commit aa91a67fb834b7b90bf63f7d09225eb97f0684d8 Author: yin-kangning <747919591@qq.com> Date: Fri Jun 21 10:34:43 2024 +0800 first commit diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..dfe0770 --- /dev/null +++ b/.gitattributes @@ -0,0 +1,2 @@ +# Auto detect text files and perform LF normalization +* text=auto diff --git a/.log b/.log new file mode 100644 index 0000000..47fcebf --- /dev/null +++ b/.log @@ -0,0 +1,1034 @@ +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/cds/brain-tumor_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) + + "model_name" : "vision_transformer", + + "no_models" : 10, + + "dp" : false, + + "global_epochs" : 100, + + "local_epochs" : 3, + + "k" : 3, + + "batch_size" : 32, + + "lr" : 0.001, + + "momentum" : 0.0001, + + "C" : 1000, + + "lambda" : 0.1 +} +[133 125 171 142] +[137 135 155 144] +[148 128 166 129] +[123 133 166 149] +[124 144 154 149] +[122 140 165 144] +[131 140 162 138] +[134 148 146 143] +[139 121 161 150] +[130 125 148 168] + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, Accuracy: 35.32%, Loss: 1.36, Average Precision: 47.36%, Average Recall: 36.37%, Average F1-Score: 30.84% +Epoch 0 done. +Epoch 1 done. +Epoch 2 doEpoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, Accuracy: 75.90%, Loss: 0.66, Average Precision: 76.84%, Average Recall: 74.76%, Average F1-Score: 75.27% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, Accuracy: 81.39%, Loss: 0.54, Average Precision: 81.34%, Average Recall: 80.39%, Average F1-Score: 80.66% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, Accuracy: 83.30%, Loss: 0.47, Average Precision: 83.21%, Average Recall: 82.34%, Average F1-Score: 82.55% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, Accuracy: 84.29%, Loss: 0.43, Average Precision: 83.95%, Average Recall: 83.38%, Average F1-Score: 83.52% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, Accuracy: 84.97%, Loss: 0.40, Average Precision: 84.64%, Average Recall: 84.11%, Average F1-Score: 84.23% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, Accuracy: 85.43%, Loss: 0.38, Average Precision: 85.03%, Average Recall: 84.59%, Average F1-Score: 84.66% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, Accuracy: 86.35%, Loss: 0.35, Average Precision: 86.12%, Average Recall: 85.55%, Average F1-Score: 85.66% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, Accuracy: 87.26%, Loss: 0.34, Average Precision: 87.17%, Average Recall: 86.56%, Average F1-Score: 86.68% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, Accuracy: 87.80%, Loss: 0.32, Average Precision: 87.72%, Average Recall: 87.10%, Average F1-Score: 87.22% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, Accuracy: 88.48%, Loss: 0.31, Average Precision: 88.20%, Average Recall: 87.85%, Average F1-Score: 87.91% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, Accuracy: 89.40%, Loss: 0.29, Average Precision: 89.37%, Average Recall: 88.78%, Average F1-Score: 88.91% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, Accuracy: 90.08%, Loss: 0.28, Average Precision: 90.09%, Average Recall: 89.47%, Average F1-Score: 89.60% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, Accuracy: 90.54%, Loss: 0.27, Average Precision: 90.44%, Average Recall: 89.94%, Average F1-Score: 90.07% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, Accuracy: 90.54%, Loss: 0.26, Average Precision: 90.40%, Average Recall: 89.94%, Average F1-Score: 90.04% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, Accuracy: 91.15%, Loss: 0.25, Average Precision: 91.12%, Average Recall: 90.60%, Average F1-Score: 90.72% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, Accuracy: 91.46%, Loss: 0.24, Average Precision: 91.26%, Average Recall: 90.94%, Average F1-Score: 91.02% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, Accuracy: 91.38%, Loss: 0.24, Average Precision: 91.25%, Average Recall: 90.85%, Average F1-Score: 90.94% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, Accuracy: 91.53%, Loss: 0.23, Average Precision: 91.39%, Average Recall: 91.01%, Average F1-Score: 91.08% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, Accuracy: 91.99%, Loss: 0.23, Average Precision: 91.95%, Average Recall: 91.50%, Average F1-Score: 91.58% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, Accuracy: 92.07%, Loss: 0.22, Average Precision: 92.00%, Average Recall: 91.59%, Average F1-Score: 91.67% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, Accuracy: 92.45%, Loss: 0.21, Average Precision: 92.29%, Average Recall: 92.01%, Average F1-Score: 92.08% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, Accuracy: 92.45%, Loss: 0.21, Average Precision: 92.35%, Average Recall: 92.01%, Average F1-Score: 92.08% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, Accuracy: 92.75%, Loss: 0.20, Average Precision: 92.68%, Average Recall: 92.33%, Average F1-Score: 92.42% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, Accuracy: 92.83%, Loss: 0.20, Average Precision: 92.75%, Average Recall: 92.42%, Average F1-Score: 92.50% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, Accuracy: 93.21%, Loss: 0.20, Average Precision: 93.15%, Average Recall: 92.83%, Average F1-Score: 92.90% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, Accuracy: 92.83%, Loss: 0.19, Average Precision: 92.80%, Average Recall: 92.41%, Average F1-Score: 92.48% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, Accuracy: 93.29%, Loss: 0.19, Average Precision: 93.25%, Average Recall: 92.91%, Average F1-Score: 92.95% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, Accuracy: 93.29%, Loss: 0.18, Average Precision: 93.22%, Average Recall: 92.89%, Average F1-Score: 92.93% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, Accuracy: 93.36%, Loss: 0.18, Average Precision: 93.32%, Average Recall: 92.97%, Average F1-Score: 93.02% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, Accuracy: 93.67%, Loss: 0.17, Average Precision: 93.64%, Average Recall: 93.30%, Average F1-Score: 93.36% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, Accuracy: 93.82%, Loss: 0.17, Average Precision: 93.76%, Average Recall: 93.47%, Average F1-Score: 93.52% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, Accuracy: 93.82%, Loss: 0.17, Average Precision: 93.80%, Average Recall: 93.47%, Average F1-Score: 93.53% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, Accuracy: 94.05%, Loss: 0.16, Average Precision: 94.01%, Average Recall: 93.71%, Average F1-Score: 93.76% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, Accuracy: 94.13%, Loss: 0.15, Average Precision: 94.04%, Average Recall: 93.80%, Average F1-Score: 93.84% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, Accuracy: 94.51%, Loss: 0.15, Average Precision: 94.45%, Average Recall: 94.21%, Average F1-Score: 94.25% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, Accuracy: 94.51%, Loss: 0.15, Average Precision: 94.45%, Average Recall: 94.21%, Average F1-Score: 94.25% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, Accuracy: 94.66%, Loss: 0.15, Average Precision: 94.61%, Average Recall: 94.36%, Average F1-Score: 94.41% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, Accuracy: 94.81%, Loss: 0.15, Average Precision: 94.72%, Average Recall: 94.48%, Average F1-Score: 94.53% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, Accuracy: 94.81%, Loss: 0.15, Average Precision: 94.77%, Average Recall: 94.52%, Average F1-Score: 94.56% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, Accuracy: 94.89%, Loss: 0.14, Average Precision: 94.81%, Average Recall: 94.61%, Average F1-Score: 94.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, Accuracy: 95.19%, Loss: 0.14, Average Precision: 95.10%, Average Recall: 94.90%, Average F1-Score: 94.94% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, Accuracy: 95.27%, Loss: 0.13, Average Precision: 95.15%, Average Recall: 94.98%, Average F1-Score: 95.01% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, Accuracy: 95.12%, Loss: 0.13, Average Precision: 94.98%, Average Recall: 94.81%, Average F1-Score: 94.85% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, Accuracy: 95.19%, Loss: 0.13, Average Precision: 95.07%, Average Recall: 94.90%, Average F1-Score: 94.93% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, Accuracy: 95.12%, Loss: 0.13, Average Precision: 95.00%, Average Recall: 94.81%, Average F1-Score: 94.85% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, Accuracy: 95.19%, Loss: 0.13, Average Precision: 95.09%, Average Recall: 94.89%, Average F1-Score: 94.93% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, Accuracy: 95.50%, Loss: 0.13, Average Precision: 95.40%, Average Recall: 95.22%, Average F1-Score: 95.26% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, Accuracy: 95.50%, Loss: 0.13, Average Precision: 95.40%, Average Recall: 95.22%, Average F1-Score: 95.26% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, Accuracy: 95.42%, Loss: 0.13, Average Precision: 95.37%, Average Recall: 95.14%, Average F1-Score: 95.18% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, Accuracy: 95.58%, Loss: 0.13, Average Precision: 95.55%, Average Recall: 95.30%, Average F1-Score: 95.34% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, Accuracy: 95.42%, Loss: 0.13, Average Precision: 95.38%, Average Recall: 95.14%, Average F1-Score: 95.17% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, Accuracy: 95.58%, Loss: 0.13, Average Precision: 95.57%, Average Recall: 95.30%, Average F1-Score: 95.34% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, Accuracy: 95.58%, Loss: 0.12, Average Precision: 95.59%, Average Recall: 95.30%, Average F1-Score: 95.34% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, Accuracy: 95.73%, Loss: 0.12, Average Precision: 95.74%, Average Recall: 95.44%, Average F1-Score: 95.49% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, Accuracy: 95.88%, Loss: 0.12, Average Precision: 95.91%, Average Recall: 95.61%, Average F1-Score: 95.