:30:12,091 - Train: 67.48% [152500/226000] [674.8/1000.0] [batch_t 0.607 (0.605)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:30:42,340 - ==> Total time: 2 days, 9:25:22 Eta: 1 day, 3:38:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:31:14,805 - Train: 67.52% [152600/226000] [675.2/1000.0] [batch_t 0.609 (0.615)] [data_t 0.002] [optim_t 0.607] [lr 0.005000] +2024-04-01 09:32:15,286 - Train: 67.57% [152700/226000] [675.7/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:33:01,230 - ==> Total time: 2 days, 9:27:41 Eta: 1 day, 3:32:26 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:33:19,423 - Train: 67.61% [152800/226000] [676.1/1000.0] [batch_t 0.602 (0.625)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 09:34:19,912 - Train: 67.65% [152900/226000] [676.5/1000.0] [batch_t 0.602 (0.605)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 09:35:20,422 - Train: 67.70% [153000/226000] [677.0/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:35:21,646 - ==> Total time: 2 days, 9:30:01 Eta: 1 day, 3:26:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:36:22,935 - Train: 67.74% [153100/226000] [677.4/1000.0] [batch_t 0.606 (0.609)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:37:23,386 - Train: 67.79% [153200/226000] [677.9/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:37:40,309 - ==> Total time: 2 days, 9:32:20 Eta: 1 day, 3:19:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:38:26,193 - Train: 67.83% [153300/226000] [678.3/1000.0] [batch_t 0.608 (0.616)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 09:39:26,686 - Train: 67.88% [153400/226000] [678.8/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:39:59,336 - ==> Total time: 2 days, 9:34:39 Eta: 1 day, 3:13:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:40:29,300 - Train: 67.92% [153500/226000] [679.2/1000.0] [batch_t 0.605 (0.617)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:41:29,745 - Train: 67.96% [153600/226000] [679.6/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:42:18,116 - ==> Total time: 2 days, 9:36:58 Eta: 1 day, 3:06:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:42:32,361 - Train: 68.01% [153700/226000] [680.1/1000.0] [batch_t 0.609 (0.631)] [data_t 0.003] [optim_t 0.607] [lr 0.005000] +2024-04-01 09:43:33,035 - Train: 68.05% [153800/226000] [680.5/1000.0] [batch_t 0.605 (0.607)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:44:33,555 - Train: 68.10% [153900/226000] [681.0/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:44:37,184 - ==> Total time: 2 days, 9:39:17 Eta: 1 day, 3:00:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:45:36,168 - Train: 68.14% [154000/226000] [681.4/1000.0] [batch_t 0.592 (0.610)] [data_t 0.002] [optim_t 0.590] [lr 0.005000] +2024-04-01 09:46:36,723 - Train: 68.19% [154100/226000] [681.9/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:46:56,081 - ==> Total time: 2 days, 9:41:36 Eta: 1 day, 2:54:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:47:39,510 - Train: 68.23% [154200/226000] [682.3/1000.0] [batch_t 0.605 (0.614)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:48:40,028 - Train: 68.27% [154300/226000] [682.7/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:49:15,231 - ==> Total time: 2 days, 9:43:55 Eta: 1 day, 2:47:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:49:42,836 - Train: 68.32% [154400/226000] [683.2/1000.0] [batch_t 0.608 (0.619)] [data_t 0.002] [optim_t 0.606] [lr 0.005000] +2024-04-01 09:50:43,357 - Train: 68.36% [154500/226000] [683.6/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 09:51:34,134 - ==> Total time: 2 days, 9:46:14 Eta: 1 day, 2:41:21 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:51:46,047 - Train: 68.41% [154600/226000] [684.1/1000.0] [batch_t 0.603 (0.634)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:52:46,503 - Train: 68.45% [154700/226000] [684.5/1000.0] [batch_t 0.602 (0.604)] [data_t 0.002] [optim_t 0.599] [lr 0.005000] +2024-04-01 09:53:47,088 - Train: 68.50% [154800/226000] [685.0/1000.0] [batch_t 0.603 (0.606)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:53:53,140 - ==> Total time: 2 days, 9:48:33 Eta: 1 day, 2:35:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:54:49,948 - Train: 68.54% [154900/226000] [685.4/1000.0] [batch_t 0.604 (0.612)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:55:50,480 - Train: 68.58% [155000/226000] [685.8/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 09:56:12,258 - ==> Total time: 2 days, 9:50:52 Eta: 1 day, 2:28:42 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:56:52,984 - Train: 68.63% [155100/226000] [686.3/1000.0] [batch_t 0.606 (0.611)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 09:57:53,477 - Train: 68.67% [155200/226000] [686.7/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 09:58:31,020 - ==> Total time: 2 days, 9:53:11 Eta: 1 day, 2:22:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 09:58:56,319 - Train: 68.72% [155300/226000] [687.2/1000.0] [batch_t 0.607 (0.623)] [data_t 0.003] [optim_t 0.605] [lr 0.005000] +2024-04-01 09:59:56,814 - Train: 68.76% [155400/226000] [687.6/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 10:00:50,058 - ==> Total time: 2 days, 9:55:30 Eta: 1 day, 2:16:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:00:59,563 - Train: 68.81% [155500/226000] [688.1/1000.0] [batch_t 0.607 (0.656)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 10:02:00,088 - Train: 68.85% [155600/226000] [688.5/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:03:00,537 - Train: 68.89% [155700/226000] [688.9/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 10:03:08,998 - ==> Total time: 2 days, 9:57:49 Eta: 1 day, 2:09:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:04:03,070 - Train: 68.94% [155800/226000] [689.4/1000.0] [batch_t 0.604 (0.610)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 10:05:03,697 - Train: 68.98% [155900/226000] [689.8/1000.0] [batch_t 0.604 (0.606)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 10:05:27,875 - ==> Total time: 2 days, 10:00:08 Eta: 1 day, 2:03:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:06:06,409 - Train: 69.03% [156000/226000] [690.3/1000.0] [batch_t 0.603 (0.614)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 10:07:06,946 - Train: 69.07% [156100/226000] [690.7/1000.0] [batch_t 0.609 (0.605)] [data_t 0.002] [optim_t 0.607] [lr 0.005000] +2024-04-01 10:07:46,893 - ==> Total time: 2 days, 10:02:27 Eta: 1 day, 1:57:16 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:08:09,541 - Train: 69.12% [156200/226000] [691.2/1000.0] [batch_t 0.607 (0.619)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 10:09:10,082 - Train: 69.16% [156300/226000] [691.6/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 10:10:05,932 - ==> Total time: 2 days, 10:04:46 Eta: 1 day, 1:51:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:10:13,018 - Train: 69.20% [156400/226000] [692.0/1000.0] [batch_t 0.605 (0.698)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:11:13,513 - Train: 69.25% [156500/226000] [692.5/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:12:14,009 - Train: 69.29% [156600/226000] [692.9/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 10:12:24,903 - ==> Total time: 2 days, 10:07:05 Eta: 1 day, 1:44:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:13:16,628 - Train: 69.34% [156700/226000] [693.4/1000.0] [batch_t 0.604 (0.612)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:14:17,075 - Train: 69.38% [156800/226000] [693.8/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 10:14:43,692 - ==> Total time: 2 days, 10:09:23 Eta: 1 day, 1:38:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:15:19,939 - Train: 69.42% [156900/226000] [694.2/1000.0] [batch_t 0.605 (0.616)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:16:20,440 - Train: 69.47% [157000/226000] [694.7/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:17:02,750 - ==> Total time: 2 days, 10:11:42 Eta: 1 day, 1:32:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:17:23,644 - Train: 69.51% [157100/226000] [695.1/1000.0] [batch_t 0.606 (0.623)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 10:18:24,174 - Train: 69.56% [157200/226000] [695.6/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 10:19:22,255 - ==> Total time: 2 days, 10:14:02 Eta: 1 day, 1:26:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:19:27,109 - Train: 69.60% [157300/226000] [696.0/1000.0] [batch_t 0.606 (0.766)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:20:27,715 - Train: 69.65% [157400/226000] [696.5/1000.0] [batch_t 0.601 (0.606)] [data_t 0.003] [optim_t 0.599] [lr 0.005000] +2024-04-01 10:21:28,230 - Train: 69.69% [157500/226000] [696.9/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:21:41,553 - ==> Total time: 2 days, 10:16:21 Eta: 1 day, 1:19:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:22:31,116 - Train: 69.73% [157600/226000] [697.3/1000.0] [batch_t 0.605 (0.611)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:23:32,340 - Train: 69.78% [157700/226000] [697.8/1000.0] [batch_t 0.604 (0.612)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 10:24:01,364 - ==> Total time: 2 days, 10:18:41 Eta: 1 day, 1:13:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:24:38,227 - Train: 69.82% [157800/226000] [698.2/1000.0] [batch_t 0.605 (0.623)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:25:38,836 - Train: 69.87% [157900/226000] [698.7/1000.0] [batch_t 0.603 (0.606)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 10:26:23,611 - ==> Total time: 2 days, 10:21:03 Eta: 1 day, 1:07:36 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:26:42,597 - Train: 69.91% [158000/226000] [699.1/1000.0] [batch_t 0.602 (0.627)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 10:27:43,095 - Train: 69.96% [158100/226000] [699.6/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 10:28:43,585 - Train: 70.00% [158200/226000] [700.0/1000.0] [batch_t 0.612 (0.605)] [data_t 0.002] [optim_t 0.609] [lr 0.005000] +2024-04-01 10:29:10,570 - Test: 46.30% [50/108] [batch_t 0.318 (0.530)] +2024-04-01 10:29:32,500 - Test: 92.59% [100/108] [batch_t 0.221 (0.484)] +2024-04-01 10:29:35,373 - Test: 100.00% [108/108] [batch_t 0.176 (0.475)] +2024-04-01 10:29:55,580 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.700 (mAUROC_px) 2.773 (mAP_px) 0.371 (mF1_max_px) 11.357 (mAUPRO_px) 0.126 (mF1_px_0.2_0.8_0.1) 0.133 (mAcc_px_0.2_0.8_0.1) 0.129 (mIoU_px_0.2_0.8_0.1) 0.367 (mIoU_max_px) +2024-04-01 10:30:32,117 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.742 (mAUROC_px) 5.760 (mAP_px) 0.687 (mF1_max_px) 20.752 (mAUPRO_px) 0.238 (mF1_px_0.2_0.8_0.1) 0.236 (mAcc_px_0.2_0.8_0.1) 0.239 (mIoU_px_0.2_0.8_0.1) 0.699 (mIoU_max_px) +2024-04-01 10:31:02,481 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.434 (mAUROC_px) 4.860 (mAP_px) 0.593 (mF1_max_px) 17.075 (mAUPRO_px) 0.203 (mF1_px_0.2_0.8_0.1) 0.203 (mAcc_px_0.2_0.8_0.1) 0.207 (mIoU_px_0.2_0.8_0.1) 0.617 (mIoU_max_px) +2024-04-01 10:31:29,746 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.612 (mAUROC_px) 4.278 (mAP_px) 0.538 (mF1_max_px) 15.646 (mAUPRO_px) 0.176 (mF1_px_0.2_0.8_0.1) 0.175 (mAcc_px_0.2_0.8_0.1) 0.175 (mIoU_px_0.2_0.8_0.1) 0.508 (mIoU_max_px) +2024-04-01 10:31:46,889 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.491 (mAUROC_px) 2.465 (mAP_px) 0.339 (mF1_max_px) 10.045 (mAUPRO_px) 0.118 (mF1_px_0.2_0.8_0.1) 0.118 (mAcc_px_0.2_0.8_0.1) 0.117 (mIoU_px_0.2_0.8_0.1) 0.342 (mIoU_max_px) +2024-04-01 10:32:13,124 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.186 (mAUROC_px) 3.880 (mAP_px) 0.496 (mF1_max_px) 15.278 (mAUPRO_px) 0.222 (mF1_px_0.2_0.8_0.1) 0.212 (mAcc_px_0.2_0.8_0.1) 0.214 (mIoU_px_0.2_0.8_0.1) 0.620 (mIoU_max_px) +2024-04-01 10:32:43,290 - ==> Metric Time for leather : 0.002 (mAUROC_sp_max) 0.001 (mAP_sp_max) 0.001 (mF1_max_sp_max) 6.569 (mAUROC_px) 4.487 (mAP_px) 0.554 (mF1_max_px) 17.063 (mAUPRO_px) 0.216 (mF1_px_0.2_0.8_0.1) 0.224 (mAcc_px_0.2_0.8_0.1) 