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, Accuracy: 96.11%, Loss: 0.12, Average Precision: 96.14%, Average Recall: 95.84%, Average F1-Score: 95.89% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, Accuracy: 96.03%, Loss: 0.12, Average Precision: 96.07%, Average Recall: 95.77%, Average F1-Score: 95.80% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, Accuracy: 96.19%, Loss: 0.11, Average Precision: 96.18%, Average Recall: 95.92%, Average F1-Score: 95.95% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, Accuracy: 96.19%, Loss: 0.11, Average Precision: 96.18%, Average Recall: 95.92%, Average F1-Score: 95.95% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, Accuracy: 96.19%, Loss: 0.11, Average Precision: 96.12%, Average Recall: 95.90%, Average F1-Score: 95.94% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, Accuracy: 96.34%, Loss: 0.11, Average Precision: 96.27%, Average Recall: 96.07%, Average F1-Score: 96.11% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, Accuracy: 96.57%, Loss: 0.11, Average Precision: 96.50%, Average Recall: 96.31%, Average F1-Score: 96.35% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, Accuracy: 96.41%, Loss: 0.11, Average Precision: 96.41%, Average Recall: 96.14%, Average F1-Score: 96.18% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, Accuracy: 96.34%, Loss: 0.11, Average Precision: 96.29%, Average Recall: 96.06%, Average F1-Score: 96.09% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, Accuracy: 96.41%, Loss: 0.11, Average Precision: 96.34%, Average Recall: 96.15%, Average F1-Score: 96.17% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.51%, Average Recall: 96.31%, Average F1-Score: 96.34% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, Accuracy: 96.49%, Loss: 0.11, Average Precision: 96.41%, Average Recall: 96.23%, Average F1-Score: 96.27% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.49%, Average Recall: 96.31%, Average F1-Score: 96.35% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.46%, Average Recall: 96.31%, Average F1-Score: 96.34% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.46%, Average Recall: 96.31%, Average F1-Score: 96.34% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, Accuracy: 96.49%, Loss: 0.10, Average Precision: 96.36%, Average Recall: 96.23%, Average F1-Score: 96.26% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, Accuracy: 96.57%, Loss: 0.10, Average Precision: 96.45%, Average Recall: 96.31%, Average F1-Score: 96.34% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.60%, Average Recall: 96.48%, Average F1-Score: 96.50% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.69%, Average Recall: 96.54%, Average F1-Score: 96.57% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.66% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.62%, Average Recall: 96.48%, Average F1-Score: 96.50% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.62%, Average Recall: 96.46%, Average F1-Score: 96.49% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, Accuracy: 96.72%, Loss: 0.10, Average Precision: 96.60%, Average Recall: 96.46%, Average F1-Score: 96.49% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.69%, Average Recall: 96.54%, Average F1-Score: 96.57% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.66% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.66% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.68%, Average Recall: 96.54%, Average F1-Score: 96.56% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.68%, Average Recall: 96.54%, Average F1-Score: 96.56% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, Accuracy: 96.87%, Loss: 0.09, Average Precision: 96.76%, Average Recall: 96.62%, Average F1-Score: 96.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.68%, Average Recall: 96.54%, Average F1-Score: 96.56% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, Accuracy: 96.80%, Loss: 0.10, Average Precision: 96.71%, Average Recall: 96.54%, Average F1-Score: 96.56% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, Accuracy: 96.87%, Loss: 0.10, Average Precision: 96.77%, Average Recall: 96.62%, Average F1-Score: 96.65% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, Accuracy: 96.95%, Loss: 0.10, Average Precision: 96.86%, Average Recall: 96.70%, Average F1-Score: 96.72% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, Accuracy: 96.95%, Loss: 0.10, Average Precision: 96.87%, Average Recall: 96.70%, Average F1-Score: 96.73% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, Accuracy: 97.03%, Loss: 0.09, Average Precision: 96.96%, Average Recall: 96.79%, Average F1-Score: 96.82% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, Accuracy: 96.87%, Loss: 0.09, Average Precision: 96.73%, Average Recall: 96.60%, Average F1-Score: 96.63% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, Accuracy: 96.95%, Loss: 0.09, Average Precision: 96.82%, Average Recall: 96.71%, Average F1-Score: 96.72% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, Accuracy: 96.95%, Loss: 0.09, Average Precision: 96.81%, Average Recall: 96.71%, Average F1-Score: 96.72% +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, Accuracy: 96.95%, Loss: 0.09, Average Precision: 96.83%, Average Recall: 96.71%, Average F1-Score: 96.72% diff --git a/README.md b/README.md new file mode 100644 index 0000000..a19d164 --- /dev/null +++ b/README.md @@ -0,0 +1,20 @@ + + +## 代码运行 + +在本目录下，在命令行中执行下面的命令： + +``` +python main.py -c ./utils/conf.json +``` + + + + + +- 联邦训练配置：一共10台客户端设备（no\_models=10），每一轮任意挑选其中的5台参与训练（k=5）， 每一次本地训练迭代次数为3次（local\_epochs=3），全局迭代次数为20次（global\_epochs=20）。 + +- 集中式训练配置：我们不需要单独编写集中式训练代码，只需要修改联邦学习配置既可使其等价于集中式训练。具体来说，我们将客户端设备no\_models和每一轮挑选的参与训练设备数k都设为1即可。这样只有1台设备参与的联邦训练等价于集中式训练。其余参数配置信息与联邦学习训练一致。图中我们将局部迭代次数分别设置了1，2，3来进行比较。 + + + diff --git a/acc.png b/acc.png new file mode 100644 index 0000000..464435b Binary files /dev/null and b/acc.png differ diff --git a/cbam.py b/cbam.py new file mode 100644 index 0000000..1234358 --- /dev/null +++ b/cbam.py @@ -0,0 +1,108 @@ +'''Convolutional Block Attention Module (CBAM) +''' + +import torch +import torch.nn as nn +from torch.nn.modules import pooling +from torch.nn.modules.flatten import Flatten + + + +class Channel_Attention(nn.Module): + '''Channel Attention in CBAM. + ''' + + def __init__(self, channel_in, reduction_ratio=16, pool_types=['avg', 'max']): + '''Param init and architecture building. + ''' + + super(Channel_Attention, self).__init__() + self.pool_types = pool_types + + self.shared_mlp = nn.Sequential( + nn.Flatten(), + nn.Linear(in_features=channel_in, out_features=channel_in//reduction_ratio), + nn.ReLU(inplace=True), + nn.Linear(in_features=channel_in//reduction_ratio, out_features=channel_in) + ) + + + def forward(self, x): + '''Forward Propagation. + ''' + + channel_attentions = [] + + for pool_types in self.pool_types: + if pool_types == 'avg': + pool_init = nn.AvgPool2d(kernel_size=(x.size(2), x.size(3)), stride=(x.size(2), x.size(3))) + avg_pool = pool_init(x) + channel_attentions.append(self.shared_mlp(avg_pool)) + elif pool_types == 'max': + pool_init = nn.MaxPool2d(kernel_size=(x.size(2), x.size(3)), stride=(x.size(2), x.size(3))) + max_pool = pool_init(x) + channel_attentions.append(self.shared_mlp(max_pool)) + + pooling_sums = torch.stack(channel_attentions, dim=0).sum(dim=0) + scaled = nn.Sigmoid()(pooling_sums).unsqueeze(2).unsqueeze(3).expand_as(x) + + return x * scaled #return the element-wise multiplication between the input and the result. + + +class ChannelPool(nn.Module): + '''Merge all the channels in a feature map into two separate channels where the first channel is produced by taking the max values from all channels, while the + second one is produced by taking the mean from every channel. + ''' + def forward(self, x): + return torch.cat((torch.max(x, 1)[0].unsqueeze(1), torch.mean(x, 1).unsqueeze(1)), dim=1) + + +class Spatial_Attention(nn.Module): + '''Spatial Attention in CBAM. + ''' + + def __init__(self, kernel_size=7): + '''Spatial Attention Architecture. + ''' + + super(Spatial_Attention, self).__init__() + + self.compress = ChannelPool() + self.spatial_attention = nn.Sequential( + nn.Conv2d(in_channels=2, out_channels=1, kernel_size=kernel_size, stride=1, dilation=1, padding=(kernel_size-1)//2, bias=False), + nn.BatchNorm2d(num_features=1, eps=1e-5, momentum=0.01, affine=True) + ) + + + def forward(self, x): + '''Forward Propagation. + ''' + x_compress = self.compress(x) + x_output = self.spatial_attention(x_compress) + scaled = nn.Sigmoid()(x_output) + return x * scaled + + +class CBAM(nn.Module): + '''CBAM architecture. + ''' + def __init__(self, channel_in, reduction_ratio=16, pool_types=['avg', 'max'], spatial=True): + '''Param init and arch build. + ''' + super(CBAM, self).__init__() + self.spatial = spatial + + self.channel_attention = Channel_Attention(channel_in=channel_in, reduction_ratio=reduction_ratio, pool_types=pool_types) + + if self.spatial: + self.spatial_attention = Spatial_Attention(kernel_size=7) + + + def forward(self, x): + '''Forward Propagation. + ''' + x_out = self.channel_attention(x) + if self.spatial: + x_out = self.spatial_attention(x_out) + + return x_out diff --git a/client.py b/client.py new file mode 100644 index 0000000..4bf06c8 --- /dev/null +++ b/client.py @@ -0,0 +1,72 @@ +import numpy as np +import models, torch, copy +class Client(object): + + def __init__(self, conf, model, train_dataset, id = -1): + + self.conf = conf + #训练模型 + self.local_model = models.get_model(self.conf["model_name"]) + + self.client_id = id + + self.train_dataset = train_dataset + + all_range = list(range(len(self.train_dataset))) + + data_len = int(len(self.train_dataset) / self.conf['no_models']) + #print(data_len) + train_indices = all_range[id * data_len: (id + 1) * data_len] + + self.train_loader = torch.utils.data.DataLoader(self.train_dataset, batch_size=conf["batch_size"], + sampler=torch.utils.data.sampler.SubsetRandomSampler(train_indices)) + + + def local_train(self, model): + + for name, param in model.state_dict().items(): + self.local_model.state_dict()[name].copy_(param.clone()) + + #print(id(model)) + optimizer = torch.optim.SGD(self.local_model.parameters(), lr=self.conf['lr'], + momentum=self.conf['momentum']) + #print(id(self.local_model)) + self.local_model.train() + for e in range(self.conf["local_epochs"]): + + for batch_id, batch in enumerate(self.train_loader): + data, target = batch + + if torch.cuda.is_available(): + data = data.cuda() + target = target.cuda() + + optimizer.zero_grad() + output = self.local_model(data) + # print(type(output)) + + # target=np.array(target).astype(int) + # target=torch.from_numpy(target) + + loss = torch.nn.functional.cross_entropy(output, target) + loss.backward() + + optimizer.step() + + if self.conf["dp"]: + model_norm = models.model_norm(model, self.local_model) + + norm_scale = min(1, self.conf['C'] / (model_norm)) + #print(model_norm, norm_scale) + for name, layer in self.local_model.named_parameters(): + clipped_difference = norm_scale * (layer.data - model.state_dict()[name]) + layer.data.copy_(model.state_dict()[name] + clipped_difference) + + print("Epoch %d done." % e) + diff = dict() + for name, data in self.local_model.state_dict().items(): + diff[name] = (data - model.state_dict()[name]) + #print(diff[name]) + + return diff + \ No newline at end of file diff --git a/client1.py b/client1.py new file mode 100644 index 0000000..e73fdc2 --- /dev/null +++ b/client1.py @@ -0,0 +1,77 @@ + +import models, torch, copy +class Client(object): + + def __init__(self, conf, model, train_dataset, id = -1): + + self.conf = conf + + self.local_model = models.get_model(self.conf["model_name"]) + + self.client_id = id + + self.train_dataset = train_dataset + + all_range = list(range(len(self.train_dataset))) + data_len = int(len(self.train_dataset) / self.conf['no_models']) + train_indices = all_range[id * data_len: (id + 1) * data_len] + + self.train_loader = torch.utils.data.DataLoader(self.train_dataset, batch_size=conf["batch_size"], + sampler=torch.utils.data.sampler.SubsetRandomSampler(train_indices)) + + + def local_train(self, model): + + for name, param in model.state_dict().items(): + self.local_model.state_dict()[name].copy_(param.clone()) + + #print("\n\nlocal model train ... ... ") + #for name, layer in self.local_model.named_parameters(): + # print(name, "->", torch.mean(layer.data)) + + #print("\n\n") + optimizer = torch.optim.SGD(self.local_model.parameters(), lr=self.conf['lr'], + momentum=self.conf['momentum']) + + + self.local_model.train() + for e in range(self.conf["local_epochs"]): + + for batch_id, batch in enumerate(self.train_loader): + data, target = batch + #for name, layer in self.local_model.named_parameters(): + # print(torch.mean(self.local_model.state_dict()[name].data)) + #print("\n\n") + if torch.cuda.is_available(): + data = data.cuda() + target = target.cuda() + + optimizer.zero_grad() + output = self.local_model(data) + loss = torch.nn.functional.cross_entropy(output, target) + loss.backward() + + optimizer.step() + + #for name, layer in self.local_model.named_parameters(): + # print(torch.mean(self.local_model.state_dict()[name].data)) + #print("\n\n") + if self.conf["dp"]: + model_norm = models.model_norm(model, self.local_model) + + norm_scale = min(1, self.conf['C'] / (model_norm)) + #print(model_norm, norm_scale) + for name, layer in self.local_model.named_parameters(): + clipped_difference = norm_scale * (layer.data - model.state_dict()[name]) + layer.data.copy_(model.state_dict()[name] + clipped_difference) + + print("Epoch %d done." % e) + diff = dict() + for name, data in self.local_model.state_dict().items(): + diff[name] = (data - model.state_dict()[name]) + + #print("\n\nfinishing local model training ... ... ") + #for name, layer in self.local_model.named_parameters(): + # print(name, "->", torch.mean(layer.data)) + return diff + \ No newline at end of file diff --git a/coatnet.py b/coatnet.py new file mode 100644 index 0000000..f30377d --- /dev/null +++ b/coatnet.py @@ -0,0 +1,298 @@ +import torch +import torch.nn as nn + +from einops import rearrange +from einops.layers.torch import Rearrange + + +def conv_3x3_bn(inp, oup, image_size, downsample=False): + stride = 1 if downsample == False else 2 + return nn.Sequential( + nn.Conv2d(inp, oup, 3, stride, 1, bias=False), + nn.BatchNorm2d(oup), + nn.GELU() + ) + + +class PreNorm(nn.Module): + def __init__(self, dim, fn, norm): + super().__init__() + self.norm = norm(dim) + self.fn = fn + + def forward(self, x, **kwargs): + return self.fn(self.norm(x), **kwargs) + + +class SE(nn.Module): + def __init__(self, inp, oup, expansion=0.25): + super().__init__() + self.avg_pool = nn.AdaptiveAvgPool2d(1) + self.fc = nn.Sequential( + nn.Linear(oup, int(inp * expansion), bias=False), + nn.GELU(), + nn.Linear(int(inp * expansion), oup, bias=False), + nn.Sigmoid() + ) + + def forward(self, x): + b, c, _, _ = x.size() + y = self.avg_pool(x).view(b, c) + y = self.fc(y).view(b, c, 1, 1) + return x * y + + +class FeedForward(nn.Module): + def __init__(self, dim, hidden_dim, dropout=0.): + super().__init__() + self.net = nn.Sequential( + nn.Linear(dim, hidden_dim), + nn.GELU(), + nn.Dropout(dropout), + nn.Linear(hidden_dim, dim), + nn.Dropout(dropout) + ) + + def forward(self, x): + return self.net(x) + + +class MBConv(nn.Module): + def __init__(self, inp, oup, image_size, downsample=False, expansion=4): + super().__init__() + self.downsample = downsample + stride = 1 if self.downsample == False else 2 + hidden_dim = int(inp * expansion) + + if self.downsample: + self.pool = nn.MaxPool2d(3, 2, 1) + self.proj = nn.Conv2d(inp, oup, 1, 1, 0, bias=False) + + if expansion == 1: + self.conv = nn.Sequential( + # dw + nn.Conv2d(hidden_dim, hidden_dim, 3, stride, + 1, groups=hidden_dim, bias=False), + nn.BatchNorm2d(hidden_dim), + nn.GELU(), + # pw-linear + nn.Conv2d(hidden_dim, oup, 1, 1, 0, bias=False), + nn.BatchNorm2d(oup), + ) + else: + self.conv = nn.Sequential( + # pw + # down-sample in the first conv + nn.Conv2d(inp, hidden_dim, 1, stride, 0, bias=False), + nn.BatchNorm2d(hidden_dim), + nn.GELU(), + # dw + nn.Conv2d(hidden_dim, hidden_dim, 3, 1, 1, + groups=hidden_dim, bias=False), + nn.BatchNorm2d(hidden_dim), + nn.GELU(), + SE(inp, hidden_dim), + # pw-linear + nn.Conv2d(hidden_dim, oup, 1, 1, 0, bias=False), + nn.BatchNorm2d(oup), + ) + + self.conv = PreNorm(inp, self.conv, nn.BatchNorm2d) + + def forward(self, x): + if self.downsample: + return self.proj(self.pool(x)) + self.conv(x) + else: + return x + self.conv(x) + + +class Attention(nn.Module): + def __init__(self, inp, oup, image_size, heads=8, dim_head=32, dropout=0.): + super().__init__() + inner_dim = dim_head * heads + project_out = not (heads == 1 and dim_head == inp) + + self.ih, self.iw = image_size + + self.heads = heads + self.scale = dim_head ** -0.5 + + # parameter table of relative position bias + self.relative_bias_table = nn.Parameter( + torch.zeros((2 * self.ih - 1) * (2 * self.iw - 1), heads)) + + coords = torch.meshgrid((torch.arange(self.ih), torch.arange(self.iw))) + coords = torch.flatten(torch.stack(coords), 1) + relative_coords = coords[:, :, None] - coords[:, None, :] + + relative_coords[0] += self.ih - 1 + relative_coords[1] += self.iw - 1 + relative_coords[0] *= 2 * self.iw - 1 + relative_coords = rearrange(relative_coords, 'c h w -> h w c') + relative_index = relative_coords.sum(-1).flatten().unsqueeze(1) + self.register_buffer("relative_index", relative_index) + + self.attend = nn.Softmax(dim=-1) + self.to_qkv = nn.Linear(inp, inner_dim * 3, bias=False) + + self.to_out = nn.Sequential( + nn.Linear(inner_dim, oup), + nn.Dropout(dropout) + ) if project_out else nn.Identity() + + def forward(self, x): + qkv = self.to_qkv(x).chunk(3, dim=-1) + q, k, v = map(lambda t: rearrange( + t, 'b n (h d) -> b h n d', h=self.heads), qkv) + + dots = torch.matmul(q, k.transpose(-1, -2)) * self.scale + + # Use "gather" for more efficiency on GPUs + relative_bias = self.relative_bias_table.gather( + 0, self.relative_index.repeat(1, self.heads)) + relative_bias = rearrange( + relative_bias, '(h w) c -> 1 c h w', h=self.ih*self.iw, w=self.ih*self.iw) + #print(dots.shape,relative_bias.shape) + dots = dots + relative_bias + + attn = self.attend(dots) + out = torch.matmul(attn, v) + out = rearrange(out, 'b h n d -> b n (h d)') + out = self.to_out(out) + return out + + +class Transformer(nn.Module): + def __init__(self, inp, oup, image_size, heads=8, dim_head=32, downsample=False, dropout=0.): + super().__init__() + hidden_dim = int(inp * 4) + + self.ih, self.iw = image_size + self.downsample = downsample + + if self.downsample: + self.pool1 = nn.MaxPool2d(3, 2, 1) + self.pool2 = nn.MaxPool2d(3, 2, 1) + self.proj = nn.Conv2d(inp, oup, 1, 1, 0, bias=False) + + self.attn = Attention(inp, oup, image_size, heads, dim_head, dropout) + self.ff = FeedForward(oup, hidden_dim, dropout) + + self.attn = nn.Sequential( + Rearrange('b c ih iw -> b (ih iw) c'), + PreNorm(inp, self.attn, nn.LayerNorm), + Rearrange('b (ih iw) c -> b c ih iw', ih=self.ih, iw=self.iw) + ) + + self.ff = nn.Sequential( + Rearrange('b c ih iw -> b (ih iw) c'), + PreNorm(oup, self.ff, nn.LayerNorm), + Rearrange('b (ih iw) c -> b c ih iw', ih=self.ih, iw=self.iw) + ) + + def forward(self, x): + if self.downsample: + x = self.proj(self.pool1(x)) + self.attn(self.pool2(x)) + else: + x = x + self.attn(x) + x = x + self.ff(x) + return x + + +class CoAtNet(nn.Module): + def __init__(self, image_size, in_channels, num_blocks, channels, num_classes=1000, block_types=['C', 'C', 'T', 'T']): + super().__init__() + ih, iw = image_size + block = {'C': MBConv, 'T': Transformer} + + self.s0 = self._make_layer( + conv_3x3_bn, in_channels, channels[0], num_blocks[0], (ih // 2, iw // 2)) + self.s1 = self._make_layer( + block[block_types[0]], channels[0], channels[1], num_blocks[1], (ih // 4, iw // 4)) + self.s2 = self._make_layer( + block[block_types[1]], channels[1], channels[2], num_blocks[2], (ih // 8, iw // 8)) + self.s3 = self._make_layer( + block[block_types[2]], channels[2], channels[3], num_blocks[3], (ih // 16, iw // 16)) + self.s4 = self._make_layer( + block[block_types[3]], channels[3], channels[4], num_blocks[4], (ih // 32, iw // 32)) + + self.pool = nn.AvgPool2d(ih // 32, 1) + self.fc = nn.Linear(channels[-1], num_classes, bias=False) + + def forward(self, x): + x = self.s0(x) + x = self.s1(x) + x = self.s2(x) + x = self.s3(x) + x = self.s4(x) + + x = self.pool(x).view(-1, x.shape[1]) + x = self.fc(x) + return x + + def _make_layer(self, block, inp, oup, depth, image_size): + layers = nn.ModuleList([]) + for i in range(depth): + if i == 0: + layers.append(block(inp, oup, image_size, downsample=True)) + else: + layers.append(block(oup, oup, image_size)) + return nn.Sequential(*layers) + + +def coatnet_0(): + num_blocks = [2, 2, 3, 5, 2] # L + channels = [64, 96, 192, 384, 768] # D + return CoAtNet((224, 224), 3, num_blocks, channels, num_classes=1000) + + +def coatnet_1(): + num_blocks = [2, 2, 6, 14, 2] # L + channels = [64, 96, 192, 384, 768] # D + return CoAtNet((224, 224), 3, num_blocks, channels, num_classes=1000) + + +def coatnet_2(): + num_blocks = [2, 2, 6, 14, 2] # L + channels = [128, 128, 256, 512, 1026] # D + return CoAtNet((224, 224), 3, num_blocks, channels, num_classes=1000) + + +def coatnet_3(): + num_blocks = [2, 2, 6, 14, 2] # L + channels = [192, 192, 384, 768, 1536] # D + return CoAtNet((224, 224), 3, num_blocks, channels, num_classes=1000) + + +def coatnet_4(): + num_blocks = [2, 2, 12, 28, 2] # L + channels = [192, 192, 384, 768, 1536] # D + return CoAtNet((224, 224), 3, num_blocks, channels, num_classes=1000) + + +def count_parameters(model): + return sum(p.numel() for p in model.parameters() if p.requires_grad) + + +if __name__ == '__main__': + img = torch.randn(1, 3, 224, 224) + + net = coatnet_0() + out = net(img) + print(out.shape, count_parameters(net)) + + net = coatnet_1() + out = net(img) + print(out.shape, count_parameters(net)) + + net = coatnet_2() + out = net(img) + print(out.shape, count_parameters(net)) + + net = coatnet_3() + out = net(img) + print(out.shape, count_parameters(net)) + + net = coatnet_4() + out = net(img) + print(out.shape, count_parameters(net)) diff --git a/coordatt.py b/coordatt.py new file mode 100644 index 0000000..e1424f8 --- /dev/null +++ b/coordatt.py @@ -0,0 +1,58 @@ +import torch +import torch.nn as nn +import math +import torch.nn.functional as F + +class h_sigmoid(nn.Module): + def __init__(self, inplace=True): + super(h_sigmoid, self).__init__() + self.relu = nn.ReLU6(inplace=inplace) + + def forward(self, x): + return self.relu(x + 3) / 6 + +class h_swish(nn.Module): + def __init__(self, inplace=True): + super(h_swish, self).__init__() + self.sigmoid = h_sigmoid(inplace=inplace) + + def forward(self, x): + return x * self.sigmoid(x) + +class CoordAtt(nn.Module): + def __init__(self, inp, oup, reduction=32): + super(CoordAtt, self).