0.225 (mIoU_px_0.2_0.8_0.1) 0.629 (mIoU_max_px) +2024-04-01 10:33:15,220 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.697 (mAUROC_px) 4.201 (mAP_px) 0.514 (mF1_max_px) 20.301 (mAUPRO_px) 0.176 (mF1_px_0.2_0.8_0.1) 0.176 (mAcc_px_0.2_0.8_0.1) 0.176 (mIoU_px_0.2_0.8_0.1) 0.521 (mIoU_max_px) +2024-04-01 10:33:58,513 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.529 (mAUROC_px) 6.503 (mAP_px) 0.761 (mF1_max_px) 25.382 (mAUPRO_px) 0.267 (mF1_px_0.2_0.8_0.1) 0.263 (mAcc_px_0.2_0.8_0.1) 0.266 (mIoU_px_0.2_0.8_0.1) 0.800 (mIoU_max_px) +2024-04-01 10:34:35,533 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.041 (mAUROC_px) 6.031 (mAP_px) 0.815 (mF1_max_px) 20.407 (mAUPRO_px) 0.255 (mF1_px_0.2_0.8_0.1) 0.258 (mAcc_px_0.2_0.8_0.1) 0.254 (mIoU_px_0.2_0.8_0.1) 0.732 (mIoU_max_px) +2024-04-01 10:35:05,868 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.707 (mAUROC_px) 4.369 (mAP_px) 0.528 (mF1_max_px) 18.482 (mAUPRO_px) 0.182 (mF1_px_0.2_0.8_0.1) 0.182 (mAcc_px_0.2_0.8_0.1) 0.188 (mIoU_px_0.2_0.8_0.1) 0.528 (mIoU_max_px) +2024-04-01 10:35:14,212 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.427 (mAUROC_px) 1.057 (mAP_px) 0.181 (mF1_max_px) 5.248 (mAUPRO_px) 0.067 (mF1_px_0.2_0.8_0.1) 0.063 (mAcc_px_0.2_0.8_0.1) 0.063 (mIoU_px_0.2_0.8_0.1) 0.183 (mIoU_max_px) +2024-04-01 10:35:38,050 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.760 (mAUROC_px) 3.613 (mAP_px) 0.451 (mF1_max_px) 13.980 (mAUPRO_px) 0.154 (mF1_px_0.2_0.8_0.1) 0.152 (mAcc_px_0.2_0.8_0.1) 0.153 (mIoU_px_0.2_0.8_0.1) 0.436 (mIoU_max_px) +2024-04-01 10:35:56,979 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.516 (mAUROC_px) 2.588 (mAP_px) 0.344 (mF1_max_px) 11.662 (mAUPRO_px) 0.120 (mF1_px_0.2_0.8_0.1) 0.119 (mAcc_px_0.2_0.8_0.1) 0.124 (mIoU_px_0.2_0.8_0.1) 0.344 (mIoU_max_px) +2024-04-01 10:36:34,632 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.800 (mAUROC_px) 5.928 (mAP_px) 0.690 (mF1_max_px) 21.527 (mAUPRO_px) 0.246 (mF1_px_0.2_0.8_0.1) 0.246 (mAcc_px_0.2_0.8_0.1) 0.245 (mIoU_px_0.2_0.8_0.1) 0.770 (mIoU_max_px) +2024-04-01 10:36:34,665 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.540 | 98.908 (300 epoch) | 78.049 | 80.855 (300 epoch) | 74.691 | 77.674 (300 epoch) | 94.556 | 96.070 (300 epoch) | 49.143 | 51.291 (200 epoch) | 58.590 | 58.677 (550 epoch) | 35.361 | 37.861 (200 epoch) | 59.606 | 63.498 (300 epoch) | +| cable | 98.407 | 98.876 (200 epoch) | 99.055 | 99.297 (200 epoch) | 93.923 | 95.789 (200 epoch) | 95.997 | 96.078 (650 epoch) | 43.061 | 43.510 (650 epoch) | 48.419 | 49.031 (650 epoch) | 89.332 | 90.290 (450 epoch) | 26.186 | 26.186 (700 epoch) | 39.535 | 39.754 (250 epoch) | 15.972 | 15.972 (700 epoch) | 31.943 | 32.478 (650 epoch) | +| capsule | 92.421 | 94.535 (500 epoch) | 98.354 | 98.785 (500 epoch) | 93.274 | 94.884 (450 epoch) | 98.452 | 98.487 (650 epoch) | 43.514 | 44.073 (400 epoch) | 46.711 | 48.180 (400 epoch) | 91.712 | 93.938 (650 epoch) | 23.957 | 26.206 (100 epoch) | 25.417 | 31.021 (50 epoch) | 14.603 | 15.884 (100 epoch) | 30.472 | 31.735 (400 epoch) | +| carpet | 99.960 | 99.960 (100 epoch) | 99.988 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.174 | 99.288 (150 epoch) | 60.703 | 66.029 (150 epoch) | 63.340 | 65.000 (150 epoch) | 96.519 | 97.482 (100 epoch) | 40.324 | 45.386 (100 epoch) | 57.924 | 67.287 (100 epoch) | 26.847 | 30.764 (100 epoch) | 46.349 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.226 | 99.226 (700 epoch) | 48.108 | 48.667 (300 epoch) | 48.298 | 48.389 (250 epoch) | 97.322 | 97.322 (700 epoch) | 30.619 | 31.333 (400 epoch) | 41.050 | 42.805 (50 epoch) | 19.000 | 19.424 (400 epoch) | 31.837 | 31.917 (250 epoch) | +| hazelnut | 99.929 | 100.000 (100 epoch) | 99.959 | 100.000 (100 epoch) | 99.291 | 100.000 (100 epoch) | 99.019 | 99.035 (600 epoch) | 64.687 | 65.353 (600 epoch) | 65.262 | 65.264 (600 epoch) | 95.508 | 95.819 (600 epoch) | 39.062 | 40.080 (650 epoch) | 70.270 | 73.361 (200 epoch) | 26.150 | 26.921 (600 epoch) | 48.436 | 48.438 (600 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.412 | 99.447 (600 epoch) | 51.330 | 53.065 (600 epoch) | 53.312 | 54.786 (600 epoch) | 98.666 | 98.827 (600 epoch) | 35.675 | 36.217 (650 epoch) | 73.432 | 76.157 (650 epoch) | 22.455 | 22.882 (650 epoch) | 36.344 | 37.728 (600 epoch) | +| metal_nut | 99.853 | 99.902 (450 epoch) | 99.966 | 99.977 (550 epoch) | 98.936 | 99.465 (150 epoch) | 96.835 | 96.946 (550 epoch) | 74.700 | 76.511 (350 epoch) | 79.037 | 79.567 (600 epoch) | 93.956 | 93.956 (700 epoch) | 44.132 | 46.004 (200 epoch) | 52.909 | 55.580 (50 epoch) | 31.906 | 33.448 (200 epoch) | 65.340 | 66.067 (600 epoch) | +| pill | 97.081 | 97.463 (550 epoch) | 99.500 | 99.546 (550 epoch) | 96.403 | 96.774 (250 epoch) | 97.599 | 97.599 (700 epoch) | 65.727 | 65.727 (700 epoch) | 67.866 | 67.866 (700 epoch) | 96.177 | 96.232 (650 epoch) | 34.432 | 34.432 (700 epoch) | 46.396 | 49.962 (150 epoch) | 23.275 | 23.275 (700 epoch) | 51.362 | 51.362 (700 epoch) | +| screw | 94.323 | 95.983 (400 epoch) | 97.709 | 98.330 (400 epoch) | 94.694 | 95.200 (400 epoch) | 99.454 | 99.468 (450 epoch) | 49.334 | 50.337 (400 epoch) | 50.152 | 50.872 (300 epoch) | 97.051 | 97.280 (300 epoch) | 26.929 | 27.344 (650 epoch) | 54.005 | 57.553 (50 epoch) | 16.703 | 16.974 (650 epoch) | 33.469 | 34.113 (300 epoch) | +| tile | 98.413 | 98.593 (500 epoch) | 99.411 | 99.471 (500 epoch) | 97.076 | 97.076 (700 epoch) | 93.874 | 93.894 (400 epoch) | 45.668 | 45.668 (700 epoch) | 54.976 | 55.431 (550 epoch) | 80.729 | 81.340 (350 epoch) | 31.587 | 31.587 (700 epoch) | 48.047 | 48.047 (700 epoch) | 20.046 | 20.046 (700 epoch) | 37.908 | 38.342 (550 epoch) | +| toothbrush | 97.222 | 98.611 (300 epoch) | 98.819 | 99.424 (300 epoch) | 96.774 | 98.361 (300 epoch) | 98.988 | 99.023 (200 epoch) | 48.784 | 49.029 (200 epoch) | 59.872 | 60.364 (300 epoch) | 92.295 | 92.411 (200 epoch) | 38.205 | 39.195 (250 epoch) | 64.475 | 66.713 (150 epoch) | 24.987 | 25.696 (250 epoch) | 42.727 | 43.230 (300 epoch) | +| transistor | 99.833 | 100.000 (450 epoch) | 99.763 | 100.000 (450 epoch) | 97.500 | 100.000 (450 epoch) | 96.568 | 96.614 (350 epoch) | 69.317 | 69.715 (350 epoch) | 66.472 | 67.126 (450 epoch) | 86.913 | 88.321 (50 epoch) | 38.917 | 40.077 (450 epoch) | 40.966 | 42.896 (50 epoch) | 26.388 | 27.052 (450 epoch) | 49.781 | 50.519 (450 epoch) | +| wood | 98.421 | 99.035 (300 epoch) | 99.514 | 99.706 (300 epoch) | 96.667 | 97.521 (650 epoch) | 94.526 | 94.741 (600 epoch) | 46.256 | 48.091 (600 epoch) | 48.156 | 49.479 (600 epoch) | 89.560 | 92.390 (50 epoch) | 32.640 | 32.642 (100 epoch) | 61.689 | 61.689 (700 epoch) | 20.229 | 20.275 (100 epoch) | 31.714 | 32.872 (600 epoch) | +| zipper | 99.659 | 99.659 (700 epoch) | 99.910 | 99.910 (700 epoch) | 98.745 | 98.745 (700 epoch) | 98.328 | 98.428 (450 epoch) | 60.128 | 60.676 (650 epoch) | 61.397 | 61.894 (650 epoch) | 94.602 | 94.786 (650 epoch) | 30.264 | 32.029 (300 epoch) | 34.361 | 38.606 (150 epoch) | 19.794 | 20.854 (350 epoch) | 44.297 | 44.816 (650 epoch) | +| Avg | 98.368 | 98.626 (500 epoch) | 99.463 | 99.558 (450 epoch) | 97.515 | 97.838 (450 epoch) | 97.733 | 97.752 (650 epoch) | 56.624 | 56.871 (600 epoch) | 59.197 | 59.348 (600 epoch) | 92.993 | 93.245 (350 epoch) | 34.805 | 34.960 (350 epoch) | 51.271 | 52.378 (50 epoch) | 22.914 | 23.075 (350 epoch) | 42.772 | 42.923 (600 epoch) | +2024-04-01 10:36:34,960 - ==> Total time: 2 days, 10:31:15 Eta: 1 day, 1:04:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:39:00,740 - Train: 70.04% [158300/226000] [700.4/1000.0] [batch_t 1.431 (1.436)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 10:41:23,645 - Train: 70.09% [158400/226000] [700.9/1000.0] [batch_t 1.430 (1.429)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-04-01 10:42:00,829 - ==> Total time: 2 days, 10:36:41 Eta: 1 day, 0:59:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:43:50,993 - Train: 70.13% [158500/226000] [701.3/1000.0] [batch_t 1.433 (1.437)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 10:46:13,917 - Train: 70.18% [158600/226000] [701.8/1000.0] [batch_t 1.426 (1.429)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 10:47:28,201 - ==> Total time: 2 days, 10:42:08 Eta: 1 day, 0:55:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:48:39,243 - Train: 70.22% [158700/226000] [702.2/1000.0] [batch_t 1.432 (1.440)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 10:51:02,080 - Train: 70.27% [158800/226000] [702.7/1000.0] [batch_t 1.436 (1.428)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-04-01 10:52:53,603 - ==> Total time: 2 days, 10:47:33 Eta: 1 day, 0:50:18 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 10:53:28,056 - Train: 70.31% [158900/226000] [703.1/1000.0] [batch_t 1.427 (1.450)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 10:55:51,086 - Train: 70.35% [159000/226000] [703.5/1000.0] [batch_t 1.413 (1.430)] [data_t 0.003] [optim_t 1.411] [lr 0.005000] +2024-04-01 10:58:13,842 - Train: 70.40% [159100/226000] [704.0/1000.0] [batch_t 1.425 (1.427)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-04-01 10:58:19,583 - ==> Total time: 2 days, 10:52:59 Eta: 1 day, 0:45:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:00:40,289 - Train: 70.44% [159200/226000] [704.4/1000.0] [batch_t 1.428 (1.436)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 11:03:03,132 - Train: 70.49% [159300/226000] [704.9/1000.0] [batch_t 1.432 (1.428)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-04-01 11:03:45,986 - ==> Total time: 2 days, 10:58:26 Eta: 1 day, 0:40:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:05:28,622 - Train: 70.53% [159400/226000] [705.3/1000.0] [batch_t 1.445 (1.437)] [data_t 0.003] [optim_t 1.442] [lr 0.005000] +2024-04-01 11:07:51,604 - Train: 70.58% [159500/226000] [705.8/1000.0] [batch_t 1.435 (1.430)] [data_t 0.003] [optim_t 1.433] [lr 0.005000] +2024-04-01 11:09:11,691 - ==> Total time: 2 days, 11:03:51 Eta: 1 day, 0:35:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:10:17,056 - Train: 70.62% [159600/226000] [706.2/1000.0] [batch_t 1.422 (1.439)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-04-01 11:12:40,059 - Train: 70.66% [159700/226000] [706.6/1000.0] [batch_t 1.425 (1.430)] [data_t 0.002] [optim_t 1.423] [lr 0.005000] +2024-04-01 11:14:37,142 - ==> Total time: 2 days, 11:09:17 Eta: 1 day, 0:30:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:15:05,252 - Train: 70.71% [159800/226000] [707.1/1000.0] [batch_t 1.433 (1.464)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-04-01 11:17:28,166 - Train: 70.75% [159900/226000] [707.5/1000.0] [batch_t 1.427 (1.429)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 11:19:50,968 - Train: 70.80% [160000/226000] [708.0/1000.0] [batch_t 1.440 (1.428)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 11:20:02,384 - ==> Total time: 2 days, 11:14:42 Eta: 1 day, 0:26:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:22:19,729 - Train: 70.84% [160100/226000] [708.4/1000.0] [batch_t 1.427 (1.437)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 11:24:44,910 - Train: 70.88% [160200/226000] [708.8/1000.0] [batch_t 1.397 (1.452)] [data_t 0.003] [optim_t 1.395] [lr 0.005000] +2024-04-01 11:25:33,471 - ==> Total time: 2 days, 11:20:13 Eta: 1 day, 0:21:15 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:27:10,225 - Train: 70.93% [160300/226000] [709.3/1000.0] [batch_t 1.426 (1.438)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 11:29:33,171 - Train: 70.97% [160400/226000] [709.7/1000.0] [batch_t 1.393 (1.429)] [data_t 0.003] [optim_t 1.390] [lr 0.005000] +2024-04-01 11:30:58,988 - ==> Total time: 2 days, 11:25:39 Eta: 1 day, 0:16:23 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:31:58,895 - Train: 71.02% [160500/226000] [710.2/1000.0] [batch_t 1.449 (1.443)] [data_t 0.003] [optim_t 1.446] [lr 0.005000] +2024-04-01 11:34:21,527 - Train: 71.06% [160600/226000] [710.6/1000.0] [batch_t 1.441 (1.426)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-04-01 11:36:24,447 - ==> Total time: 2 days, 11:31:04 