__init__() + self.pool_h = nn.AdaptiveAvgPool2d((None, 1)) + self.pool_w = nn.AdaptiveAvgPool2d((1, None)) + + mip = max(8, inp // reduction) + + self.conv1 = nn.Conv2d(inp, mip, kernel_size=1, stride=1, padding=0) + self.bn1 = nn.BatchNorm2d(mip) + self.act = h_swish() + + self.conv_h = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0) + self.conv_w = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0) + + + def forward(self, x): + identity = x + + n,c,h,w = x.size() + x_h = self.pool_h(x) + x_w = self.pool_w(x).permute(0, 1, 3, 2) + + y = torch.cat([x_h, x_w], dim=2) + y = self.conv1(y) + y = self.bn1(y) + y = self.act(y) + + x_h, x_w = torch.split(y, [h, w], dim=2) + x_w = x_w.permute(0, 1, 3, 2) + + a_h = self.conv_h(x_h).sigmoid() + a_w = self.conv_w(x_w).sigmoid() + + out = identity * a_w * a_h + + return out diff --git a/cwt_main.py b/cwt_main.py new file mode 100644 index 0000000..cd9d999 --- /dev/null +++ b/cwt_main.py @@ -0,0 +1,118 @@ +import argparse, json +import datetime +import os +import logging +import os +os.environ["CUDA_VISIBLE_DEVICES"] = "1" +import torch, random + + +from server import * +from client import * +import models, datasets +from torchvision.datasets import ImageFolder + +import torch +from torchvision import transforms, datasets +import torch.nn as nn +from torch.utils.data import DataLoader +import torchvision +import matplotlib.pyplot as plt +import numpy as np +from log import get_log + +from torch import randperm + + +import os + + + +logger = get_log('/home/ykn/cds/chapter03_Python_image_classification/log/log.txt') +#logger.info("MSE: %.6f" % (mse)) +#logger.info("RMSE: %.6f" % (rmse)) +#logger.info("MAE: %.6f" % (mae)) +#logger.info("MAPE: %.6f" % (mape)) + + +transforms = transforms.Compose([ + transforms.Resize(256), # 将图片短边缩放至256，长宽比保持不变： + transforms.CenterCrop(224), #将图片从中心切剪成3*224*224大小的图片 + transforms.ToTensor() #把图片进行归一化，并把数据转换成Tensor类型 +]) + + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser(description='Federated Learning') + parser.add_argument('--conf', default = '/home/ykn/cds/chapter03_Python_image_classification/utils/conf.json', dest='conf') + args = parser.parse_args() + + + with open(args.conf, 'r') as f: + conf = json.load(f) + + path1 = '/home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training' + path2 = '/home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Testing' + data_train = datasets.ImageFolder(path1, transform=transforms) + data_test = datasets.ImageFolder(path2, transform=transforms) + print(data_train) + # data_loader = DataLoader(data_train, batch_size=64, shuffle=True) + + # for i, data in enumerate(data_loader): + # images, labels = data + # img = torchvision.utils.make_grid(images).numpy() + # plt.imshow(np.transpose(img, (1, 2, 0))) + # #plt.show() + + # train_datasets, eval_datasets = datasets.get_dataset("./data/", conf["type"]) + # data_train_shuffle = DataLoader(data_train, batch_size=64, shuffle=True) + # data_test_shuffle = DataLoader(data_test, batch_size=64, shuffle=True) + # print(data_train_shuffle) + + lenth_train = randperm(len(data_train)).tolist() # 生成乱序的索引 + data_train_shuffle = torch.utils.data.Subset(data_train, lenth_train) + lenth_test = randperm(len(data_test)).tolist() # 生成乱序的索引 + data_test_shuffle = torch.utils.data.Subset(data_test, lenth_test) + + + train_datasets, eval_datasets = data_train_shuffle, data_test_shuffle + server = Server(conf, eval_datasets) + clients = [] + + for c in range(conf["no_models"]): + clients.append(Client(conf, server.global_model, train_datasets, c)) + + print("\n\n") + for e in range(conf["global_epochs"]): + random.shuffle(clients) + for client in clients[:conf['k']]: + print(client.client_id) + weight_accumulator = {} + + for name, params in server.global_model.state_dict().items(): + weight_accumulator[name] = torch.zeros_like(params) + + + diff = client.local_train(server.global_model) + + for name, params in server.global_model.state_dict().items(): + weight_accumulator[name].add_(diff[name]) + + + server.model_aggregate(weight_accumulator) + + acc, loss = server.model_eval() + + print("Epoch %d, acc: %f, loss: %f\n" % (e, acc, loss)) + + + + + + + + + + \ No newline at end of file diff --git a/data/Brain Tumor MRI Dataset/archive/Testing/glioma/Te-glTr_0000.jpg b/data/Brain Tumor MRI Dataset/archive/Testing/glioma/Te-glTr_0000.jpg new file mode 100644 index 0000000..782a4fd Binary files /dev/null and b/data/Brain Tumor MRI Dataset/archive/Testing/glioma/Te-glTr_0000.jpg differ diff --git a/data/Brain Tumor MRI Dataset/archive/Testing/glioma/Te-glTr_0001.jpg b/data/Brain Tumor MRI 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b/data/Brain Tumor MRI Dataset/archive/Training/pituitary/Tr-pi_1456.jpg differ diff --git a/data/model_parameter.h5 b/data/model_parameter.h5 new file mode 100644 index 0000000..df7f2fa Binary files /dev/null and b/data/model_parameter.h5 differ diff --git a/datasets.py b/datasets.py new file mode 100644 index 0000000..ba83bee --- /dev/null +++ b/datasets.py @@ -0,0 +1,32 @@ + + +import torch +from torchvision import datasets, transforms + +def get_dataset(dir, name): + + if name=='mnist': + train_dataset = datasets.MNIST(dir, train=True, download=True, transform=transforms.ToTensor()) + eval_dataset = datasets.MNIST(dir, train=False, transform=transforms.ToTensor()) + elif name=='btmd': + train_dataset = datasets.BTMD(dir, train=True, download=True, transform=transforms.ToTensor()) + eval_dataset = datasets.BTMD(dir, train=False, transform=transforms.ToTensor()) + elif name=='cifar': + transform_train = transforms.Compose([ + transforms.RandomCrop(32, padding=4), + transforms.RandomHorizontalFlip(), + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), + ]) + + transform_test = transforms.Compose([ + transforms.ToTensor(), + transforms.Normalize((0.4914, 0.4822, 0.4465), (0.2023, 0.1994, 0.2010)), + ]) + + train_dataset = datasets.CIFAR10(dir, train=True, download=True, + transform=transform_train) + eval_dataset = datasets.CIFAR10(dir, train=False, transform=transform_test) + + + return train_dataset, eval_dataset \ No newline at end of file diff --git a/efficientnet_v2.py b/efficientnet_v2.py new file mode 100644 index 0000000..8e55756 --- /dev/null +++ b/efficientnet_v2.py @@ -0,0 +1,752 @@ +import collections.abc as container_abc +from collections import OrderedDict +from math import ceil, floor + +import torch +import torch.nn as nn +import torch.nn.functional as F +from torch.utils import model_zoo +from coordatt import CoordAtt + +# class CoordAtt(nn.Module): + # def __init__(self, inp, oup, groups=32): + # super(CoordAtt, self).__init__() + # self.pool_h = nn.AdaptiveAvgPool2d((None, 1)) + # self.pool_w = nn.AdaptiveAvgPool2d((1, None)) + + # mip = max(8, inp // groups) + + # self.conv1 = nn.Conv2d(inp, mip, kernel_size=1, stride=1, padding=0) + # self.bn1 = nn.BatchNorm2d(mip) + # self.conv2 = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0) + # self.conv3 = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0) + # self.relu = h_swish() + + # def forward(self, x): + # identity = x + # n,c,h,w = x.size() + # x_h = self.pool_h(x) + # x_w = self.pool_w(x).permute(0, 1, 3, 2) + + # y = torch.cat([x_h, x_w], dim=2) + # y = self.conv1(y) + # y = self.bn1(y) + # y = self.relu(y) + # x_h, x_w = torch.split(y, [h, w], dim=2) + # x_w = x_w.permute(0, 1, 3, 2) + + # x_h = self.conv2(x_h).sigmoid() + # x_w = self.conv3(x_w).sigmoid() + # x_h = x_h.expand(-1, -1, h, w) + # x_w = x_w.expand(-1, -1, h, w) + + # y = identity * x_w * x_h + + # return y + + +def _pair(x): + if isinstance(x, container_abc.Iterable): + return x + return (x, x) + + +def torch_conv_out_spatial_shape(in_spatial_shape, kernel_size, stride): + if in_spatial_shape is None: + return None + # in_spatial_shape -> [H,W] + hin, win = _pair(in_spatial_shape) + kh, kw = _pair(kernel_size) + sh, sw = _pair(stride) + + # dilation and padding are ignored since they are always fixed in efficientnetV2 + hout = int(floor((hin - kh - 1) / sh + 1)) + wout = int(floor((win - kw - 1) / sw + 1)) + return hout, wout + + +def get_activation(act_fn: str, **kwargs): + if act_fn in ('silu', 'swish'): + return nn.SiLU(**kwargs) + elif act_fn == 'relu': + return nn.ReLU(**kwargs) + elif act_fn == 'relu6': + return nn.ReLU6(**kwargs) + elif act_fn == 'elu': + return nn.ELU(**kwargs) + elif act_fn == 'leaky_relu': + return nn.LeakyReLU(**kwargs) + elif act_fn == 'selu': + return nn.SELU(**kwargs) + elif act_fn == 'mish': + return nn.Mish(**kwargs) + else: + raise ValueError('Unsupported act_fn {}'.format(act_fn)) + + +def round_filters(filters, width_coefficient, depth_divisor=8): + """Round number of filters based on depth multiplier.""" + min_depth = depth_divisor + filters *= width_coefficient + new_filters = max(min_depth, int(filters + depth_divisor / 2) // depth_divisor * depth_divisor) + return int(new_filters) + + +def round_repeats(repeats, depth_coefficient): + """Round number of filters based on depth multiplier.""" + return int(ceil(depth_coefficient * repeats)) + + +class DropConnect(nn.Module): + def __init__(self, rate=0.5): + super(DropConnect, self).__init__() + self.keep_prob = None + self.set_rate(rate) + + def set_rate(self, rate): + if not 0 <= rate < 1: + raise ValueError("rate must be 0<=rate<1, got {} instead".format(rate)) + self.keep_prob = 1 - rate + + def forward(self, x): + if self.training: + random_tensor = self.keep_prob + torch.rand([x.size(0), 1, 1, 1], + dtype=x.dtype, + device=x.device) + binary_tensor = torch.floor(random_tensor) + return torch.mul(torch.div(x, self.keep_prob), binary_tensor) + else: + return x + + +class SamePaddingConv2d(nn.Module): + def __init__(self, + in_spatial_shape, + in_channels, + out_channels, + kernel_size, + stride, + dilation=1, + enforce_in_spatial_shape=False, + **kwargs): + super(SamePaddingConv2d, self).__init__() + + self._in_spatial_shape = _pair(in_spatial_shape) + # e.g. throw exception if input spatial shape does not match in_spatial_shape + # when calling self.forward() + self.enforce_in_spatial_shape = enforce_in_spatial_shape + kernel_size = _pair(kernel_size) + stride = _pair(stride) + dilation = _pair(dilation) + + in_height, in_width = self._in_spatial_shape + filter_height, filter_width = kernel_size + stride_heigth, stride_width = stride + dilation_height, dilation_width = dilation + + out_height = int(ceil(float(in_height) / float(stride_heigth))) + out_width = int(ceil(float(in_width) / float(stride_width))) + + pad_along_height = max((out_height - 1) * stride_heigth + + filter_height + (filter_height - 1) * (dilation_height - 1) - in_height, 0) + pad_along_width = max((out_width - 1) * stride_width + + filter_width + (filter_width - 1) * (dilation_width - 1) - in_width, 0) + + pad_top = pad_along_height // 2 + pad_bottom = pad_along_height - pad_top + pad_left = pad_along_width // 2 + pad_right = pad_along_width - pad_left + + paddings = (pad_left, pad_right, pad_top, pad_bottom) + if any(p > 0 for p in paddings): + self.zero_pad = nn.ZeroPad2d(paddings) + else: + self.zero_pad = None + self.conv = nn.Conv2d(in_channels=in_channels, + out_channels=out_channels, + kernel_size=kernel_size, + stride=stride, + dilation=dilation, + **kwargs) + + self._out_spatial_shape = (out_height, out_width) + + @property + def out_spatial_shape(self): + return self._out_spatial_shape + + def check_spatial_shape(self, x): + if x.size(2) != self._in_spatial_shape[0] or \ + x.size(3) != self._in_spatial_shape[1]: + raise ValueError( + "Expected input spatial shape {}, got {} instead".format(self._in_spatial_shape, x.shape[2:])) + + def forward(self, x): + if self.enforce_in_spatial_shape: + self.check_spatial_shape(x) + if self.zero_pad is not None: + x = self.zero_pad(x) + x = self.conv(x) + return x + + +class SqueezeExcitate(nn.Module): + def __init__(self, + in_channels, + se_size, + activation=None): + super(SqueezeExcitate, self).__init__() + self.dim_reduce = nn.Conv2d(in_channels=in_channels, + out_channels=se_size, + kernel_size=1) + self.dim_restore = nn.Conv2d(in_channels=se_size, + out_channels=in_channels, + kernel_size=1) + self.activation = F.relu if activation is None else activation + + def forward(self, x): + inp = x + x = F.adaptive_avg_pool2d(x, (1, 1)) + x = self.dim_reduce(x) + x = self.activation(x) + x = self.dim_restore(x) + x = torch.sigmoid(x) + return torch.mul(inp, x) + + +class MBConvBlockV2(nn.Module): + def __init__(self, + in_channels, + out_channels, + kernel_size, + stride, + expansion_factor, + act_fn, + act_kwargs=None, + bn_epsilon=None, + bn_momentum=None, + se_size=None, + drop_connect_rate=None, + bias=False, + tf_style_conv=False, + in_spatial_shape=None): + + super().