Eta: 1 day, 0:11:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:36:46,730 - Train: 71.11% [160700/226000] [711.1/1000.0] [batch_t 1.426 (1.460)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-04-01 11:39:09,657 - Train: 71.15% [160800/226000] [711.5/1000.0] [batch_t 1.420 (1.429)] [data_t 0.003] [optim_t 1.418] [lr 0.005000] +2024-04-01 11:41:32,451 - Train: 71.19% [160900/226000] [711.9/1000.0] [batch_t 1.427 (1.428)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 11:41:49,677 - ==> Total time: 2 days, 11:36:29 Eta: 1 day, 0:06:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:43:57,833 - Train: 71.24% [161000/226000] [712.4/1000.0] [batch_t 1.425 (1.435)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-04-01 11:46:20,721 - Train: 71.28% [161100/226000] [712.8/1000.0] [batch_t 1.432 (1.429)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 11:47:14,951 - ==> Total time: 2 days, 11:41:55 Eta: 1 day, 0:01:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:48:46,072 - Train: 71.33% [161200/226000] [713.3/1000.0] [batch_t 1.435 (1.437)] [data_t 0.003] [optim_t 1.432] [lr 0.005000] +2024-04-01 11:51:08,943 - Train: 71.37% [161300/226000] [713.7/1000.0] [batch_t 1.422 (1.429)] [data_t 0.003] [optim_t 1.419] [lr 0.005000] +2024-04-01 11:52:40,378 - ==> Total time: 2 days, 11:47:20 Eta: 23:56:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:53:34,319 - Train: 71.42% [161400/226000] [714.2/1000.0] [batch_t 1.420 (1.441)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-04-01 11:55:57,175 - Train: 71.46% [161500/226000] [714.6/1000.0] [batch_t 1.432 (1.428)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 11:58:05,637 - ==> Total time: 2 days, 11:52:45 Eta: 23:52:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 11:58:22,625 - Train: 71.50% [161600/226000] [715.0/1000.0] [batch_t 1.446 (1.478)] [data_t 0.002] [optim_t 1.444] [lr 0.005000] +2024-04-01 11:59:41,140 - Train: 71.55% [161700/226000] [715.5/1000.0] [batch_t 0.608 (0.785)] [data_t 0.002] [optim_t 0.606] [lr 0.005000] +2024-04-01 12:00:41,654 - Train: 71.59% [161800/226000] [715.9/1000.0] [batch_t 0.602 (0.605)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 12:00:51,333 - ==> Total time: 2 days, 11:55:31 Eta: 23:46:09 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:01:44,822 - Train: 71.64% [161900/226000] [716.4/1000.0] [batch_t 0.605 (0.611)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:02:45,320 - Train: 71.68% [162000/226000] [716.8/1000.0] [batch_t 0.607 (0.605)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:03:10,712 - ==> Total time: 2 days, 11:57:50 Eta: 23:40:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:03:48,182 - Train: 71.73% [162100/226000] [717.3/1000.0] [batch_t 0.607 (0.616)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 12:04:48,623 - Train: 71.77% [162200/226000] [717.7/1000.0] [batch_t 0.600 (0.604)] [data_t 0.002] [optim_t 0.598] [lr 0.005000] +2024-04-01 12:05:29,695 - ==> Total time: 2 days, 12:00:09 Eta: 23:33:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:05:51,516 - Train: 71.81% [162300/226000] [718.1/1000.0] [batch_t 0.606 (0.623)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:06:51,979 - Train: 71.86% [162400/226000] [718.6/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:07:48,868 - ==> Total time: 2 days, 12:02:29 Eta: 23:27:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:07:55,112 - Train: 71.90% [162500/226000] [719.0/1000.0] [batch_t 0.606 (0.709)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:08:55,556 - Train: 71.95% [162600/226000] [719.5/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:09:56,038 - Train: 71.99% [162700/226000] [719.9/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:10:08,139 - ==> Total time: 2 days, 12:04:48 Eta: 23:21:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:10:58,917 - Train: 72.04% [162800/226000] [720.4/1000.0] [batch_t 0.607 (0.612)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:11:59,409 - Train: 72.08% [162900/226000] [720.8/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 12:12:27,238 - ==> Total time: 2 days, 12:07:07 Eta: 23:15:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:13:02,231 - Train: 72.12% [163000/226000] [721.2/1000.0] [batch_t 0.602 (0.616)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 12:14:02,669 - Train: 72.17% [163100/226000] [721.7/1000.0] [batch_t 0.606 (0.604)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 12:14:46,209 - ==> Total time: 2 days, 12:09:26 Eta: 23:09:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:15:05,424 - Train: 72.21% [163200/226000] [722.1/1000.0] [batch_t 0.604 (0.623)] [data_t 0.003] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:16:05,905 - Train: 72.26% [163300/226000] [722.6/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:17:05,330 - ==> Total time: 2 days, 12:11:45 Eta: 23:03:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:17:08,969 - Train: 72.30% [163400/226000] [723.0/1000.0] [batch_t 0.603 (0.889)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 12:18:09,479 - Train: 72.35% [163500/226000] [723.5/1000.0] [batch_t 0.608 (0.605)] [data_t 0.002] [optim_t 0.606] [lr 0.005000] +2024-04-01 12:19:09,951 - Train: 72.39% [163600/226000] [723.9/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:19:24,458 - ==> Total time: 2 days, 12:14:04 Eta: 22:57:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:20:12,833 - Train: 72.43% [163700/226000] [724.3/1000.0] [batch_t 0.605 (0.613)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:21:13,321 - Train: 72.48% [163800/226000] [724.8/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 12:21:43,568 - ==> Total time: 2 days, 12:16:23 Eta: 22:51:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:22:16,316 - Train: 72.52% [163900/226000] [725.2/1000.0] [batch_t 0.607 (0.616)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 12:23:16,817 - Train: 72.57% [164000/226000] [725.7/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 12:24:02,757 - ==> Total time: 2 days, 12:18:42 Eta: 22:45:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:24:20,343 - Train: 72.61% [164100/226000] [726.1/1000.0] [batch_t 0.607 (0.624)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 12:25:20,861 - Train: 72.65% [164200/226000] [726.5/1000.0] [batch_t 0.601 (0.605)] [data_t 0.002] [optim_t 0.599] [lr 0.005000] +2024-04-01 12:26:21,366 - Train: 72.70% [164300/226000] [727.0/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:26:22,581 - ==> Total time: 2 days, 12:21:02 Eta: 22:39:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:27:24,356 - Train: 72.74% [164400/226000] [727.4/1000.0] [batch_t 0.602 (0.613)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 12:28:24,821 - Train: 72.79% [164500/226000] [727.9/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:28:41,733 - ==> Total time: 2 days, 12:23:21 Eta: 22:33:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:29:27,376 - Train: 72.83% [164600/226000] [728.3/1000.0] [batch_t 0.604 (0.612)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:30:27,858 - Train: 72.88% [164700/226000] [728.8/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:31:00,514 - ==> Total time: 2 days, 12:25:40 Eta: 22:27:49 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:31:30,710 - Train: 72.92% [164800/226000] [729.2/1000.0] [batch_t 0.604 (0.616)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:32:31,290 - Train: 72.96% [164900/226000] [729.6/1000.0] [batch_t 0.606 (0.606)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:33:19,700 - ==> Total time: 2 days, 12:27:59 Eta: 22:21:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:33:34,507 - Train: 73.01% [165000/226000] [730.1/1000.0] [batch_t 0.606 (0.635)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:34:35,047 - Train: 73.05% [165100/226000] [730.5/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 12:35:35,636 - Train: 73.10% [165200/226000] [731.0/1000.0] [batch_t 0.605 (0.606)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:35:39,291 - ==> Total time: 2 days, 12:30:19 Eta: 22:15:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:36:38,426 - Train: 73.14% [165300/226000] [731.4/1000.0] [batch_t 0.604 (0.611)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:37:38,964 - Train: 73.19% [165400/226000] [731.9/1000.0] [batch_t 0.606 (0.605)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:37:58,332 - ==> Total time: 2 days, 12:32:38 Eta: 22:09:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:38:42,318 - Train: 73.23% [165500/226000] [732.3/1000.0] [batch_t 0.605 (0.614)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:39:42,861 - Train: 73.27% [165600/226000] [732.7/1000.0] [batch_t 0.605 (0.605)] [data_t 0.003] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:40:17,964 - ==> Total time: 2 days, 12:34:58 Eta: 22:04:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:40:45,781 - Train: 73.32% [165700/226000] [733.2/1000.0] [batch_t 0.606 (0.618)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:41:46,236 - Train: 73.36% [165800/226000] [733.6/1000.0] [batch_t 0.604 (0.604)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:42:37,056 - ==> Total time: 2 days, 12:37:17 Eta: 21:58:08 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:42:48,942 - Train: 73.41% [165900/226000] [734.1/1000.0] [batch_t 0.608 (0.640)] [data_t 0.003] [optim_t 0.606] [lr 0.005000] +2024-04-01 12:43:49,619 - Train: 73.45% [166000/226000] [734.5/1000.0] [batch_t 0.603 (0.607)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 12:44:50,127 - Train: 73.50% [166100/226000] [735.0/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:44:56,176 - ==> Total time: 2 days, 12:39:36 Eta: 21:52:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:45:53,402 - Train: 73.54% [166200/226000] [735.4/1000.0] [batch_t 0.603 (0.612)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 12:46:53,862 - Train: 73.58% [166300/226000] [735.8/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:47:15,644 - ==> Total time: 2 days, 12:41:55 Eta: 21:46:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:47:57,292 - Train: 73.63% [166400/226000] [736.3/1000.0] [batch_t 0.606 (0.614)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:48:57,774 - Train: 73.67% [166500/226000] [736.7/1000.0] [batch_t 0.603 (0.605)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 12:49:45,403 - ==> Total time: 2 days, 12:44:25 Eta: 21:40:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:50:11,005 - Train: 73.72% [166600/226000] [737.2/1000.0] [batch_t 0.605 (0.628)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 12:51:11,481 - Train: 73.76% [166700/226000] [737.6/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:52:04,692 - ==> Total time: 2 days, 12:46:44 Eta: 21:34:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:52:14,545 - Train: 73.81% [166800/226000] [738.1/1000.0] [batch_t 0.606 (0.654)] [data_t 0.003] [optim_t 0.604] [lr 0.005000] +2024-04-01 12:53:14,997 - Train: 73.85% [166900/226000] [738.5/1000.0] [batch_t 0.602 (0.604)] [data_t 0.002] [optim_t 0.600] [lr 0.005000] +2024-04-01 12:54:15,450 - Train: 73.89% [167000/226000] [738.9/1000.0] [batch_t 0.603 (0.604)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 12:54:24,047 - ==> Total time: 2 days, 12:49:04 Eta: 21:28:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:55:18,741 - Train: 73.94% [167100/226000] [739.4/1000.0] [batch_t 0.608 (0.613)] [data_t 0.003] [optim_t 0.605] [lr 0.005000] +2024-04-01 12:56:19,181 - Train: 73.98% [167200/226000] [739.8/1000.0] [batch_t 0.605 (0.604)] [data_t 0.003] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:56:43,389 - ==> Total time: 2 days, 12:51:23 Eta: 21:22:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:57:21,852 - Train: 74.03% [167300/226000] [740.3/1000.0] [batch_t 0.604 (0.615)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 12:58:22,338 - Train: 74.07% [167400/226000] [740.7/1000.0] [batch_t 0.600 (0.605)] [data_t 0.002] [optim_t 0.598] [lr 0.005000] +2024-04-01 12:59:02,284 - ==> Total time: 2 days, 12:53:42 Eta: 21:17:04 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 12:59:25,572 - Train: 74.12% [167500/226000] [741.2/1000.0] [batch_t 0.603 (0.619)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 13:00:26,222 - Train: 74.16% [167600/226000] [741.6/1000.0] [batch_t 0.612 (0.606)] [data_t 0.002] [optim_t 0.609] [lr 0.005000] +2024-04-01 13:01:21,870 - ==> Total time: 2 days, 12:56:02 Eta: 21:11:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:01:30,105 - Train: 74.20% [167700/226000] [742.0/1000.0] [batch_t 0.605 (0.665)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:02:30,595 - Train: 74.25% [167800/226000] [742.5/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 13:03:31,070 - Train: 74.29% [167900/226000] [742.9/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:03:41,970 - ==> Total time: 2 days, 12:58:22 Eta: 21:05:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:04:34,267 - Train: 74.34% [168000/226000] [743.4/1000.0] [batch_t 0.605 (0.611)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:05:34,853 - Train: 74.38% [168100/226000] [743.8/1000.0] [batch_t 0.603 (0.606)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 13:06:01,454 - ==> Total time: 2 days, 13:00:41 Eta: 20:59:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:06:38,694 - Train: 74.42% [168200/226000] [744.2/1000.0] [batch_t 0.605 (0.616)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 13:07:39,179 - Train: 74.47% [168300/226000] [744.7/1000.0] [batch_t 0.607 (0.605)] [data_t 0.002] [optim_t 0.605] [lr 0.005000] +2024-04-01 13:08:21,503 - ==> Total time: 2 days, 13:03:01 Eta: 20:53:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:08:42,104 - Train: 74.51% [168400/226000] [745.1/1000.0] [batch_t 0.606 (0.626)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 13:09:42,607 - Train: 74.56% [168500/226000] [745.6/1000.0] [batch_t 0.604 (0.605)] [data_t 0.002] [optim_t 0.602] [lr 0.005000] +2024-04-01 13:10:40,808 - ==> Total time: 2 days, 13:05:20 Eta: 20:47:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:10:45,776 - Train: 74.60% [168600/226000] [746.0/1000.0] [batch_t 0.605 (0.765)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:11:46,222 - Train: 74.65% [168700/226000] [746.5/1000.0] [batch_t 0.605 (0.604)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:12:46,779 - Train: 74.69% [168800/226000] [746.9/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:13:00,095 - ==> Total time: 2 days, 13:07:40 Eta: 20:42:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:13:49,899 - Train: 74.73% [168900/226000] [747.3/1000.0] [batch_t 0.603 (0.612)] [data_t 0.002] [optim_t 0.601] [lr 0.005000] +2024-04-01 13:14:50,363 - Train: 74.78% [169000/226000] [747.8/1000.0] [batch_t 0.606 (0.605)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 13:15:19,396 - ==> Total time: 2 days, 13:09:59 Eta: 20:36:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:15:53,409 - Train: 74.82% [169100/226000] [748.2/1000.0] [batch_t 0.605 (0.616)] [data_t 0.002] [optim_t 0.604] [lr 0.005000] +2024-04-01 13:16:53,890 - Train: 74.87% [169200/226000] [748.7/1000.0] [batch_t 0.595 (0.605)] [data_t 0.002] [optim_t 0.593] [lr 0.005000] +2024-04-01 13:17:38,643 - ==> Total time: 2 days, 13:12:18 Eta: 20:30:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:17:56,916 - Train: 74.91% [169300/226000] [749.1/1000.0] [batch_t 0.605 (0.628)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:18:57,407 - Train: 74.96% [169400/226000] [749.6/1000.0] [batch_t 0.605 (0.605)] [data_t 0.002] [optim_t 0.603] [lr 0.005000] +2024-04-01 13:19:57,962 - Train: 75.00% [169500/226000] [750.0/1000.0] [batch_t 0.600 (0.605)] [data_t 0.002] [optim_t 0.598] [lr 0.005000] +2024-04-01 13:20:09,862 - Test: 46.30% [50/108] [batch_t 0.211 (0.228)] +2024-04-01 13:20:20,388 - Test: 92.59% [100/108] [batch_t 0.212 (0.219)] +2024-04-01 13:20:22,034 - Test: 100.00% [108/108] [batch_t 0.178 (0.218)] +2024-04-01 13:20:42,755 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.706 (mAUROC_px) 2.603 (mAP_px) 0.357 (mF1_max_px) 12.092 (mAUPRO_px) 0.123 (mF1_px_0.2_0.8_0.1) 0.123 (mAcc_px_0.2_0.8_0.1) 0.121 (mIoU_px_0.2_0.8_0.1) 0.355 (mIoU_max_px) +2024-04-01 13:21:19,117 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.697 (mAUROC_px) 5.728 (mAP_px) 0.670 (mF1_max_px) 20.705 (mAUPRO_px) 0.233 (mF1_px_0.2_0.8_0.1) 0.232 (mAcc_px_0.2_0.8_0.1) 0.232 (mIoU_px_0.2_0.8_0.1) 0.675 (mIoU_max_px) +2024-04-01 13:21:49,756 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.536 (mAUROC_px) 4.976 (mAP_px) 0.613 (mF1_max_px) 17.139 (mAUPRO_px) 0.203 (mF1_px_0.2_0.8_0.1) 0.201 (mAcc_px_0.2_0.8_0.1) 0.201 (mIoU_px_0.2_0.8_0.1) 0.593 (mIoU_max_px) +2024-04-01 13:22:17,111 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.468 (mAUROC_px) 4.250 (mAP_px) 0.525 (mF1_max_px) 15.898 (mAUPRO_px) 0.178 (mF1_px_0.2_0.8_0.1) 0.180 (mAcc_px_0.2_0.8_0.1) 0.179 (mIoU_px_0.2_0.8_0.1) 0.521 (mIoU_max_px) +2024-04-01 13:22:35,759 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.665 (mAUROC_px) 2.776 (mAP_px) 0.358 (mF1_max_px) 11.045 (mAUPRO_px) 0.119 (mF1_px_0.2_0.8_0.1) 0.118 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.341 (mIoU_max_px) +2024-04-01 13:23:02,387 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.076 (mAUROC_px) 4.015 (mAP_px) 0.504 (mF1_max_px) 15.791 (mAUPRO_px) 0.178 (mF1_px_0.2_0.8_0.1) 0.176 (mAcc_px_0.2_0.8_0.1) 0.185 (mIoU_px_0.2_0.8_0.1) 0.558 (mIoU_max_px) +2024-04-01 13:23:32,804 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.237 (mAUROC_px) 4.702 (mAP_px) 0.623 (mF1_max_px) 17.383 (mAUPRO_px) 0.221 (mF1_px_0.2_0.8_0.1) 0.219 (mAcc_px_0.2_0.8_0.1) 0.219 (mIoU_px_0.2_0.8_0.1) 0.630 (mIoU_max_px) +2024-04-01 13:24:05,609 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.383 (mAUROC_px) 4.262 (mAP_px) 0.536 (mF1_max_px) 21.234 (mAUPRO_px) 0.205 (mF1_px_0.2_0.8_0.1) 0.208 (mAcc_px_0.2_0.8_0.1) 0.221 (mIoU_px_0.2_0.8_0.1) 0.592 (mIoU_max_px) +2024-04-01 13:24:47,257 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.489 (mAUROC_px) 6.468 (mAP_px) 0.819 (mF1_max_px) 23.992 (mAUPRO_px) 0.297 (mF1_px_0.2_0.8_0.1) 0.277 (mAcc_px_0.2_0.8_0.1) 0.280 (mIoU_px_0.2_0.8_0.1) 0.804 (mIoU_max_px) +2024-04-01 13:25:24,233 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.086 (mAUROC_px) 6.036 (mAP_px) 0.780 (mF1_max_px) 20.359 (mAUPRO_px) 0.259 (mF1_px_0.2_0.8_0.1) 0.253 (mAcc_px_0.2_0.8_0.1) 0.251 (mIoU_px_0.2_0.8_0.1) 0.739 (mIoU_max_px) +2024-04-01 13:25:54,137 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.564 (mAUROC_px) 4.356 (mAP_px) 0.518 (mF1_max_px) 18.251 (mAUPRO_px) 0.180 (mF1_px_0.2_0.8_0.1) 0.180 (mAcc_px_0.2_0.8_0.1) 0.179 (mIoU_px_0.2_0.8_0.1) 0.516 (mIoU_max_px) +2024-04-01 13:26:02,434 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.448 (mAUROC_px) 1.090 (mAP_px) 0.179 (mF1_max_px) 5.154 (mAUPRO_px) 0.063 (mF1_px_0.2_0.8_0.1) 0.063 (mAcc_px_0.2_0.8_0.1) 0.064 (mIoU_px_0.2_0.8_0.1) 0.180 (mIoU_max_px) +2024-04-01 13:26:25,995 - ==> Metric Time for transistor : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.676 (mAUROC_px) 3.612 (mAP_px) 0.444 (mF1_max_px) 13.795 (mAUPRO_px) 0.155 (mF1_px_0.2_0.8_0.1) 0.154 (mAcc_px_0.2_0.8_0.1) 0.153 (mIoU_px_0.2_0.8_0.1) 0.441 (mIoU_max_px) +2024-04-01 13:26:47,347 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.566 (mAUROC_px) 2.824 (mAP_px) 0.356 (mF1_max_px) 13.664 (mAUPRO_px) 0.136 (mF1_px_0.2_0.8_0.1) 0.138 (mAcc_px_0.2_0.8_0.1) 0.141 (mIoU_px_0.2_0.8_0.1) 0.418 (mIoU_max_px) +2024-04-01 13:27:26,909 - ==> Metric Time for zipper : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.064 (mAUROC_px) 6.110 (mAP_px) 0.854 (mF1_max_px) 22.668 (mAUPRO_px) 0.279 (mF1_px_0.2_0.8_0.1) 0.277 (mAcc_px_0.2_0.8_0.1) 0.275 (mIoU_px_0.2_0.8_0.1) 0.815 (mIoU_max_px) +2024-04-01 13:27:26,936 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.540 | 98.908 (300 epoch) | 78.086 | 80.855 (300 epoch) | 74.760 | 77.674 (300 epoch) | 94.463 | 96.070 (300 epoch) | 49.504 | 51.291 (200 epoch) | 58.927 | 58.927 (750 epoch) | 35.705 | 37.861 (200 epoch) | 59.694 | 63.498 (300 epoch) | +| cable | 97.995 | 98.876 (200 epoch) | 98.851 | 99.297 (200 epoch) | 94.505 | 95.789 (200 epoch) | 96.036 | 96.078 (650 epoch) | 42.987 | 43.510 (650 epoch) | 48.521 | 49.031 (650 epoch) | 89.124 | 90.290 (450 epoch) | 25.879 | 26.186 (700 epoch) | 39.054 | 39.754 (250 epoch) | 15.794 | 15.972 (700 epoch) | 32.031 | 32.478 (650 epoch) | +| capsule | 93.498 | 94.535 (500 epoch) | 98.597 | 98.785 (500 epoch) | 94.444 | 94.884 (450 epoch) | 98.443 | 98.487 (650 epoch) | 42.963 | 44.073 (400 epoch) | 46.555 | 48.180 (400 epoch) | 91.623 | 93.938 (650 epoch) | 23.828 | 26.206 (100 epoch) | 25.168 | 31.021 (50 epoch) | 14.509 | 15.884 (100 epoch) | 30.340 | 31.735 (400 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.159 | 99.288 (150 epoch) | 59.641 | 66.029 (150 epoch) | 62.780 | 65.000 (150 epoch) | 96.234 | 97.482 (100 epoch) | 39.598 | 45.386 (100 epoch) | 56.191 | 67.287 (100 epoch) | 26.287 | 30.764 (100 epoch) | 45.752 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.208 | 99.226 (700 epoch) | 48.158 | 48.667 (300 epoch) | 48.159 | 48.389 (250 epoch) | 96.732 | 97.322 (700 epoch) | 30.700 | 31.333 (400 epoch) | 41.675 | 42.805 (50 epoch) | 19.037 | 19.424 (400 epoch) | 31.717 | 31.917 (250 epoch) | +| hazelnut | 99.893 | 100.000 (100 epoch) | 99.940 | 100.000 (100 epoch) | 98.592 | 100.000 (100 epoch) | 99.019 | 99.035 (600 epoch) | 64.240 | 65.353 (600 epoch) | 65.114 | 65.264 (600 epoch) | 95.635 | 95.819 (600 epoch) | 39.528 | 40.080 (650 epoch) | 71.364 | 73.361 (200 epoch) | 26.489 | 26.921 (600 epoch) | 48.274 | 48.438 (600 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.418 | 99.447 (600 epoch) | 51.262 | 53.065 (600 epoch) | 52.989 | 54.786 (600 epoch) | 98.769 | 98.827 (600 epoch) | 36.092 | 36.217 (650 epoch) | 74.492 | 76.157 (650 epoch) | 22.737 | 22.882 (650 epoch) | 36.044 | 37.728 (600 epoch) | +| metal_nut | 99.853 | 99.902 (450 epoch) | 99.966 | 99.977 (550 epoch) | 98.936 | 99.465 (150 epoch) | 96.765 | 96.946 (550 epoch) | 74.191 | 76.511 (350 epoch) | 78.076 | 79.567 (600 epoch) | 93.602 | 93.956 (700 epoch) | 42.017 | 46.004 (200 epoch) | 50.237 | 55.580 (50 epoch) | 30.298 | 33.448 (200 epoch) | 64.037 | 66.067 (600 epoch) | +| pill | 97.027 | 97.463 (550 epoch) | 99.492 | 99.546 (550 epoch) | 96.403 | 96.774 (250 epoch) | 97.571 | 97.599 (700 epoch) | 65.307 | 65.727 (700 epoch) | 67.851 | 67.866 (700 epoch) | 96.201 | 96.232 (650 epoch) | 33.564 | 34.432 (700 epoch) | 45.307 | 49.962 (150 epoch) | 22.641 | 23.275 (700 epoch) | 51.345 | 51.362 (700 epoch) | +| screw | 94.671 | 95.983 (400 epoch) | 97.890 | 98.330 (400 epoch) | 94.262 | 95.200 (400 epoch) | 99.443 | 99.468 (450 epoch) | 48.752 | 50.337 (400 epoch) | 50.284 | 50.872 (300 epoch) | 97.331 | 97.331 (750 epoch) | 27.186 | 27.344 (650 epoch) | 55.043 | 57.553 (50 epoch) | 16.833 | 16.974 (650 epoch) | 33.586 | 34.113 (300 epoch) | +| tile | 98.485 | 98.593 (500 epoch) | 99.429 | 99.471 (500 epoch) | 96.341 | 97.076 (700 epoch) | 93.763 | 93.894 (400 epoch) | 44.919 | 45.668 (700 epoch) | 54.417 | 55.431 (550 epoch) | 79.720 | 81.340 (350 epoch) | 31.185 | 31.587 (700 epoch) | 46.196 | 48.047 (700 epoch) | 19.767 | 20.046 (700 epoch) | 37.378 | 38.342 (550 epoch) | +| toothbrush | 96.389 | 98.611 (300 epoch) | 98.415 | 99.424 (300 epoch) | 96.774 | 98.361 (300 epoch) | 98.962 | 99.023 (200 epoch) | 47.898 | 49.029 (200 epoch) | 59.481 | 60.364 (300 epoch) | 91.933 | 92.411 (200 epoch) | 37.561 | 39.195 (250 epoch) | 62.670 | 66.713 (150 epoch) | 24.460 | 25.696 (250 epoch) | 42.329 | 43.230 (300 epoch) | +| transistor | 99.708 | 100.000 (450 epoch) | 99.600 | 100.000 (450 epoch) | 97.436 | 100.000 (450 epoch) | 96.534 | 96.614 (350 epoch) | 69.299 | 69.715 (350 epoch) | 66.517 | 67.126 (450 epoch) | 86.401 | 88.321 (50 epoch) | 39.385 | 40.077 (450 epoch) | 41.497 | 42.896 (50 