__init__() + + if act_kwargs is None: + act_kwargs = {} + exp_channels = in_channels * expansion_factor + + self.ops_lst = [] + + # expansion convolution + if expansion_factor != 1: + self.expand_conv = nn.Conv2d(in_channels=in_channels, + out_channels=exp_channels, + kernel_size=1, + bias=bias) + + self.expand_bn = nn.BatchNorm2d(num_features=exp_channels, + eps=bn_epsilon, + momentum=bn_momentum) + + self.expand_act = get_activation(act_fn, **act_kwargs) + self.ops_lst.extend([self.expand_conv, self.expand_bn, self.expand_act]) + + # depth-wise convolution + if tf_style_conv: + self.dp_conv = SamePaddingConv2d(in_spatial_shape=in_spatial_shape, + in_channels=exp_channels, + out_channels=exp_channels, + kernel_size=kernel_size, + stride=stride, + groups=exp_channels, + bias=bias) + self.out_spatial_shape = self.dp_conv.out_spatial_shape + else: + self.dp_conv = nn.Conv2d(in_channels=exp_channels, + out_channels=exp_channels, + kernel_size=kernel_size, + stride=stride, + padding=1, + groups=exp_channels, + bias=bias) + self.out_spatial_shape = torch_conv_out_spatial_shape(in_spatial_shape, kernel_size, stride) + + self.dp_bn = nn.BatchNorm2d(num_features=exp_channels, + eps=bn_epsilon, + momentum=bn_momentum) + + self.dp_act = get_activation(act_fn, **act_kwargs) + self.ops_lst.extend([self.dp_conv, self.dp_bn, self.dp_act]) + + # Squeeze and Excitate + if se_size is not None: + self.se = SqueezeExcitate(exp_channels, + se_size, + activation=get_activation(act_fn, **act_kwargs)) + self.ops_lst.append(self.se) + + # projection layer + self.project_conv = nn.Conv2d(in_channels=exp_channels, + out_channels=out_channels, + kernel_size=1, + bias=bias) + + self.project_bn = nn.BatchNorm2d(num_features=out_channels, + eps=bn_epsilon, + momentum=bn_momentum) + + # no activation function in projection layer + + self.ops_lst.extend([self.project_conv, self.project_bn]) + + self.skip_enabled = in_channels == out_channels and stride == 1 + + if self.skip_enabled and drop_connect_rate is not None: + self.drop_connect = DropConnect(drop_connect_rate) + self.ops_lst.append(self.drop_connect) + + def forward(self, x): + inp = x + for op in self.ops_lst: + x = op(x) + if self.skip_enabled: + return x + inp + else: + return x + + +class FusedMBConvBlockV2(nn.Module): + def __init__(self, + in_channels, + out_channels, + kernel_size, + stride, + expansion_factor, + act_fn, + act_kwargs=None, + bn_epsilon=None, + bn_momentum=None, + se_size=None, + drop_connect_rate=None, + bias=False, + tf_style_conv=False, + in_spatial_shape=None): + + super().__init__() + + if act_kwargs is None: + act_kwargs = {} + exp_channels = in_channels * expansion_factor + + self.ops_lst = [] + + # expansion convolution + expansion_out_shape = in_spatial_shape + if expansion_factor != 1: + if tf_style_conv: + self.expand_conv = SamePaddingConv2d(in_spatial_shape=in_spatial_shape, + in_channels=in_channels, + out_channels=exp_channels, + kernel_size=kernel_size, + stride=stride, + bias=bias) + expansion_out_shape = self.expand_conv.out_spatial_shape + else: + self.expand_conv = nn.Conv2d(in_channels=in_channels, + out_channels=exp_channels, + kernel_size=kernel_size, + padding=1, + stride=stride, + bias=bias) + expansion_out_shape = torch_conv_out_spatial_shape(in_spatial_shape, kernel_size, stride) + + self.expand_bn = nn.BatchNorm2d(num_features=exp_channels, + eps=bn_epsilon, + momentum=bn_momentum) + + self.expand_act = get_activation(act_fn, **act_kwargs) + self.ops_lst.extend([self.expand_conv, self.expand_bn, self.expand_act]) + + # Squeeze and Excitate + if se_size is not None: + self.se = SqueezeExcitate(exp_channels, + se_size, + activation=get_activation(act_fn, **act_kwargs)) + self.ops_lst.append(self.se) + + # projection layer + kernel_size = 1 if expansion_factor != 1 else kernel_size + stride = 1 if expansion_factor != 1 else stride + if tf_style_conv: + self.project_conv = SamePaddingConv2d(in_spatial_shape=expansion_out_shape, + in_channels=exp_channels, + out_channels=out_channels, + kernel_size=kernel_size, + stride=stride, + bias=bias) + self.out_spatial_shape = self.project_conv.out_spatial_shape + else: + self.project_conv = nn.Conv2d(in_channels=exp_channels, + out_channels=out_channels, + kernel_size=kernel_size, + stride=stride, + padding=1 if kernel_size > 1 else 0, + bias=bias) + self.out_spatial_shape = torch_conv_out_spatial_shape(expansion_out_shape, kernel_size, stride) + + self.project_bn = nn.BatchNorm2d(num_features=out_channels, + eps=bn_epsilon, + momentum=bn_momentum) + + self.ops_lst.extend( + [self.project_conv, self.project_bn]) + + if expansion_factor == 1: + self.project_act = get_activation(act_fn, **act_kwargs) + self.ops_lst.append(self.project_act) + + self.skip_enabled = in_channels == out_channels and stride == 1 + + if self.skip_enabled and drop_connect_rate is not None: + self.drop_connect = DropConnect(drop_connect_rate) + self.ops_lst.append(self.drop_connect) + + def forward(self, x): + inp = x + for op in self.ops_lst: + x = op(x) + if self.skip_enabled: + return x + inp + else: + return x + + +class EfficientNetV2(nn.Module): + _models = {'b0': {'num_repeat': [1, 2, 2, 3, 5, 8], + 'kernel_size': [3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2], + 'expand_ratio': [1, 4, 4, 4, 6, 6], + 'in_channel': [32, 16, 32, 48, 96, 112], + 'out_channel': [16, 32, 48, 96, 112, 192], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, True], + 'width_coefficient': 1.0, + 'depth_coefficient': 1.0, + 'train_size': 192, + 'eval_size': 224, + 'dropout': 0.2, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmlnUVBhWkZRcWNXR3dINmRLP2U9UUI5ZndH/root/content', + 'model_name': 'efficientnet_v2_b0_21k_ft1k-a91e14c5.pth'}, + 'b1': {'num_repeat': [1, 2, 2, 3, 5, 8], + 'kernel_size': [3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2], + 'expand_ratio': [1, 4, 4, 4, 6, 6], + 'in_channel': [32, 16, 32, 48, 96, 112], + 'out_channel': [16, 32, 48, 96, 112, 192], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, True], + 'width_coefficient': 1.0, + 'depth_coefficient': 1.1, + 'train_size': 192, + 'eval_size': 240, + 'dropout': 0.2, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmlnUVJnVGV5UndSY2J2amwtP2U9dTBiV1lO/root/content', + 'model_name': 'efficientnet_v2_b1_21k_ft1k-58f4fb47.pth'}, + 'b2': {'num_repeat': [1, 2, 2, 3, 5, 8], + 'kernel_size': [3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2], + 'expand_ratio': [1, 4, 4, 4, 6, 6], + 'in_channel': [32, 16, 32, 48, 96, 112], + 'out_channel': [16, 32, 48, 96, 112, 192], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, True], + 'width_coefficient': 1.1, + 'depth_coefficient': 1.2, + 'train_size': 208, + 'eval_size': 260, + 'dropout': 0.3, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmlnUVY4M2NySVFZbU41X0tGP2U9ZERZVmxK/root/content', + 'model_name': 'efficientnet_v2_b2_21k_ft1k-db4ac0ee.pth'}, + 'b3': {'num_repeat': [1, 2, 2, 3, 5, 8], + 'kernel_size': [3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2], + 'expand_ratio': [1, 4, 4, 4, 6, 6], + 'in_channel': [32, 16, 32, 48, 96, 112], + 'out_channel': [16, 32, 48, 96, 112, 192], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, True], + 'width_coefficient': 1.2, + 'depth_coefficient': 1.4, + 'train_size': 240, + 'eval_size': 300, + 'dropout': 0.3, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmlnUVpkamdZUzhhaDdtTTZLP2U9anA4VWN2/root/content', + 'model_name': 'efficientnet_v2_b3_21k_ft1k-3da5874c.pth'}, + 's': {'num_repeat': [2, 4, 4, 6, 9, 15], + 'kernel_size': [3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2], + 'expand_ratio': [1, 4, 4, 4, 6, 6], + 'in_channel': [24, 24, 48, 64, 128, 160], + 'out_channel': [24, 48, 64, 128, 160, 256], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, True], + 'width_coefficient': 1.0, + 'depth_coefficient': 1.0, + 'train_size': 300, + 'eval_size': 384, + 'dropout': 0.2, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmllbFF5VWJOZzd0cmhBbm8/root/content', + 'model_name': 'efficientnet_v2_s_21k_ft1k-dbb43f38.pth'}, + 'm': {'num_repeat': [3, 5, 5, 7, 14, 18, 5], + 'kernel_size': [3, 3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2, 1], + 'expand_ratio': [1, 4, 4, 4, 6, 6, 6], + 'in_channel': [24, 24, 48, 80, 160, 176, 304], + 'out_channel': [24, 48, 80, 160, 176, 304, 512], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, False, True], + 'width_coefficient': 1.0, + 'depth_coefficient': 1.0, + 'train_size': 384, + 'eval_size': 480, + 'dropout': 0.3, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmllN1ZDazRFb0o1bnlyNUE/root/content', + 'model_name': 'efficientnet_v2_m_21k_ft1k-da8e56c0.pth'}, + 'l': {'num_repeat': [4, 7, 7, 10, 19, 25, 7], + 'kernel_size': [3, 3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2, 1], + 'expand_ratio': [1, 4, 4, 4, 6, 6, 6], + 'in_channel': [32, 32, 64, 96, 192, 224, 384], + 'out_channel': [32, 64, 96, 192, 224, 384, 640], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, False, True], + 'feature_stages': [1, 2, 4, 6], + 'width_coefficient': 1.0, + 'depth_coefficient': 1.0, + 'train_size': 384, + 'eval_size': 480, + 'dropout': 0.4, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmlmcmIyRHEtQTBhUTBhWVE/root/content', + 'model_name': 'efficientnet_v2_l_21k_ft1k-08121eee.pth'}, + 'xl': {'num_repeat': [4, 8, 8, 16, 24, 32, 8], + 'kernel_size': [3, 3, 3, 3, 3, 3, 3], + 'stride': [1, 2, 2, 2, 1, 2, 1], + 'expand_ratio': [1, 4, 4, 4, 6, 6, 6], + 'in_channel': [32, 32, 64, 96, 192, 256, 512], + 'out_channel': [32, 64, 96, 192, 256, 512, 640], + 'se_ratio': [None, None, None, 0.25, 0.25, 0.25, 0.25], + 'conv_type': [1, 1, 1, 0, 0, 0, 0], + 'is_feature_stage': [False, True, True, False, True, False, True], + 'feature_stages': [1, 2, 4, 6], + 'width_coefficient': 1.0, + 'depth_coefficient': 1.0, + 'train_size': 384, + 'eval_size': 512, + 'dropout': 0.4, + 'weight_url': 'https://api.onedrive.com/v1.0/shares/u!aHR0cHM6Ly8xZHJ2Lm1zL3UvcyFBdGlRcHc5VGNjZmlmVXQtRHJLa21taUkxWkE/root/content', + 'model_name': 'efficientnet_v2_xl_21k_ft1k-1fcc9744.pth'}} + + def __init__(self, + model_name, + in_channels=3, + n_classes=1000, + tf_style_conv=False, + in_spatial_shape=None, + activation='silu', + activation_kwargs=None, + bias=False, + drop_connect_rate=0.2, + dropout_rate=None, + bn_epsilon=1e-3, + bn_momentum=0.01, + pretrained=False, + progress=False, + ): + super().