epoch) | 26.715 | 27.052 (450 epoch) | 49.832 | 50.519 (450 epoch) | +| wood | 97.807 | 99.035 (300 epoch) | 99.299 | 99.706 (300 epoch) | 96.000 | 97.521 (650 epoch) | 94.724 | 94.741 (600 epoch) | 48.124 | 48.124 (750 epoch) | 49.432 | 49.479 (600 epoch) | 90.452 | 92.390 (50 epoch) | 32.573 | 32.642 (100 epoch) | 59.531 | 61.689 (700 epoch) | 20.292 | 20.292 (750 epoch) | 32.830 | 32.872 (600 epoch) | +| zipper | 99.343 | 99.659 (700 epoch) | 99.830 | 99.910 (700 epoch) | 97.872 | 98.745 (700 epoch) | 98.390 | 98.428 (450 epoch) | 61.460 | 61.460 (750 epoch) | 62.069 | 62.069 (750 epoch) | 95.118 | 95.118 (750 epoch) | 31.411 | 32.029 (300 epoch) | 35.955 | 38.606 (150 epoch) | 20.597 | 20.854 (350 epoch) | 45.001 | 45.001 (750 epoch) | +| Avg | 98.306 | 98.626 (500 epoch) | 99.419 | 99.558 (450 epoch) | 97.401 | 97.838 (450 epoch) | 97.732 | 97.752 (650 epoch) | 56.486 | 56.871 (600 epoch) | 59.134 | 59.348 (600 epoch) | 92.889 | 93.245 (350 epoch) | 34.667 | 34.960 (350 epoch) | 50.887 | 52.378 (50 epoch) | 22.811 | 23.075 (350 epoch) | 42.679 | 42.923 (600 epoch) | +2024-04-01 13:27:27,190 - ==> Total time: 2 days, 13:22:07 Eta: 20:27:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:29:52,877 - Train: 75.04% [169600/226000] [750.4/1000.0] [batch_t 1.385 (1.435)] [data_t 0.002] [optim_t 1.383] [lr 0.005000] +2024-04-01 13:32:15,953 - Train: 75.09% [169700/226000] [750.9/1000.0] [batch_t 1.427 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 13:32:53,220 - ==> Total time: 2 days, 13:27:33 Eta: 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'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 13:56:19,235 - Train: 75.53% [170700/226000] [755.3/1000.0] [batch_t 1.419 (1.439)] [data_t 0.003] [optim_t 1.416] [lr 0.005000] +2024-04-01 13:58:42,269 - Train: 75.58% [170800/226000] [755.8/1000.0] [batch_t 1.440 (1.430)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 14:00:02,425 - ==> Total time: 2 days, 13:54:42 Eta: 19:58:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 14:01:09,471 - Train: 75.62% [170900/226000] [756.2/1000.0] [batch_t 1.440 (1.442)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 14:03:32,424 - Train: 75.66% [171000/226000] [756.6/1000.0] [batch_t 1.432 (1.429)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 14:05:29,653 - ==> Total time: 2 days, 14:00:09 Eta: 19:54:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 14:05:57,733 - Train: 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+2024-04-01 14:17:59,296 - Train: 75.93% [171600/226000] [759.3/1000.0] [batch_t 1.440 (1.441)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 14:20:22,373 - Train: 75.97% [171700/226000] [759.7/1000.0] [batch_t 1.409 (1.431)] [data_t 0.003] [optim_t 1.406] [lr 0.005000] +2024-04-01 14:21:48,309 - ==> Total time: 2 days, 14:16:28 Eta: 19:39:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 14:22:48,307 - Train: 76.02% [171800/226000] [760.2/1000.0] [batch_t 1.441 (1.442)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-04-01 14:25:11,651 - Train: 76.06% [171900/226000] [760.6/1000.0] [batch_t 1.407 (1.433)] [data_t 0.002] [optim_t 1.405] [lr 0.005000] +2024-04-01 14:27:14,705 - ==> Total time: 2 days, 14:21:54 Eta: 19:35:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 14:27:38,178 - Train: 76.11% [172000/226000] [761.1/1000.0] [batch_t 1.424 (1.467)] [data_t 0.002] 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15:03:39,052 - Train: 76.77% [173500/226000] [767.7/1000.0] [batch_t 1.422 (1.431)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-04-01 15:05:16,309 - ==> Total time: 2 days, 14:59:56 Eta: 19:01:51 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:06:05,128 - Train: 76.81% [173600/226000] [768.1/1000.0] [batch_t 1.446 (1.451)] [data_t 0.003] [optim_t 1.444] [lr 0.005000] +2024-04-01 15:08:28,334 - Train: 76.86% [173700/226000] [768.6/1000.0] [batch_t 1.446 (1.432)] [data_t 0.002] [optim_t 1.444] [lr 0.005000] +2024-04-01 15:10:42,799 - ==> Total time: 2 days, 15:05:22 Eta: 18:57:05 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:10:53,716 - Train: 76.90% [173800/226000] [769.0/1000.0] [batch_t 1.419 (1.515)] [data_t 0.003] [optim_t 1.417] [lr 0.005000] +2024-04-01 15:13:16,807 - Train: 76.95% [173900/226000] [769.5/1000.0] [batch_t 1.427 (1.431)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 15:15:39,873 - Train: 76.99% [174000/226000] [769.9/1000.0] [batch_t 1.441 (1.431)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-04-01 15:16:08,541 - ==> Total time: 2 days, 15:10:48 Eta: 18:52:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:18:05,547 - Train: 77.04% [174100/226000] [770.4/1000.0] [batch_t 1.440 (1.437)] [data_t 0.003] [optim_t 1.438] [lr 0.005000] +2024-04-01 15:20:28,695 - Train: 77.08% [174200/226000] [770.8/1000.0] [batch_t 1.433 (1.431)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 15:21:34,441 - ==> Total time: 2 days, 15:16:14 Eta: 18:47:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:22:55,064 - Train: 77.12% [174300/226000] [771.2/1000.0] [batch_t 1.431 (1.439)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 15:25:18,179 - Train: 77.17% [174400/226000] [771.7/1000.0] [batch_t 1.435 (1.431)] [data_t 0.002] [optim_t 1.433] [lr 0.005000] +2024-04-01 15:27:01,198 - ==> Total time: 2 days, 15:21:41 Eta: 18:42:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:27:43,381 - Train: 77.21% [174500/226000] [772.1/1000.0] [batch_t 1.452 (1.450)] [data_t 0.003] [optim_t 1.449] [lr 0.005000] +2024-04-01 15:30:06,340 - Train: 77.26% [174600/226000] [772.6/1000.0] [batch_t 1.437 (1.430)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-04-01 15:32:26,662 - ==> Total time: 2 days, 15:27:06 Eta: 18:38:00 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:32:31,802 - Train: 77.30% [174700/226000] [773.0/1000.0] [batch_t 1.442 (1.698)] [data_t 0.003] [optim_t 1.439] [lr 0.005000] +2024-04-01 15:34:55,074 - Train: 77.35% [174800/226000] [773.5/1000.0] [batch_t 1.446 (1.433)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-04-01 15:37:18,368 - Train: 77.39% [174900/226000] [773.9/1000.0] [batch_t 1.432 (1.433)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 15:37:52,706 - ==> Total time: 2 days, 15:32:32 Eta: 18:33:13 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:39:45,308 - Train: 77.43% [175000/226000] [774.3/1000.0] [batch_t 1.431 (1.440)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-04-01 15:42:08,376 - Train: 77.48% [175100/226000] [774.8/1000.0] [batch_t 1.442 (1.431)] [data_t 0.003] [optim_t 1.440] [lr 0.005000] +2024-04-01 15:43:19,851 - ==> Total time: 2 days, 15:38:00 Eta: 18:28:27 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:44:35,113 - Train: 77.52% [175200/226000] [775.2/1000.0] [batch_t 1.443 (1.445)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-04-01 15:46:58,412 - Train: 77.57% [175300/226000] [775.7/1000.0] [batch_t 1.444 (1.433)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-04-01 15:48:47,079 - ==> Total time: 2 days, 15:43:27 Eta: 18:23:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:49:24,470 - Train: 77.61% [175400/226000] [776.1/1000.0] [batch_t 1.424 (1.453)] [data_t 0.003] [optim_t 1.422] [lr 0.005000] +2024-04-01 15:51:47,520 - Train: 77.65% [175500/226000] [776.5/1000.0] [batch_t 1.415 (1.430)] [data_t 0.002] [optim_t 1.412] [lr 0.005000] +2024-04-01 15:54:10,539 - Train: 77.70% [175600/226000] [777.0/1000.0] [batch_t 1.432 (1.430)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 15:54:13,380 - ==> Total time: 2 days, 15:48:53 Eta: 18:18:53 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 15:56:36,520 - Train: 77.74% [175700/226000] [777.4/1000.0] [batch_t 1.413 (1.436)] [data_t 0.003] [optim_t 1.411] [lr 0.005000] +2024-04-01 15:58:59,415 - Train: 77.79% [175800/226000] [777.9/1000.0] [batch_t 1.437 (1.429)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-04-01 15:59:39,466 - ==> Total time: 2 days, 15:54:19 Eta: 18:14:06 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:01:26,634 - Train: 77.83% [175900/226000] [778.3/1000.0] [batch_t 1.432 (1.440)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 16:03:49,663 - Train: 77.88% [176000/226000] [778.8/1000.0] [batch_t 1.433 (1.430)] [data_t 0.002] [optim_t 1.430] [lr 0.005000] +2024-04-01 16:05:06,927 - ==> Total time: 2 days, 15:59:47 Eta: 18:09:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:06:14,953 - Train: 77.92% [176100/226000] [779.2/1000.0] [batch_t 1.426 (1.443)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 16:08:38,052 - Train: 77.96% [176200/226000] [779.6/1000.0] [batch_t 1.419 (1.431)] [data_t 0.002] [optim_t 1.416] [lr 0.005000] +2024-04-01 16:10:32,467 - ==> Total time: 2 days, 16:05:12 Eta: 18:04:32 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:11:03,580 - Train: 78.01% [176300/226000] [780.1/1000.0] [batch_t 1.433 (1.457)] [data_t 0.003] [optim_t 1.431] [lr 0.005000] +2024-04-01 16:13:26,603 - Train: 78.05% [176400/226000] [780.5/1000.0] [batch_t 1.437 (1.430)] [data_t 0.003] [optim_t 1.434] [lr 0.005000] +2024-04-01 16:15:49,616 - Train: 78.10% [176500/226000] [781.0/1000.0] [batch_t 1.421 (1.430)] [data_t 0.002] [optim_t 1.419] [lr 0.005000] +2024-04-01 16:15:58,207 - ==> Total time: 2 days, 16:10:38 Eta: 17:59:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:18:14,734 - Train: 78.14% [176600/226000] [781.4/1000.0] [batch_t 1.437 (1.435)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 16:20:37,774 - Train: 78.19% [176700/226000] [781.9/1000.0] [batch_t 1.428 (1.430)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-04-01 16:21:23,546 - ==> Total time: 2 days, 16:16:03 Eta: 17:54:57 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:23:02,999 - Train: 78.23% [176800/226000] [782.3/1000.0] [batch_t 1.421 (1.436)] [data_t 0.003] [optim_t 1.418] [lr 0.005000] +2024-04-01 16:25:26,141 - Train: 78.27% [176900/226000] [782.7/1000.0] [batch_t 1.439 (1.431)] [data_t 0.003] [optim_t 1.437] [lr 0.005000] +2024-04-01 16:26:49,244 - ==> Total time: 2 days, 16:21:29 Eta: 17:50:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:27:51,594 - Train: 78.32% [177000/226000] [783.2/1000.0] [batch_t 1.432 (1.442)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 16:30:14,640 - Train: 78.36% [177100/226000] [783.6/1000.0] [batch_t 1.433 (1.430)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-04-01 16:32:14,775 - ==> Total time: 2 days, 16:26:54 Eta: 17:45:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:32:40,341 - Train: 78.41% [177200/226000] [784.1/1000.0] [batch_t 1.428 (1.468)] [data_t 0.002] [optim_t 1.426] [lr 0.005000] +2024-04-01 16:35:03,386 - Train: 78.45% [177300/226000] [784.5/1000.0] [batch_t 1.428 (1.430)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-04-01 16:37:26,560 - Train: 78.50% [177400/226000] [785.0/1000.0] [batch_t 1.427 (1.432)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 16:37:40,895 - ==> Total time: 2 days, 16:32:21 Eta: 17:40:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:39:52,060 - Train: 78.54% [177500/226000] [785.4/1000.0] [batch_t 1.431 (1.438)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-04-01 16:42:15,083 - Train: 78.58% [177600/226000] [785.8/1000.0] [batch_t 1.422 (1.430)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-04-01 16:43:06,648 - ==> Total time: 2 days, 16:37:46 Eta: 17:35:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:44:40,759 - Train: 78.63% [177700/226000] [786.3/1000.0] [batch_t 1.438 (1.440)] [data_t 0.003] [optim_t 1.435] [lr 0.005000] +2024-04-01 16:47:03,863 - Train: 78.67% [177800/226000] [786.7/1000.0] [batch_t 1.427 (1.431)] [data_t 0.003] [optim_t 1.425] [lr 0.005000] +2024-04-01 16:48:32,465 - ==> Total time: 2 days, 16:43:12 Eta: 17:30:59 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:49:29,169 - Train: 78.72% [177900/226000] [787.2/1000.0] [batch_t 1.431 (1.444)] [data_t 0.002] [optim_t 1.429] [lr 0.005000] +2024-04-01 16:51:52,431 - Train: 78.76% [178000/226000] [787.6/1000.0] [batch_t 1.442 (1.433)] [data_t 0.002] [optim_t 1.440] [lr 0.005000] +2024-04-01 16:53:58,223 - ==> Total time: 2 days, 16:48:38 Eta: 17:26:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 16:54:17,573 - Train: 78.81% [178100/226000] [788.1/1000.0] [batch_t 1.417 (1.476)] [data_t 0.002] [optim_t 1.415] [lr 0.005000] +2024-04-01 16:56:40,721 - Train: 78.85% [178200/226000] [788.5/1000.0] [batch_t 1.430 (1.431)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-04-01 16:59:03,872 - Train: 78.89% [178300/226000] [788.9/1000.0] [batch_t 1.444 (1.431)] [data_t 0.003] [optim_t 1.441] [lr 0.005000] +2024-04-01 16:59:23,844 - ==> Total time: 2 days, 16:54:04 Eta: 17:21:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:01:29,073 - Train: 78.94% [178400/226000] [789.4/1000.0] [batch_t 1.432 (1.435)] [data_t 0.003] [optim_t 1.429] [lr 0.005000] +2024-04-01 17:03:52,062 - Train: 78.98% [178500/226000] [789.8/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.005000] +2024-04-01 17:04:49,213 - ==> Total time: 2 days, 16:59:29 Eta: 17:16:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:06:17,487 - Train: 79.03% [178600/226000] [790.3/1000.0] [batch_t 1.404 (1.441)] [data_t 0.003] [optim_t 1.402] [lr 0.005000] +2024-04-01 17:08:40,635 - Train: 79.07% [178700/226000] [790.7/1000.0] [batch_t 1.428 (1.431)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 17:10:14,994 - ==> Total time: 2 days, 17:04:55 Eta: 17:11:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:11:06,051 - Train: 79.12% [178800/226000] [791.2/1000.0] [batch_t 1.427 (1.449)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 17:13:29,933 - Train: 79.16% [178900/226000] [791.6/1000.0] [batch_t 1.452 (1.439)] [data_t 0.003] [optim_t 1.449] [lr 0.005000] +2024-04-01 17:15:43,907 - ==> Total time: 2 days, 17:10:24 Eta: 17:06:58 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:15:57,977 - Train: 79.20% [179000/226000] [792.0/1000.0] [batch_t 1.461 (1.532)] [data_t 0.003] [optim_t 1.458] [lr 0.005000] +2024-04-01 17:18:23,545 - Train: 79.25% [179100/226000] [792.5/1000.0] [batch_t 1.457 (1.456)] [data_t 0.003] [optim_t 1.453] [lr 0.005000] +2024-04-01 17:20:48,489 - Train: 79.29% [179200/226000] [792.9/1000.0] [batch_t 1.421 (1.449)] [data_t 0.003] [optim_t 1.418] [lr 0.005000] +2024-04-01 17:21:14,210 - ==> Total time: 2 days, 17:15:54 Eta: 17:02:11 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:23:13,889 - Train: 79.34% [179300/226000] [793.4/1000.0] [batch_t 1.430 (1.438)] [data_t 0.003] [optim_t 1.428] [lr 0.005000] +2024-04-01 17:25:36,795 - Train: 79.38% [179400/226000] [793.8/1000.0] [batch_t 1.446 (1.429)] [data_t 0.003] [optim_t 1.443] [lr 0.005000] +2024-04-01 17:26:39,697 - ==> Total time: 2 days, 17:21:19 Eta: 16:57:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:28:02,821 - Train: 79.42% [179500/226000] [794.2/1000.0] [batch_t 1.442 (1.435)] [data_t 0.002] [optim_t 1.439] [lr 0.005000] +2024-04-01 17:30:25,782 - Train: 79.47% [179600/226000] [794.7/1000.0] [batch_t 1.426 (1.430)] [data_t 0.003] [optim_t 1.424] [lr 0.005000] +2024-04-01 17:32:05,831 - ==> Total time: 2 days, 17:26:46 Eta: 16:52:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:32:51,680 - Train: 79.51% [179700/226000] [795.1/1000.0] [batch_t 1.428 (1.448)] [data_t 0.002] [optim_t 1.425] [lr 0.005000] +2024-04-01 17:35:14,588 - Train: 79.56% [179800/226000] [795.6/1000.0] [batch_t 1.434 (1.429)] [data_t 0.002] [optim_t 1.431] [lr 0.005000] +2024-04-01 17:37:31,698 - ==> Total time: 2 days, 17:32:11 Eta: 16:47:44 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:37:39,889 - Train: 79.60% [179900/226000] [796.0/1000.0] [batch_t 1.438 (1.571)] [data_t 0.002] [optim_t 1.435] [lr 0.005000] +2024-04-01 17:40:03,035 - Train: 79.65% [180000/226000] [796.5/1000.0] [batch_t 1.426 (1.431)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-04-01 17:42:25,865 - Train: 79.69% [180100/226000] [796.9/1000.0] [batch_t 1.420 (1.428)] [data_t 0.002] [optim_t 1.418] [lr 0.005000] +2024-04-01 17:42:57,361 - ==> Total time: 2 days, 17:37:37 Eta: 16:42:56 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:44:51,489 - Train: 79.73% [180200/226000] [797.3/1000.0] [batch_t 1.412 (1.435)] [data_t 0.003] [optim_t 1.409] [lr 0.005000] +2024-04-01 17:47:14,538 - Train: 79.78% [180300/226000] [797.8/1000.0] [batch_t 1.426 (1.430)] [data_t 0.003] [optim_t 1.423] [lr 0.005000] +2024-04-01 17:48:23,280 - ==> Total time: 2 days, 17:43:03 Eta: 16:38:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:49:39,894 - Train: 79.82% [180400/226000] [798.2/1000.0] [batch_t 1.429 (1.440)] [data_t 0.003] [optim_t 1.427] [lr 0.005000] +2024-04-01 17:52:02,931 - Train: 79.87% [180500/226000] [798.7/1000.0] [batch_t 1.428 (1.430)] [data_t 0.003] [optim_t 1.426] [lr 0.005000] +2024-04-01 17:53:48,840 - ==> Total time: 2 days, 17:48:29 Eta: 16:33:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 17:54:28,338 - Train: 79.91% [180600/226000] [799.1/1000.0] [batch_t 1.434 (1.452)] [data_t 0.002] [optim_t 1.432] [lr 0.005000] +2024-04-01 17:56:51,532 - Train: 79.96% [180700/226000] [799.6/1000.0] [batch_t 1.426 (1.432)] [data_t 0.002] [optim_t 1.424] [lr 0.005000] +2024-04-01 17:59:14,695 - Train: 80.00% [180800/226000] [800.0/1000.0] [batch_t 1.422 (1.432)] [data_t 0.002] [optim_t 1.420] [lr 0.005000] +2024-04-01 17:59:40,137 - Test: 46.30% [50/108] [batch_t 0.424 (0.497)] +2024-04-01 18:00:01,093 - Test: 92.59% [100/108] [batch_t 0.413 (0.458)] +2024-04-01 18:00:04,381 - Test: 100.00% [108/108] [batch_t 0.347 (0.455)] +2024-04-01 18:00:24,482 - ==> Metric Time for bottle : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.605 (mAUROC_px) 2.689 (mAP_px) 0.356 (mF1_max_px) 11.467 (mAUPRO_px) 0.124 (mF1_px_0.2_0.8_0.1) 0.122 (mAcc_px_0.2_0.8_0.1) 0.123 (mIoU_px_0.2_0.8_0.1) 0.357 (mIoU_max_px) +2024-04-01 18:01:00,040 - ==> Metric Time for cable : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.277 (mAUROC_px) 5.579 (mAP_px) 0.696 (mF1_max_px) 20.458 (mAUPRO_px) 0.230 (mF1_px_0.2_0.8_0.1) 0.233 (mAcc_px_0.2_0.8_0.1) 0.230 (mIoU_px_0.2_0.8_0.1) 0.675 (mIoU_max_px) +2024-04-01 18:01:30,248 - ==> Metric Time for capsule : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.424 (mAUROC_px) 4.884 (mAP_px) 0.593 (mF1_max_px) 16.935 (mAUPRO_px) 0.204 (mF1_px_0.2_0.8_0.1) 0.202 (mAcc_px_0.2_0.8_0.1) 0.204 (mIoU_px_0.2_0.8_0.1) 0.595 (mIoU_max_px) +2024-04-01 18:01:57,188 - ==> Metric Time for carpet : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.548 (mAUROC_px) 4.224 (mAP_px) 0.527 (mF1_max_px) 15.437 (mAUPRO_px) 0.182 (mF1_px_0.2_0.8_0.1) 0.185 (mAcc_px_0.2_0.8_0.1) 0.178 (mIoU_px_0.2_0.8_0.1) 0.528 (mIoU_max_px) +2024-04-01 18:02:14,729 - ==> Metric Time for grid : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.488 (mAUROC_px) 2.718 (mAP_px) 0.366 (mF1_max_px) 10.169 (mAUPRO_px) 0.118 (mF1_px_0.2_0.8_0.1) 0.116 (mAcc_px_0.2_0.8_0.1) 0.118 (mIoU_px_0.2_0.8_0.1) 0.341 (mIoU_max_px) +2024-04-01 18:02:40,674 - ==> Metric Time for hazelnut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.107 (mAUROC_px) 3.898 (mAP_px) 0.538 (mF1_max_px) 15.257 (mAUPRO_px) 0.169 (mF1_px_0.2_0.8_0.1) 0.170 (mAcc_px_0.2_0.8_0.1) 0.168 (mIoU_px_0.2_0.8_0.1) 0.496 (mIoU_max_px) +2024-04-01 18:03:08,846 - ==> Metric Time for leather : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 6.005 (mAUROC_px) 4.372 (mAP_px) 0.543 (mF1_max_px) 15.970 (mAUPRO_px) 0.194 (mF1_px_0.2_0.8_0.1) 0.192 (mAcc_px_0.2_0.8_0.1) 0.189 (mIoU_px_0.2_0.8_0.1) 0.544 (mIoU_max_px) +2024-04-01 18:03:39,620 - ==> Metric Time for metal_nut : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.393 (mAUROC_px) 4.095 (mAP_px) 0.507 (mF1_max_px) 19.603 (mAUPRO_px) 0.174 (mF1_px_0.2_0.8_0.1) 0.173 (mAcc_px_0.2_0.8_0.1) 0.172 (mIoU_px_0.2_0.8_0.1) 0.499 (mIoU_max_px) +2024-04-01 18:04:20,903 - ==> Metric Time for pill : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.284 (mAUROC_px) 6.293 (mAP_px) 0.767 (mF1_max_px) 24.176 (mAUPRO_px) 0.262 (mF1_px_0.2_0.8_0.1) 0.260 (mAcc_px_0.2_0.8_0.1) 0.264 (mIoU_px_0.2_0.8_0.1) 0.762 (mIoU_max_px) +2024-04-01 18:04:57,657 - ==> Metric Time for screw : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 8.051 (mAUROC_px) 6.084 (mAP_px) 0.775 (mF1_max_px) 20.106 (mAUPRO_px) 0.249 (mF1_px_0.2_0.8_0.1) 0.276 (mAcc_px_0.2_0.8_0.1) 0.256 (mIoU_px_0.2_0.8_0.1) 0.742 (mIoU_max_px) +2024-04-01 18:05:27,248 - ==> Metric Time for tile : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 5.599 (mAUROC_px) 4.282 (mAP_px) 0.518 (mF1_max_px) 17.966 (mAUPRO_px) 0.181 (mF1_px_0.2_0.8_0.1) 0.180 (mAcc_px_0.2_0.8_0.1) 0.179 (mIoU_px_0.2_0.8_0.1) 0.523 (mIoU_max_px) +2024-04-01 18:05:35,778 - ==> Metric Time for toothbrush : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 1.472 (mAUROC_px) 1.086 (mAP_px) 0.181 (mF1_max_px) 5.309 (mAUPRO_px) 0.078 (mF1_px_0.2_0.8_0.1) 0.074 (mAcc_px_0.2_0.8_0.1) 0.074 (mIoU_px_0.2_0.8_0.1) 0.200 (mIoU_max_px) +2024-04-01 18:06:01,101 - ==> Metric Time for transistor : 0.002 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 4.894 (mAUROC_px) 3.915 (mAP_px) 0.605 (mF1_max_px) 14.794 (mAUPRO_px) 0.166 (mF1_px_0.2_0.8_0.1) 0.164 (mAcc_px_0.2_0.8_0.1) 0.164 (mIoU_px_0.2_0.8_0.1) 0.482 (mIoU_max_px) +2024-04-01 18:06:22,156 - ==> Metric Time for wood : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 3.946 (mAUROC_px) 2.803 (mAP_px) 0.381 (mF1_max_px) 13.042 (mAUPRO_px) 0.135 (mF1_px_0.2_0.8_0.1) 0.131 (mAcc_px_0.2_0.8_0.1) 0.133 (mIoU_px_0.2_0.8_0.1) 0.370 (mIoU_max_px) +2024-04-01 18:07:00,988 - ==> Metric Time for zipper : 0.001 (mAUROC_sp_max) 0.000 (mAP_sp_max) 0.000 (mF1_max_sp_max) 7.812 (mAUROC_px) 6.008 (mAP_px) 0.791 (mF1_max_px) 22.432 (mAUPRO_px) 0.267 (mF1_px_0.2_0.8_0.1) 0.270 (mAcc_px_0.2_0.8_0.1) 0.274 (mIoU_px_0.2_0.8_0.1) 0.783 (mIoU_max_px) +2024-04-01 18:07:01,014 - +| Name | mAUROC_sp_max | mAUROC_sp_max (Max) | mAP_sp_max | mAP_sp_max (Max) | mF1_max_sp_max | mF1_max_sp_max (Max) | mAUROC_px | mAUROC_px (Max) | mAP_px | mAP_px (Max) | mF1_max_px | mF1_max_px (Max) | mAUPRO_px | mAUPRO_px (Max) | mF1_px_0.2_0.8_0.1 | mF1_px_0.2_0.8_0.1 (Max) | mAcc_px_0.2_0.8_0.1 | mAcc_px_0.2_0.8_0.1 (Max) | mIoU_px_0.2_0.8_0.1 | mIoU_px_0.2_0.8_0.1 (Max) | mIoU_max_px | mIoU_max_px (Max) | +|:----------:|:---------------:|:---------------------:|:------------:|:-------------------:|:----------------:|:----------------------:|:-----------:|:------------------:|:--------:|:------------------:|:------------:|:------------------:|:-----------:|:------------------:|:--------------------:|:--------------------------:|:---------------------:|:---------------------------:|:---------------------:|:---------------------------:|:-------------:|:-------------------:| +| bottle | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 100.000 | 100.000 (100 epoch) | 98.414 | 98.908 (300 epoch) | 77.458 | 80.855 (300 epoch) | 73.911 | 77.674 (300 epoch) | 94.121 | 96.070 (300 epoch) | 47.854 | 51.291 (200 epoch) | 57.640 | 58.927 (750 epoch) | 34.293 | 37.861 (200 epoch) | 58.619 | 63.498 (300 epoch) | +| cable | 98.313 | 98.876 (200 epoch) | 98.995 | 99.297 (200 epoch) | 94.737 | 95.789 (200 epoch) | 96.167 | 96.167 (800 epoch) | 43.372 | 43.510 (650 epoch) | 48.969 | 49.031 (650 epoch) | 88.870 | 90.290 (450 epoch) | 26.073 | 26.186 (700 epoch) | 38.820 | 39.754 (250 epoch) | 15.927 | 15.972 (700 epoch) | 32.423 | 32.478 (650 epoch) | +| capsule | 93.618 | 94.535 (500 epoch) | 98.591 | 98.785 (500 epoch) | 94.595 | 94.884 (450 epoch) | 98.440 | 98.487 (650 epoch) | 43.521 | 44.073 (400 epoch) | 47.003 | 48.180 (400 epoch) | 91.980 | 93.938 (650 epoch) | 23.743 | 26.206 (100 epoch) | 25.268 | 31.021 (50 epoch) | 14.484 | 15.884 (100 epoch) | 30.721 | 31.735 (400 epoch) | +| carpet | 99.920 | 99.960 (100 epoch) | 99.975 | 99.988 (100 epoch) | 99.441 | 99.441 (50 epoch) | 99.178 | 99.288 (150 epoch) | 60.419 | 66.029 (150 epoch) | 63.007 | 65.000 (150 epoch) | 96.767 | 97.482 (100 epoch) | 40.665 | 45.386 (100 epoch) | 59.033 | 67.287 (100 epoch) | 27.023 | 30.764 (100 epoch) | 45.993 | 48.148 (150 epoch) | +| grid | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 100.000 | 100.000 (150 epoch) | 99.252 | 99.252 (800 epoch) | 48.358 | 48.667 (300 epoch) | 48.101 | 48.389 (250 epoch) | 97.268 | 97.322 (700 epoch) | 31.323 | 31.333 (400 epoch) | 42.270 | 42.805 (50 epoch) | 19.450 | 19.450 (800 epoch) | 31.666 | 31.917 (250 epoch) | +| hazelnut | 99.679 | 100.000 (100 epoch) | 99.813 | 100.000 (100 epoch) | 98.592 | 100.000 (100 epoch) | 99.036 | 99.036 (800 epoch) | 65.139 | 65.353 (600 epoch) | 65.903 | 65.903 (800 epoch) | 95.746 | 95.819 (600 epoch) | 38.465 | 40.080 (650 epoch) | 68.835 | 73.361 (200 epoch) | 25.791 | 26.921 (600 epoch) | 49.145 | 49.145 (800 epoch) | +| leather | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 100.000 | 100.000 (50 epoch) | 99.430 | 99.447 (600 epoch) | 51.802 | 53.065 (600 epoch) | 53.373 | 54.786 (600 epoch) | 98.646 | 98.827 (600 epoch) | 36.067 | 36.217 (650 epoch) | 76.027 | 76.157 (650 epoch) | 22.760 | 22.882 (650 epoch) | 36.401 | 37.728 (600 epoch) | +| metal_nut | 99.804 | 99.902 (450 epoch) | 99.954 | 99.977 (550 epoch) | 98.936 | 99.465 (150 epoch) | 96.730 | 96.946 (550 epoch) | 73.973 | 76.511 (350 epoch) | 78.310 | 79.567 (600 epoch) | 93.774 | 93.956 (700 epoch) | 42.469 | 46.004 (200 epoch) | 51.011 | 55.580 (50 epoch) | 30.546 | 33.448 (200 epoch) | 64.352 | 66.067 (600 epoch) | +| pill | 97.463 | 97.463 (800 epoch) | 99.573 | 99.573 (800 epoch) | 97.080 | 97.080 (800 epoch) | 97.616 | 97.616 (800 epoch) | 65.019 | 65.727 (700 epoch) | 67.875 | 67.875 (800 epoch) | 95.771 | 96.232 (650 epoch) | 33.240 | 34.432 (700 epoch) | 45.477 | 49.962 (150 epoch) | 22.389 | 23.275 (700 epoch) | 51.372 | 51.372 (800 epoch) | +| screw | 95.634 | 95.983 (400 epoch) | 98.205 | 98.330 (400 epoch) | 95.798 | 95.798 (800 epoch) | 99.446 | 99.468 (450 epoch) | 49.052 | 50.337 (400 epoch) | 50.188 | 50.872 (300 epoch) | 97.149 | 97.331 (750 epoch) | 26.773 | 27.344 (650 epoch) | 54.169 | 57.553 (50 epoch) | 16.602 | 16.974 (650 epoch) | 33.501 | 34.113 (300 epoch) | +| tile | 98.593 | 98.593 (500 epoch) | 99.465 | 99.471 (500 epoch) | 96.386 | 97.076 (700 epoch) | 93.873 | 93.894 (400 epoch) | 45.378 | 45.668 (700 epoch) | 54.533 | 55.431 (550 epoch) | 79.371 | 81.340 (350 epoch) | 31.921 | 31.921 (800 epoch) | 47.729 | 48.047 (700 epoch) | 20.243 | 20.243 (800 epoch) | 37.489 | 38.342 (550 epoch) | +| toothbrush | 95.000 | 98.611 (300 epoch) | 97.789 | 99.424 (300 epoch) | 96.774 | 98.361 (300 epoch) | 98.946 | 99.023 (200 epoch) | 47.478 | 49.029 (200 epoch) | 58.467 | 60.364 (300 epoch) | 91.888 | 92.411 (200 epoch) | 37.912 | 39.195 (250 epoch) | 65.460 | 66.713 (150 epoch) | 24.654 | 25.696 (250 epoch) | 41.310 | 43.230 (300 epoch) | +| transistor | 99.917 | 100.000 (450 epoch) | 99.881 | 100.000 (450 epoch) | 98.734 | 100.000 (450 epoch) | 96.596 | 96.614 (350 epoch) | 69.145 | 69.715 (350 epoch) | 66.216 | 67.126 (450 epoch) | 86.482 | 88.321 (50 epoch) | 39.734 | 40.077 (450 epoch) | 42.009 | 42.896 (50 epoch) | 26.929 | 27.052 (450 epoch) | 49.495 | 50.519 (450 epoch) | +| wood | 98.246 | 99.035 (300 epoch) | 99.459 | 99.706 (300 epoch) | 96.000 | 97.521 (650 epoch) | 94.567 | 94.741 (600 epoch) | 47.071 | 48.124 (750 epoch) | 48.629 | 49.479 (600 epoch) | 89.518 | 92.390 (50 epoch) | 30.777 | 32.642 (100 epoch) | 55.942 | 61.689 (700 epoch) | 19.082 | 20.292 (750 epoch) | 32.125 | 32.872 (600 epoch) | +| zipper | 99.291 | 99.659 (700 epoch) | 99.813 | 99.910 (700 epoch) | 97.521 | 98.745 (700 epoch) | 98.391 | 98.428 (450 epoch) | 60.739 | 61.460 (750 epoch) | 61.657 | 62.069 (750 epoch) | 94.303 | 95.118 (750 epoch) | 29.655 | 32.029 (300 epoch) | 33.180 | 38.606 (150 epoch) | 19.427 | 20.854 (350 epoch) | 44.568 | 45.001 (750 epoch) | +| Avg | 98.365 | 98.626 (500 epoch) | 99.434 | 99.558 (450 epoch) | 97.640 | 97.838 (450 epoch) | 97.739 | 97.752 (650 epoch) | 56.528 | 56.871 (600 epoch) | 59.076 | 59.348 (600 epoch) | 92.777 | 93.245 (350 epoch) | 34.445 | 34.960 (350 epoch) | 50.858 | 52.378 (50 epoch) | 22.640 | 23.075 (350 epoch) | 42.612 | 42.923 (600 epoch) | +2024-04-01 18:07:01,293 - ==> Total time: 2 days, 18:01:41 Eta: 16:30:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:09:28,859 - Train: 80.04% [180900/226000] [800.4/1000.0] [batch_t 1.415 (1.436)] [data_t 0.002] [optim_t 1.412] [lr 0.000500] +2024-04-01 18:11:51,665 - Train: 80.09% [181000/226000] [800.9/1000.0] [batch_t 1.432 (1.428)] [data_t 0.003] [optim_t 1.430] [lr 0.000500] +2024-04-01 18:12:28,957 - ==> Total time: 2 days, 18:07:09 Eta: 16:25:35 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:14:17,246 - Train: 80.13% [181100/226000] [801.3/1000.0] [batch_t 1.432 (1.434)] [data_t 0.002] [optim_t 1.429] [lr 0.000500] +2024-04-01 18:16:40,148 - Train: 80.18% [181200/226000] [801.8/1000.0] [batch_t 1.432 (1.429)] [data_t 0.003] [optim_t 1.429] [lr 0.000500] +2024-04-01 18:17:54,408 - ==> Total time: 2 days, 18:12:34 Eta: 16:20:45 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:19:05,987 - Train: 80.22% [181300/226000] [802.2/1000.0] [batch_t 1.442 (1.442)] [data_t 0.003] [optim_t 1.440] [lr 0.000500] +2024-04-01 18:21:28,756 - Train: 80.27% [181400/226000] [802.7/1000.0] [batch_t 1.400 (1.428)] [data_t 0.003] [optim_t 1.398] [lr 0.000500] +2024-04-01 18:23:20,189 - ==> Total time: 2 days, 18:18:00 Eta: 16:15:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:23:53,969 - Train: 80.31% [181500/226000] [803.1/1000.0] [batch_t 1.433 (1.456)] [data_t 0.003] [optim_t 1.430] [lr 0.000500] +2024-04-01 18:26:17,048 - Train: 80.35% [181600/226000] [803.5/1000.0] [batch_t 1.422 (1.431)] [data_t 0.003] [optim_t 1.419] [lr 0.000500] +2024-04-01 18:28:40,077 - Train: 80.40% [181700/226000] [804.0/1000.0] [batch_t 1.423 (1.430)] [data_t 0.002] [optim_t 1.420] [lr 0.000500] +2024-04-01 18:28:45,778 - ==> Total time: 2 days, 18:23:25 Eta: 16:11:05 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:31:05,935 - Train: 80.44% [181800/226000] [804.4/1000.0] [batch_t 1.420 (1.434)] [data_t 0.003] [optim_t 1.417] [lr 0.000500] +2024-04-01 18:33:28,948 - Train: 80.49% [181900/226000] [804.9/1000.0] [batch_t 1.426 (1.430)] [data_t 0.002] [optim_t 1.423] [lr 0.000500] +2024-04-01 18:34:11,746 - ==> Total time: 2 days, 18:28:51 Eta: 16:06:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:35:54,645 - Train: 80.53% [182000/226000] [805.3/1000.0] [batch_t 1.425 (1.438)] [data_t 0.002] [optim_t 1.422] [lr 0.000500] +2024-04-01 18:38:17,426 - Train: 80.58% [182100/226000] [805.8/1000.0] [batch_t 1.439 (1.428)] [data_t 0.003] [optim_t 1.437] [lr 0.000500] +2024-04-01 18:39:37,561 - ==> Total time: 2 days, 18:34:17 Eta: 16:01:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:40:42,880 - Train: 80.62% [182200/226000] [806.2/1000.0] [batch_t 1.441 (1.442)] [data_t 0.002] [optim_t 1.439] [lr 0.000500] +2024-04-01 18:43:05,814 - Train: 80.66% [182300/226000] [806.6/1000.0] [batch_t 1.427 (1.429)] [data_t 0.002] [optim_t 1.424] [lr 0.000500] +2024-04-01 18:45:02,962 - ==> Total time: 2 days, 18:39:43 Eta: 15:56:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:45:31,795 - Train: 80.71% [182400/226000] [807.1/1000.0] [batch_t 1.433 (1.467)] [data_t 0.002] [optim_t 1.431] [lr 0.000500] +2024-04-01 18:47:54,693 - Train: 80.75% [182500/226000] [807.5/1000.0] [batch_t 1.420 (1.429)] [data_t 0.003] [optim_t 1.417] [lr 0.000500] +2024-04-01 18:50:17,688 - Train: 80.80% [182600/226000] [808.0/1000.0] [batch_t 1.435 (1.430)] [data_t 0.002] [optim_t 1.433] [lr 0.000500] +2024-04-01 18:50:29,109 - ==> Total time: 2 days, 18:45:09 Eta: 15:51:43 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:52:43,748 - Train: 80.84% [182700/226000] [808.4/1000.0] [batch_t 1.438 (1.436)] [data_t 0.003] [optim_t 1.435] [lr 0.000500] +2024-04-01 18:55:06,885 - Train: 80.88% [182800/226000] [808.8/1000.0] [batch_t 1.429 (1.431)] [data_t 0.003] [optim_t 1.427] [lr 0.000500] +2024-04-01 18:55:55,565 - ==> Total time: 2 days, 18:50:35 Eta: 15:46:52 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 18:57:32,751 - Train: 80.93% [182900/226000] [809.3/1000.0] [batch_t 1.416 (1.438)] [data_t 0.003] [optim_t 1.413] [lr 0.000500] +2024-04-01 18:59:55,589 - Train: 80.97% [183000/226000] [809.7/1000.0] [batch_t 1.436 (1.428)] [data_t 0.003] [optim_t 1.433] [lr 0.000500] +2024-04-01 19:01:21,353 - ==> Total time: 2 days, 18:56:01 Eta: 15:42:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:02:20,960 - Train: 81.02% [183100/226000] [810.2/1000.0] [batch_t 1.431 (1.441)] [data_t 0.003] [optim_t 1.429] [lr 0.000500] +2024-04-01 19:04:43,952 - Train: 81.06% [183200/226000] [810.6/1000.0] [batch_t 1.432 (1.430)] [data_t 0.002] [optim_t 1.429] [lr 0.000500] +2024-04-01 19:06:46,968 - ==> Total time: 2 days, 19:01:27 Eta: 15:37:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:07:09,564 - Train: 81.11% [183300/226000] [811.1/1000.0] [batch_t 1.421 (1.466)] [data_t 0.002] [optim_t 1.419] [lr 0.000500] +2024-04-01 19:09:32,555 - Train: 81.15% [183400/226000] [811.5/1000.0] [batch_t 1.443 (1.430)] [data_t 0.003] [optim_t 1.440] [lr 0.000500] +2024-04-01 19:11:55,292 - Train: 81.19% [183500/226000] [811.9/1000.0] [batch_t 1.418 (1.427)] [data_t 0.002] [optim_t 1.416] [lr 0.000500] +2024-04-01 19:12:12,450 - ==> Total time: 2 days, 19:06:52 Eta: 15:32:19 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:14:21,850 - Train: 81.24% [183600/226000] [812.4/1000.0] [batch_t 1.425 (1.436)] [data_t 0.003] [optim_t 1.423] [lr 0.000500] +2024-04-01 19:16:44,913 - Train: 81.28% [183700/226000] [812.8/1000.0] [batch_t 1.426 (1.431)] [data_t 0.002] [optim_t 1.423] [lr 0.000500] +2024-04-01 19:17:39,138 - ==> Total time: 2 days, 19:12:19 Eta: 15:27:29 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:19:10,734 - Train: 81.33% [183800/226000] [813.3/1000.0] [batch_t 1.426 (1.434)] [data_t 0.002] [optim_t 1.424] [lr 0.000500] +2024-04-01 19:21:33,372 - Train: 81.37% [183900/226000] [813.7/1000.0] [batch_t 1.440 (1.426)] [data_t 0.003] [optim_t 1.437] [lr 0.000500] +2024-04-01 19:23:04,587 - ==> Total time: 2 days, 19:17:44 Eta: 15:22:37 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:23:59,651 - Train: 81.42% [184000/226000] [814.2/1000.0] [batch_t 1.426 (1.443)] [data_t 0.002] [optim_t 1.423] [lr 0.000500] +2024-04-01 19:26:22,290 - Train: 81.46% [184100/226000] [814.6/1000.0] [batch_t 1.432 (1.426)] [data_t 0.003] [optim_t 1.430] [lr 0.000500] +2024-04-01 19:28:30,872 - ==> Total time: 2 days, 19:23:11 Eta: 15:17:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:28:47,642 - Train: 81.50% [184200/226000] [815.0/1000.0] [batch_t 1.441 (1.482)] [data_t 0.003] [optim_t 1.439] [lr 0.000500] +2024-04-01 19:31:10,479 - Train: 81.55% [184300/226000] [815.5/1000.0] [batch_t 1.447 (1.428)] [data_t 0.002] [optim_t 1.444] [lr 0.000500] +2024-04-01 19:33:33,413 - Train: 81.59% [184400/226000] [815.9/1000.0] [batch_t 1.437 (1.429)] [data_t 0.003] [optim_t 1.434] [lr 0.000500] +2024-04-01 19:33:56,203 - ==> Total time: 2 days, 19:28:36 Eta: 15:12:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:35:58,736 - Train: 81.64% [184500/226000] [816.4/1000.0] [batch_t 1.419 (1.436)] [data_t 0.002] [optim_t 1.417] [lr 0.000500] +2024-04-01 19:38:21,555 - Train: 81.68% [184600/226000] [816.8/1000.0] [batch_t 1.442 (1.428)] [data_t 0.003] [optim_t 1.439] [lr 0.000500] +2024-04-01 19:39:21,448 - ==> Total time: 2 days, 19:34:01 Eta: 15:08:03 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:40:46,676 - Train: 81.73% [184700/226000] [817.3/1000.0] [batch_t 1.452 (1.437)] [data_t 0.003] [optim_t 1.450] [lr 0.000500] +2024-04-01 19:43:09,595 - Train: 81.77% [184800/226000] [817.7/1000.0] [batch_t 1.432 (1.429)] [data_t 0.002] [optim_t 1.429] [lr 0.000500] +2024-04-01 19:44:46,711 - ==> Total time: 2 days, 19:39:26 Eta: 15:03:12 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:45:35,093 - Train: 81.81% [184900/226000] [818.1/1000.0] [batch_t 1.426 (1.453)] [data_t 0.002] [optim_t 1.424] [lr 0.000500] +2024-04-01 19:47:57,649 - Train: 81.86% [185000/226000] [818.6/1000.0] [batch_t 1.439 (1.425)] [data_t 0.002] [optim_t 1.436] [lr 0.000500] +2024-04-01 19:50:11,771 - ==> Total time: 2 days, 19:44:51 Eta: 14:58:20 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:50:23,016 - Train: 81.90% [185100/226000] [819.0/1000.0] [batch_t 1.447 (1.507)] [data_t 0.003] [optim_t 1.445] [lr 0.000500] +2024-04-01 19:52:45,707 - Train: 81.95% [185200/226000] [819.5/1000.0] [batch_t 1.443 (1.427)] [data_t 0.003] [optim_t 1.440] [lr 0.000500] +2024-04-01 19:55:15,121 - Train: 81.99% [185300/226000] [819.9/1000.0] [batch_t 1.432 (1.494)] [data_t 0.003] [optim_t 1.429] [lr 0.000500] +2024-04-01 19:55:43,609 - ==> Total time: 2 days, 19:50:23 Eta: 14:53:30 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 19:57:40,081 - Train: 82.04% [185400/226000] [820.4/1000.0] [batch_t 1.423 (1.431)] [data_t 0.002] [optim_t 1.421] [lr 0.000500] +2024-04-01 20:00:02,843 - Train: 82.08% [185500/226000] [820.8/1000.0] [batch_t 1.423 (1.428)] [data_t 0.002] [optim_t 1.421] [lr 0.000500] +2024-04-01 20:01:08,453 - ==> Total time: 2 days, 19:55:48 Eta: 14:48:38 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:02:27,945 - Train: 82.12% [185600/226000] [821.2/1000.0] [batch_t 1.441 (1.438)] [data_t 0.002] [optim_t 1.438] [lr 0.000500] +2024-04-01 20:04:50,875 - Train: 82.17% [185700/226000] [821.7/1000.0] [batch_t 1.421 (1.429)] [data_t 0.003] [optim_t 1.419] [lr 0.000500] +2024-04-01 20:06:33,685 - ==> Total time: 2 days, 20:01:13 Eta: 14:43:46 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:07:16,553 - Train: 82.21% [185800/226000] [822.1/1000.0] [batch_t 1.441 (1.445)] [data_t 0.003] [optim_t 1.438] [lr 0.000500] +2024-04-01 20:09:39,256 - Train: 82.26% [185900/226000] [822.6/1000.0] [batch_t 1.432 (1.427)] [data_t 0.002] [optim_t 1.430] [lr 0.000500] +2024-04-01 20:11:59,108 - ==> Total time: 2 days, 20:06:39 Eta: 14:38:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:12:04,155 - Train: 82.30% [186000/226000] [823.0/1000.0] [batch_t 1.443 (1.671)] [data_t 0.003] [optim_t 1.440] [lr 0.000500] +2024-04-01 20:14:26,996 - Train: 82.35% [186100/226000] [823.5/1000.0] [batch_t 1.424 (1.428)] [data_t 0.002] [optim_t 1.422] [lr 0.000500] +2024-04-01 20:16:49,853 - Train: 82.39% [186200/226000] [823.9/1000.0] [batch_t 1.445 (1.428)] [data_t 0.003] [optim_t 1.442] [lr 0.000500] +2024-04-01 20:17:24,248 - ==> Total time: 2 days, 20:12:04 Eta: 14:34:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:19:15,885 - Train: 82.43% [186300/226000] [824.3/1000.0] [batch_t 1.421 (1.436)] [data_t 0.002] [optim_t 1.418] [lr 0.000500] +2024-04-01 20:21:38,728 - Train: 82.48% [186400/226000] [824.8/1000.0] [batch_t 1.428 (1.428)] [data_t 0.002] [optim_t 1.425] [lr 0.000500] +2024-04-01 20:22:50,154 - ==> Total time: 2 days, 20:17:30 Eta: 14:29:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:24:03,861 - Train: 82.52% [186500/226000] [825.2/1000.0] [batch_t 1.418 (1.438)] [data_t 0.002] [optim_t 1.416] [lr 0.000500] +2024-04-01 20:26:26,710 - Train: 82.57% [186600/226000] [825.7/1000.0] [batch_t 1.390 (1.428)] [data_t 0.002] [optim_t 1.387] [lr 0.000500] +2024-04-01 20:28:15,568 - ==> Total time: 2 days, 20:22:55 Eta: 14:24:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:28:52,450 - Train: 82.61% [186700/226000] [826.1/1000.0] [batch_t 1.429 (1.449)] [data_t 0.003] [optim_t 1.426] [lr 0.000500] +2024-04-01 20:31:15,082 - Train: 82.65% [186800/226000] [826.5/1000.0] [batch_t 1.422 (1.426)] [data_t 0.002] [optim_t 1.419] [lr 0.000500] +2024-04-01 20:33:37,847 - Train: 82.70% [186900/226000] [827.0/1000.0] [batch_t 1.422 (1.428)] [data_t 0.003] [optim_t 1.419] [lr 0.000500] +2024-04-01 20:33:40,710 - ==> Total time: 2 days, 20:28:20 Eta: 14:19:25 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:36:02,917 - Train: 82.74% [187000/226000] [827.4/1000.0] [batch_t 1.441 (1.434)] [data_t 0.003] [optim_t 1.438] [lr 0.000500] +2024-04-01 20:38:25,905 - Train: 82.79% [187100/226000] [827.9/1000.0] [batch_t 1.424 (1.430)] [data_t 0.002] [optim_t 1.421] [lr 0.000500] +2024-04-01 20:39:05,914 - ==> Total time: 2 days, 20:33:46 Eta: 14:14:33 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:40:51,271 - Train: 82.83% [187200/226000] [828.3/1000.0] [batch_t 1.426 (1.434)] [data_t 0.002] [optim_t 1.424] [lr 0.000500] +2024-04-01 20:43:14,036 - Train: 82.88% [187300/226000] [828.8/1000.0] [batch_t 1.431 (1.428)] [data_t 0.003] [optim_t 1.429] [lr 0.000500] +2024-04-01 20:44:31,381 - ==> Total time: 2 days, 20:39:11 Eta: 14:09:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:45:39,968 - Train: 82.92% [187400/226000] [829.2/1000.0] [batch_t 1.397 (1.445)] [data_t 0.003] [optim_t 1.394] [lr 0.000500] +2024-04-01 20:48:02,941 - Train: 82.96% [187500/226000] [829.6/1000.0] [batch_t 1.426 (1.430)] [data_t 0.003] [optim_t 1.423] [lr 0.000500] +2024-04-01 20:49:57,257 - ==> Total time: 2 days, 20:44:37 Eta: 14:04:48 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:50:28,469 - Train: 83.01% [187600/226000] [830.1/1000.0] [batch_t 1.441 (1.457)] [data_t 0.003] [optim_t 1.438] [lr 0.000500] +2024-04-01 20:52:51,175 - Train: 83.05% [187700/226000] [830.5/1000.0] [batch_t 1.422 (1.427)] [data_t 0.003] [optim_t 1.419] [lr 0.000500] +2024-04-01 20:55:14,057 - Train: 83.10% [187800/226000] [831.0/1000.0] [batch_t 1.421 (1.429)] [data_t 0.003] [optim_t 1.419] [lr 0.000500] +2024-04-01 20:55:22,626 - ==> Total time: 2 days, 20:50:02 Eta: 13:59:55 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 20:57:39,293 - Train: 83.14% [187900/226000] [831.4/1000.0] [batch_t 1.433 (1.432)] [data_t 0.003] [optim_t 1.430] [lr 0.000500] +2024-04-01 21:00:02,183 - Train: 83.19% [188000/226000] [831.9/1000.0] [batch_t 1.424 (1.429)] [data_t 0.003] [optim_t 1.421] [lr 0.000500] +2024-04-01 21:00:47,913 - ==> Total time: 2 days, 20:55:28 Eta: 13:55:02 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:02:27,999 - Train: 83.23% [188100/226000] [832.3/1000.0] [batch_t 1.421 (1.435)] [data_t 0.003] [optim_t 1.418] [lr 0.000500] +2024-04-01 21:04:50,955 - Train: 83.27% [188200/226000] [832.7/1000.0] [batch_t 1.406 (1.429)] [data_t 0.002] [optim_t 1.404] [lr 0.000500] +2024-04-01 21:06:13,668 - ==> Total time: 2 days, 21:00:53 Eta: 13:50:10 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:07:16,162 - Train: 83.32% [188300/226000] [833.2/1000.0] [batch_t 1.423 (1.442)] [data_t 0.002] [optim_t 1.420] [lr 0.000500] +2024-04-01 21:09:39,286 - Train: 83.36% [188400/226000] [833.6/1000.0] [batch_t 1.423 (1.431)] [data_t 0.002] [optim_t 1.421] [lr 0.000500] +2024-04-01 21:11:39,239 - ==> Total time: 2 days, 21:06:19 Eta: 13:45:17 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:12:04,470 - Train: 83.41% [188500/226000] [834.1/1000.0] [batch_t 1.433 (1.459)] [data_t 0.003] [optim_t 1.430] [lr 0.000500] +2024-04-01 21:14:27,317 - Train: 83.45% [188600/226000] [834.5/1000.0] [batch_t 1.436 (1.428)] [data_t 0.003] [optim_t 1.433] [lr 0.000500] +2024-04-01 21:16:50,282 - Train: 83.50% [188700/226000] [835.0/1000.0] [batch_t 1.423 (1.430)] [data_t 0.002] [optim_t 1.421] [lr 0.000500] +2024-04-01 21:17:04,593 - ==> Total time: 2 days, 21:11:44 Eta: 13:40:24 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:19:16,354 - Train: 83.54% [188800/226000] [835.4/1000.0] [batch_t 1.443 (1.436)] [data_t 0.003] [optim_t 1.441] [lr 0.000500] +2024-04-01 21:21:39,437 - Train: 83.58% [188900/226000] [835.8/1000.0] [batch_t 1.436 (1.431)] [data_t 0.002] [optim_t 1.434] [lr 0.000500] +2024-04-01 21:22:30,827 - ==> Total time: 2 days, 21:17:11 Eta: 13:35:31 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:24:04,868 - Train: 83.63% [189000/226000] [836.3/1000.0] [batch_t 1.436 (1.439)] [data_t 0.003] [optim_t 1.433] [lr 0.000500] +2024-04-01 21:26:27,727 - Train: 83.67% [189100/226000] [836.7/1000.0] [batch_t 1.428 (1.428)] [data_t 0.003] [optim_t 1.425] [lr 0.000500] +2024-04-01 21:28:08,568 - ==> Total time: 2 days, 21:22:48 Eta: 13:30:40 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:29:05,519 - Train: 83.72% [189200/226000] [837.2/1000.0] [batch_t 1.418 (1.445)] [data_t 0.003] [optim_t 1.415] [lr 0.000500] +2024-04-01 21:31:28,445 - Train: 83.76% [189300/226000] [837.6/1000.0] [batch_t 1.423 (1.429)] [data_t 0.003] [optim_t 1.420] [lr 0.000500] +2024-04-01 21:33:33,991 - ==> Total time: 2 days, 21:28:14 Eta: 13:25:47 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:33:54,147 - Train: 83.81% [189400/226000] [838.1/1000.0] [batch_t 1.427 (1.475)] [data_t 0.002] [optim_t 1.424] [lr 0.000500] +2024-04-01 21:36:17,117 - Train: 83.85% [189500/226000] [838.5/1000.0] [batch_t 1.438 (1.430)] [data_t 0.002] [optim_t 1.436] [lr 0.000500] +2024-04-01 21:38:40,043 - Train: 83.89% [189600/226000] [838.9/1000.0] [batch_t 1.402 (1.429)] [data_t 0.003] [optim_t 1.399] [lr 0.000500] +2024-04-01 21:39:00,100 - ==> Total time: 2 days, 21:33:40 Eta: 13:20:54 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:41:05,831 - Train: 83.94% [189700/226000] [839.4/1000.0] [batch_t 1.423 (1.437)] [data_t 0.002] [optim_t 1.420] [lr 0.000500] +2024-04-01 21:43:28,678 - Train: 83.98% [189800/226000] [839.8/1000.0] [batch_t 1.419 (1.428)] [data_t 0.003] [optim_t 1.417] [lr 0.000500] +2024-04-01 21:44:25,806 - ==> Total time: 2 days, 21:39:05 Eta: 13:16:01 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:45:54,151 - Train: 84.03% [189900/226000] [840.3/1000.0] [batch_t 1.421 (1.435)] [data_t 0.003] [optim_t 1.419] [lr 0.000500] +2024-04-01 21:48:17,078 - Train: 84.07% [190000/226000] [840.7/1000.0] [batch_t 1.426 (1.429)] [data_t 0.003] [optim_t 1.424] [lr 0.000500] +2024-04-01 21:49:51,325 - ==> Total time: 2 days, 21:44:31 Eta: 13:11:07 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:50:43,368 - Train: 84.12% [190100/226000] [841.2/1000.0] [batch_t 1.422 (1.444)] [data_t 0.002] [optim_t 1.420] [lr 0.000500] +2024-04-01 21:53:06,227 - Train: 84.16% [190200/226000] [841.6/1000.0] [batch_t 1.422 (1.428)] [data_t 0.002] [optim_t 1.420] [lr 0.000500] +2024-04-01 21:55:19,218 - ==> Total time: 2 days, 21:49:59 Eta: 13:06:14 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 21:55:33,736 - Train: 84.20% [190300/226000] [842.0/1000.0] [batch_t 1.462 (1.540)] [data_t 0.003] [optim_t 1.459] [lr 0.000500] +2024-04-01 21:57:59,063 - Train: 84.25% [190400/226000] [842.5/1000.0] [batch_t 1.457 (1.453)] [data_t 0.003] [optim_t 1.453] [lr 0.000500] +2024-04-01 22:00:24,355 - Train: 84.29% [190500/226000] [842.9/1000.0] [batch_t 1.444 (1.453)] [data_t 0.003] [optim_t 1.441] [lr 0.000500] +2024-04-01 22:00:50,485 - ==> Total time: 2 days, 21:55:30 Eta: 13:01:22 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 22:02:50,246 - Train: 84.34% [190600/226000] [843.4/1000.0] [batch_t 1.423 (1.436)] [data_t 0.002] [optim_t 1.421] [lr 0.000500] +2024-04-01 22:05:13,269 - Train: 84.38% [190700/226000] [843.8/1000.0] [batch_t 1.433 (1.430)] [data_t 0.003] [optim_t 1.430] [lr 0.000500] +2024-04-01 22:06:16,153 - ==> Total time: 2 days, 22:00:56 Eta: 12:56:28 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 22:07:39,095 - Train: 84.42% [190800/226000] [844.2/1000.0] [batch_t 1.423 (1.441)] [data_t 0.003] [optim_t 1.420] [lr 0.000500] +2024-04-01 22:10:02,022 - Train: 84.47% [190900/226000] [844.7/1000.0] [batch_t 1.436 (1.429)] [data_t 0.003] [optim_t 1.433] [lr 0.000500] +2024-04-01 22:11:42,001 - ==> Total time: 2 days, 22:06:22 Eta: 12:51:34 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 22:12:27,837 - Train: 84.51% [191000/226000] [845.1/1000.0] [batch_t 1.418 (1.452)] [data_t 0.003] [optim_t 1.415] [lr 0.000500] +2024-04-01 22:14:50,823 - Train: 84.56% [191100/226000] [845.6/1000.0] [batch_t 1.391 (1.430)] [data_t 0.003] [optim_t 1.388] [lr 0.000500] +2024-04-01 22:17:07,986 - ==> Total time: 2 days, 22:11:48 Eta: 12:46:41 Logged in 'runs/MAMBAADTrainer_configs_mambaad_mambaad_mvtec_nhcs57c1_20240330-000519' +2024-04-01 22:17:16,742 - Train: 84.60% [191200/226000] [846.0/1000.0] [batch_t 1.442 (1.608)] [data_t 0.003] [optim_t 1.438] [lr 0.000500]