__init__() + + self.blocks = nn.ModuleList() + self.model_name = model_name + self.cfg = self._models[model_name] + + if tf_style_conv and in_spatial_shape is None: + in_spatial_shape = self.cfg['eval_size'] + + activation_kwargs = {} if activation_kwargs is None else activation_kwargs + dropout_rate = self.cfg['dropout'] if dropout_rate is None else dropout_rate + _input_ch = in_channels + + self.feature_block_ids = [] + + # stem + if tf_style_conv: + self.stem_conv = SamePaddingConv2d( + in_spatial_shape=in_spatial_shape, + in_channels=in_channels, + out_channels=round_filters(self.cfg['in_channel'][0], self.cfg['width_coefficient']), + kernel_size=3, + stride=2, + bias=bias + ) + in_spatial_shape = self.stem_conv.out_spatial_shape + else: + self.stem_conv = nn.Conv2d( + in_channels=in_channels, + out_channels=round_filters(self.cfg['in_channel'][0], self.cfg['width_coefficient']), + kernel_size=3, + stride=2, + padding=1, + bias=bias + ) + + self.stem_bn = nn.BatchNorm2d( + num_features=round_filters(self.cfg['in_channel'][0], self.cfg['width_coefficient']), + eps=bn_epsilon, + momentum=bn_momentum) + + self.stem_act = get_activation(activation, **activation_kwargs) + + drop_connect_rates = self.get_dropconnect_rates(drop_connect_rate) + + stages = zip(*[self.cfg[x] for x in + ['num_repeat', 'kernel_size', 'stride', 'expand_ratio', 'in_channel', 'out_channel', 'se_ratio', + 'conv_type', 'is_feature_stage']]) + + idx = 0 + + for stage_args in stages: + (num_repeat, kernel_size, stride, expand_ratio, + in_channels, out_channels, se_ratio, conv_type, is_feature_stage) = stage_args + + in_channels = round_filters( + in_channels, self.cfg['width_coefficient']) + out_channels = round_filters( + out_channels, self.cfg['width_coefficient']) + num_repeat = round_repeats( + num_repeat, self.cfg['depth_coefficient']) + + conv_block = MBConvBlockV2 if conv_type == 0 else FusedMBConvBlockV2 + + for _ in range(num_repeat): + se_size = None if se_ratio is None else max(1, int(in_channels * se_ratio)) + _b = conv_block(in_channels=in_channels, + out_channels=out_channels, + kernel_size=kernel_size, + stride=stride, + expansion_factor=expand_ratio, + act_fn=activation, + act_kwargs=activation_kwargs, + bn_epsilon=bn_epsilon, + bn_momentum=bn_momentum, + se_size=se_size, + drop_connect_rate=drop_connect_rates[idx], + bias=bias, + tf_style_conv=tf_style_conv, + in_spatial_shape=in_spatial_shape + ) + self.blocks.append(_b) + idx += 1 + if tf_style_conv: + in_spatial_shape = _b.out_spatial_shape + in_channels = out_channels + stride = 1 + + if is_feature_stage: + self.feature_block_ids.append(idx - 1) + + head_conv_out_channels = round_filters(1280, self.cfg['width_coefficient']) + + self.head_conv = nn.Conv2d(in_channels=in_channels, + out_channels=head_conv_out_channels, + kernel_size=1, + bias=bias) + self.head_bn = nn.BatchNorm2d(num_features=head_conv_out_channels, + eps=bn_epsilon, + momentum=bn_momentum) + self.head_act = get_activation(activation, **activation_kwargs) + + # self.CoordAtt1 = CoordAtt(head_conv_out_channels,head_conv_out_channels) + self.dropout = nn.Dropout(p=dropout_rate) + + self.avpool = nn.AdaptiveAvgPool2d((1, 1)) + + + + + + + self.fc = nn.Linear(head_conv_out_channels, n_classes) + + if pretrained: + self._load_state(_input_ch, n_classes, progress, tf_style_conv) + + return + + def _load_state(self, in_channels, n_classes, progress, tf_style_conv): + state_dict = model_zoo.load_url(self.cfg['weight_url'], + progress=progress, + file_name=self.cfg['model_name']) + + strict = True + + if not tf_style_conv: + state_dict = OrderedDict( + [(k.replace('.conv.', '.'), v) if '.conv.' in k else (k, v) for k, v in state_dict.items()]) + + if in_channels != 3: + if tf_style_conv: + state_dict.pop('stem_conv.conv.weight') + else: + state_dict.pop('stem_conv.weight') + strict = False + + if n_classes != 1000: + state_dict.pop('fc.weight') + state_dict.pop('fc.bias') + strict = False + + self.load_state_dict(state_dict, strict=strict) + print("Model weights loaded successfully.") + + def get_dropconnect_rates(self, drop_connect_rate): + nr = self.cfg['num_repeat'] + dc = self.cfg['depth_coefficient'] + total = sum(round_repeats(nr[i], dc) for i in range(len(nr))) + return [drop_connect_rate * i / total for i in range(total)] + + def get_features(self, x): + x = self.stem_act(self.stem_bn(self.stem_conv(x))) + + features = [] + feat_idx = 0 + for block_idx, block in enumerate(self.blocks): + x = block(x) + if block_idx == self.feature_block_ids[feat_idx]: + features.append(x) + feat_idx += 1 + + return features + + def forward(self, x): + x = self.stem_act(self.stem_bn(self.stem_conv(x))) + + for block in self.blocks: + x = block(x) + + x = self.head_act(self.head_bn(self.head_conv(x))) + + # x = self.CoordAtt1(x) + x = self.dropout(torch.flatten(self.avpool(x), 1)) + + + x = self.fc(x) + + return x diff --git a/efn.py b/efn.py new file mode 100644 index 0000000..0973569 --- /dev/null +++ b/efn.py @@ -0,0 +1,341 @@ +import torch +from timm.models.layers import DropPath +from torch.nn.functional import cross_entropy, dropout, one_hot, softmax + + +def init_weight(model): + import math + for m in model.modules(): + if isinstance(m, torch.nn.Conv2d): + fan_out = m.kernel_size[0] * m.kernel_size[1] * m.out_channels + fan_out = fan_out // m.groups + torch.nn.init.normal_(m.weight, 0, math.sqrt(2.0 / fan_out)) + if m.bias is not None: + torch.nn.init.zeros_(m.bias) + if isinstance(m, torch.nn.Linear): + init_range = 1.0 / math.sqrt(m.weight.size()[0]) + torch.nn.init.uniform_(m.weight, -init_range, init_range) + if m.bias is not None: + torch.nn.init.zeros_(m.bias) + + +class Conv(torch.nn.Module): + def __init__(self, in_ch, out_ch, activation, k=1, s=1, g=1): + super().__init__() + self.conv = torch.nn.Conv2d(in_ch, out_ch, k, s, (k - 1) // 2, 1, g, bias=False) + self.norm = torch.nn.BatchNorm2d(out_ch, 0.001, 0.01) + self.relu = activation + + def forward(self, x): + return self.relu(self.norm(self.conv(x))) + + +class SE(torch.nn.Module): + def __init__(self, ch, r): + super().__init__() + self.se = torch.nn.Sequential(torch.nn.AdaptiveAvgPool2d(1), + torch.nn.Conv2d(ch, ch // (4 * r), 1), + torch.nn.SiLU(), + torch.nn.Conv2d(ch // (4 * r), ch, 1), + torch.nn.Sigmoid()) + + def forward(self, x): + return x * self.se(x) + + +class Residual(torch.nn.Module): + """ + [https://arxiv.org/pdf/1801.04381.pdf] + """ + + def __init__(self, in_ch, out_ch, s, r, dp_rate=0, fused=True): + super().__init__() + identity = torch.nn.Identity() + self.add = s == 1 and in_ch == out_ch + + if fused: + features = [Conv(in_ch, r * in_ch, activation=torch.nn.SiLU(), k=3, s=s), + Conv(r * in_ch, out_ch, identity) if r != 1 else identity, + DropPath(dp_rate) if self.add else identity] + else: + features = [Conv(in_ch, r * in_ch, torch.nn.SiLU()) if r != 1 else identity, + Conv(r * in_ch, r * in_ch, torch.nn.SiLU(), 3, s, r * in_ch), + SE(r * in_ch, r), Conv(r * in_ch, out_ch, identity), + DropPath(dp_rate) if self.add else identity] + + self.res = torch.nn.Sequential(*features) + + def forward(self, x): + return x + self.res(x) if self.add else self.res(x) + + +class EfficientNet(torch.nn.Module): + """ + efficientnet-v2-s : + num_dep = [2, 4, 4, 6, 9, 15, 0] + filters = [24, 48, 64, 128, 160, 256, 256, 1280] + efficientnet-v2-m : + num_dep = [3, 5, 5, 7, 14, 18, 5] + filters = [24, 48, 80, 160, 176, 304, 512, 1280] + efficientnet-v2-l : + num_dep = [4, 7, 7, 10, 19, 25, 7] + filters = [32, 64, 96, 192, 224, 384, 640, 1280] + """ + + def __init__(self, drop_rate=0, num_class=4): + super().__init__() + num_dep = [2, 4, 4, 6, 9, 15, 0] + filters = [24, 48, 64, 128, 160, 256, 256, 1280] + + dp_index = 0 + dp_rates = [x.item() for x in torch.linspace(0, 0.2, sum(num_dep))] + + self.p1 = [] + self.p2 = [] + self.p3 = [] + self.p4 = [] + self.p5 = [] + + # p1/2 + for i in range(num_dep[0]): + if i == 0: + self.p1.append(Conv(3, filters[0], torch.nn.SiLU(), 3, 2)) + self.p1.append(Residual(filters[0], filters[0], 1, 1, dp_rates[dp_index])) + else: + self.p1.append(Residual(filters[0], filters[0], 1, 1, dp_rates[dp_index])) + dp_index += 1 + # p2/4 + for i in range(num_dep[1]): + if i == 0: + self.p2.append(Residual(filters[0], filters[1], 2, 4, dp_rates[dp_index])) + else: + self.p2.append(Residual(filters[1], filters[1], 1, 4, dp_rates[dp_index])) + dp_index += 1 + # p3/8 + for i in range(num_dep[2]): + if i == 0: + self.p3.append(Residual(filters[1], filters[2], 2, 4, dp_rates[dp_index])) + else: + self.p3.append(Residual(filters[2], filters[2], 1, 4, dp_rates[dp_index])) + dp_index += 1 + # p4/16 + for i in range(num_dep[3]): + if i == 0: + self.p4.append(Residual(filters[2], filters[3], 2, 4, dp_rates[dp_index], False)) + else: + self.p4.append(Residual(filters[3], filters[3], 1, 4, dp_rates[dp_index], False)) + dp_index += 1 + for i in range(num_dep[4]): + if i == 0: + self.p4.append(Residual(filters[3], filters[4], 1, 6, dp_rates[dp_index], False)) + else: + self.p4.append(Residual(filters[4], filters[4], 1, 6, dp_rates[dp_index], False)) + dp_index += 1 + # p5/32 + for i in range(num_dep[5]): + if i == 0: + self.p5.append(Residual(filters[4], filters[5], 2, 6, dp_rates[dp_index], False)) + else: + self.p5.append(Residual(filters[5], filters[5], 1, 6, dp_rates[dp_index], False)) + dp_index += 1 + for i in range(num_dep[6]): + if i == 0: + self.p5.append(Residual(filters[5], filters[6], 2, 6, dp_rates[dp_index], False)) + else: + self.p5.append(Residual(filters[6], filters[6], 1, 6, dp_rates[dp_index], False)) + dp_index += 1 + + self.p1 = torch.nn.Sequential(*self.p1) + self.p2 = torch.nn.Sequential(*self.p2) + self.p3 = torch.nn.Sequential(*self.p3) + self.p4 = torch.nn.Sequential(*self.p4) + self.p5 = torch.nn.Sequential(*self.p5) + + self.fc1 = torch.nn.Sequential(Conv(filters[6], filters[7], torch.nn.SiLU()), + torch.nn.AdaptiveAvgPool2d(1), + torch.nn.Flatten()) + self.fc2 = torch.nn.Linear(filters[7], num_class) + + self.drop_rate = drop_rate + + init_weight(self) + + def forward(self, x): + x = self.p1(x) + x = self.p2(x) + x = self.p3(x) + x = self.p4(x) + x = self.p5(x) + + x = self.fc1(x) + if self.drop_rate > 0: + x = dropout(x, self.drop_rate, self.training) + return self.fc2(x) + + def export(self): + from timm.models.layers import Swish + for m in self.modules(): + if type(m) is Conv and hasattr(m, 'relu'): + if isinstance(m.relu, torch.nn.SiLU): + m.relu = Swish() + if type(m) is SE: + if isinstance(m.se[2], torch.nn.SiLU): + m.se[2] = Swish() + return self + + +class EMA: + def __init__(self, model, decay=0.9999): + super().__init__() + import copy + self.decay = decay + self.model = copy.deepcopy(model) + + self.model.eval() + + def update_fn(self, model, fn): + with torch.no_grad(): + e_std = self.model.state_dict().values() + m_std = model.module.state_dict().values() + for e, m in zip(e_std, m_std): + e.copy_(fn(e, m)) + + def update(self, model): + self.update_fn(model, fn=lambda e, m: self.decay * e + (1. - self.decay) * m) + + +class StepLR: + def __init__(self, optimizer): + self.optimizer = optimizer + + for param_group in self.optimizer.param_groups: + param_group.setdefault('initial_lr', param_group['lr']) + + self.base_values = [param_group['initial_lr'] for param_group in self.optimizer.param_groups] + self.update_groups(self.base_values) + + self.decay_rate = 0.97 + self.decay_epochs = 2.4 + self.warmup_epochs = 3.0 + self.warmup_lr_init = 1e-6 + + self.warmup_steps = [(v - self.warmup_lr_init) / self.warmup_epochs for v in self.base_values] + self.update_groups(self.warmup_lr_init) + + def step(self, epoch: int) -> None: + if epoch < self.warmup_epochs: + values = [self.warmup_lr_init + epoch * s for s in self.warmup_steps] + else: + values = [v * (self.decay_rate ** (epoch // self.decay_epochs)) for v in self.base_values] + if values is not None: + self.update_groups(values) + + def update_groups(self, values): + if not isinstance(values, (list, tuple)): + values = [values] * len(self.optimizer.param_groups) + for param_group, value in zip(self.optimizer.param_groups, values): + param_group['lr'] = value + + +class RMSprop(torch.optim.Optimizer): + def __init__(self, params, + lr=1e-2, alpha=0.9, eps=1e-3, weight_decay=0, momentum=0.9, + centered=False, decoupled_decay=False, lr_in_momentum=True): + + defaults = dict(lr=lr, alpha=alpha, eps=eps, weight_decay=weight_decay, momentum=momentum, + centered=centered, decoupled_decay=decoupled_decay, lr_in_momentum=lr_in_momentum) + super().__init__(params, defaults) + + def __setstate__(self, state): + super().__setstate__(state) + for param_group in self.param_groups: + param_group.setdefault('momentum', 0) + param_group.setdefault('centered', False) + + def step(self, closure=None): + loss = None + if closure is not None: + loss = closure() + + for param_group in self.param_groups: + for param in param_group['params']: + if param.grad is None: + continue + grad = param.grad.data + if grad.is_sparse: + raise RuntimeError('Optimizer does not support sparse gradients') + state = self.state[param] + if len(state) == 0: + state['step'] = 0 + state['square_avg'] = torch.ones_like(param.data) + if param_group['momentum'] > 0: + state['momentum_buffer'] = torch.zeros_like(param.data) + if param_group['centered']: + state['grad_avg'] = torch.zeros_like(param.data) + + square_avg = state['square_avg'] + one_minus_alpha = 1. - param_group['alpha'] + + state['step'] += 1 + + if param_group['weight_decay'] != 0: + if 'decoupled_decay' in param_group and param_group['decoupled_decay']: + param.data.add_(param.data, alpha=-param_group['weight_decay']) + else: + grad = grad.add(param.data, alpha=param_group['weight_decay']) + + square_avg.add_(grad.pow(2) - square_avg, alpha=one_minus_alpha) + + if param_group['centered']: + grad_avg = state['grad_avg'] + grad_avg.add_(grad - grad_avg, alpha=one_minus_alpha) + avg = square_avg.addcmul(grad_avg, grad_avg, value=-1).add(param_group['eps']).sqrt_() + else: + avg = square_avg.add(param_group['eps']).sqrt_() + + if param_group['momentum'] > 0: + buf = state['momentum_buffer'] + if 'lr_in_momentum' in param_group and param_group['lr_in_momentum']: + buf.mul_(param_group['momentum']).addcdiv_(grad, avg, value=param_group['lr']) + param.data.add_(-buf) + else: + buf.mul_(param_group['momentum']).addcdiv_(grad, avg) + param.data.add_(-param_group['lr'], buf) + else: + param.data.addcdiv_(grad, avg, value=-param_group['lr']) + + return loss + + +class PolyLoss(torch.nn.Module): + """ + PolyLoss: A Polynomial Expansion Perspective of Classification Loss Functions + """ + + def __init__(self, epsilon=2.0): + super().__init__() + self.epsilon = epsilon + + def forward(self, outputs, targets): + ce = cross_entropy(outputs, targets) + pt = one_hot(targets, outputs.size()[1]) * softmax(outputs, 1) + + return (ce + self.epsilon * (1.0 - pt.sum(dim=1))).mean() + + +class CrossEntropyLoss(torch.nn.Module): + """ + NLL Loss with label smoothing. + """ + + def __init__(self, epsilon=0.1): + super().__init__() + self.epsilon = epsilon + self.softmax = torch.nn.LogSoftmax(dim=-1) + + def forward(self, x, target): + prob = self.softmax(x) + mean = -prob.mean(dim=-1) + nll_loss = -prob.gather(dim=-1, index=target.unsqueeze(1)) + nll_loss = nll_loss.squeeze(1) + return ((1. - self.epsilon) * nll_loss + self.epsilon * mean).mean() diff --git a/figures/fig2.png b/figures/fig2.png new file mode 100644 index 0000000..d9a7d44 Binary files /dev/null and b/figures/fig2.png differ diff --git a/figures/fig31.png b/figures/fig31.png new file mode 100644 index 0000000..48f1486 Binary files /dev/null and b/figures/fig31.png differ diff --git a/log.py b/log.py new file mode 100644 index 0000000..f20372d --- /dev/null +++ b/log.py @@ -0,0 +1,30 @@ + # -*-coding:utf-8-*- + +import logging + + +def get_log(file_name): + + logger = logging.getLogger('train') + logger.setLevel(logging.INFO) + + ch = logging.StreamHandler() + ch.setLevel(logging.INFO) + + fh = logging.FileHandler(file_name, mode='a') + fh.setLevel(logging.INFO) + + + + formatter = logging.Formatter('%(asctime)s - %(levelname)s - %(message)s') + ch.setFormatter(formatter) + fh.setFormatter(formatter) + # logger.addHandler(fh) + # logger.addHandler(ch) + #在新增handler时判断是否为空 + if not logger.handlers: + logger.addHandler(fh) + logger.addHandler(ch) + + + return logger diff --git a/log/EfficientNetV2-5-cwt.main.log b/log/EfficientNetV2-5-cwt.main.log new file mode 100644 index 0000000..f80b6c1 --- /dev/null +++ b/log/EfficientNetV2-5-cwt.main.log @@ -0,0 +1,3024 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 23.340961, loss: 1.386519 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 23.340961, loss: 1.386569 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 23.340961, loss: 1.386611 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 23.340961, loss: 1.386688 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 23.340961, loss: 1.386756 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 23.340961, loss: 1.386836 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 23.340961, loss: 1.386916 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 23.340961, loss: 1.387001 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 23.340961, loss: 1.387088 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 23.340961, loss: 1.387201 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 23.340961, loss: 1.387301 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 23.340961, loss: 1.387411 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 23.340961, loss: 1.387525 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 23.340961, loss: 1.387645 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 23.340961, loss: 1.387767 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 23.340961, loss: 1.387888 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 23.340961, loss: 1.388021 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 23.340961, loss: 1.388156 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 23.340961, loss: 1.388290 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 23.340961, loss: 1.388431 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 23.340961, loss: 1.388576 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 23.340961, loss: 1.388720 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 23.340961, loss: 1.388866 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 23.340961, loss: 1.389015 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 23.340961, loss: 1.389184 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 23.340961, loss: 1.389356 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.389527 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.389708 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.389887 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.390061 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.390242 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.390414 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.390581 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.390777 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.390989 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.391193 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.391397 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.391609 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.391817 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.392030 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.392257 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.392496 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.392732 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.392938 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.393186 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.393446 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.393691 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.393935 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.394181 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.394439 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.394717 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.394996 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.395271 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.395570 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.395840 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.396129 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.396411 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.396742 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.397046 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.397349 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.397653 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.397993 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.398364 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.398672 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.399026 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 22.883295, loss: 1.399404 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 22.883295, loss: 1.399752 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 22.883295, loss: 1.400102 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 22.883295, loss: 1.400439 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 22.883295, loss: 1.400876 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 22.883295, loss: 1.401284 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 22.883295, loss: 1.401710 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 22.883295, loss: 1.402123 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 22.883295, loss: 1.402578 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 22.883295, loss: 1.403010 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 22.883295, loss: 1.403413 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 22.883295, loss: 1.403900 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 22.883295, loss: 1.404390 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 22.883295, loss: 1.404820 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 22.883295, loss: 1.405257 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 22.883295, loss: 1.405705 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 22.883295, loss: 1.406169 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 22.883295, loss: 1.406640 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 22.883295, loss: 1.407185 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 22.883295, loss: 1.407764 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 22.883295, loss: 1.408265 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 22.883295, loss: 1.408781 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 22.883295, loss: 1.409368 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 22.883295, loss: 1.409910 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 22.883295, loss: 1.410493 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 22.883295, loss: 1.411091 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 22.883295, loss: 1.411615 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 22.883295, loss: 1.412227 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 22.883295, loss: 1.412753 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 22.883295, loss: 1.413377 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 22.883295, loss: 1.414094 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 22.883295, loss: 1.414640 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 22.883295, loss: 1.415318 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 22.883295, loss: 1.416013 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 22.883295, loss: 1.416676 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 22.883295, loss: 1.417326 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 22.883295, loss: 1.417969 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 22.883295, loss: 1.418730 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 22.883295, loss: 1.419518 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 22.883295, loss: 1.420212 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 22.883295, loss: 1.420881 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 22.883295, loss: 1.421721 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 22.883295, loss: 1.422541 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 22.883295, loss: 1.423270 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 22.883295, loss: 1.424133 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 22.883295, loss: 1.424845 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 22.883295, loss: 1.425551 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 22.883295, loss: 1.426441 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 22.883295, loss: 1.427201 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 22.883295, loss: 1.428004 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 22.883295, loss: 1.428790 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 22.883295, loss: 1.429786 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 22.883295, loss: 1.430556 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 22.883295, loss: 1.431384 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 22.883295, loss: 1.432224 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 22.883295, loss: 1.433237 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 22.883295, loss: 1.434321 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 22.883295, loss: 1.435250 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 22.883295, loss: 1.436305 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 22.883295, loss: 1.437313 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 22.883295, loss: 1.438184 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 22.883295, loss: 1.439189 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 22.883295, loss: 1.440110 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 22.883295, loss: 1.441130 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 22.883295, loss: 1.442298 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 22.883295, loss: 1.443323 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 22.883295, loss: 1.444562 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 22.883295, loss: 1.445815 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 22.883295, loss: 1.447057 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 22.883295, loss: 1.448113 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 22.883295, loss: 1.449172 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 22.883295, loss: 1.450341 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 22.883295, loss: 1.451530 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 22.883295, loss: 1.452561 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 22.883295, loss: 1.453738 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 22.883295, loss: 1.454851 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 22.883295, loss: 1.456310 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 22.883295, loss: 1.457470 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 22.883295, loss: 1.458739 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 22.883295, loss: 1.459847 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 22.883295, loss: 1.461264 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 22.883295, loss: 1.462396 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 22.883295, loss: 1.463624 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 22.883295, loss: 1.465050 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 22.883295, loss: 1.466344 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 22.883295, loss: 1.467815 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 22.883295, loss: 1.469376 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 22.883295, loss: 1.470880 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 22.883295, loss: 1.472116 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 22.883295, loss: 1.473417 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 22.883295, loss: 1.474576 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 22.883295, loss: 1.476057 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 22.883295, loss: 1.477328 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 22.883295, loss: 1.478902 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 22.883295, loss: 1.480099 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 22.883295, loss: 1.481461 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 22.883295, loss: 1.482977 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 22.883295, loss: 1.484646 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 22.883295, loss: 1.486194 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 22.959573, loss: 1.487653 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 22.883295, loss: 1.488797 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 22.883295, loss: 1.490166 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 28.680397, loss: 1.491733 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 23.493516, loss: 1.493400 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 22.959573, loss: 1.494619 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 22.883295, loss: 1.495889 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 22.883295, loss: 1.497198 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 22.883295, loss: 1.498569 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 22.883295, loss: 1.499813 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 22.883295, loss: 1.501426 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 22.883295, loss: 1.502661 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 22.883295, loss: 1.504055 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 22.883295, loss: 1.505711 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 22.883295, loss: 1.507029 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 22.883295, loss: 1.508225 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 22.883295, loss: 1.509786 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 22.883295, loss: 1.511444 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 22.883295, loss: 1.512794 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 22.883295, loss: 1.514240 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 22.883295, loss: 1.515260 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 22.883295, loss: 1.516545 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 22.883295, loss: 1.517553 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 22.883295, loss: 1.518574 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 22.883295, loss: 1.519566 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 22.883295, loss: 1.521014 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 22.883295, loss: 1.522115 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 22.883295, loss: 1.522777 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 22.883295, loss: 1.523965 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 22.883295, loss: 1.524412 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 23.417239, loss: 1.525043 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 23.035850, loss: 1.525955 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 22.959573, loss: 1.526851 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 22.959573, loss: 1.527779 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 23.340961, loss: 1.528623 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 22.959573, loss: 1.529452 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 23.340961, loss: 1.530106 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 23.035850, loss: 1.530438 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 23.874905, loss: 1.529789 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 23.569794, loss: 1.530009 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 22.959573, loss: 1.530135 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 26.315789, loss: 1.529935 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 26.239512, loss: 1.529718 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 24.256293, loss: 1.529427 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 22.959573, loss: 1.528594 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 23.646072, loss: 1.527990 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 24.790236, loss: 1.527263 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 26.239512, loss: 1.527280 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 25.171625, loss: 1.526882 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 23.417239, loss: 1.526454 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 22.959573, loss: 1.525619 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 27.536232, loss: 1.524862 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 29.900839, loss: 1.523276 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 29.214340, loss: 1.520998 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 27.002288, loss: 1.518883 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 25.553013, loss: 1.518290 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 25.705568, loss: 1.517783 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 24.713959, loss: 1.516228 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 24.408848, loss: 1.514148 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 23.722349, loss: 1.510454 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 24.485126, loss: 1.509215 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 24.942792, loss: 1.506452 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 29.443173, loss: 1.503085 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 26.926011, loss: 1.501754 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 28.375286, loss: 1.497894 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 27.002288, loss: 1.494648 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 26.773455, loss: 1.492558 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 25.858124, loss: 1.488522 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 25.476735, loss: 1.483484 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 26.468345, loss: 1.475975 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 25.553013, loss: 1.473415 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 29.366895, loss: 1.465923 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 29.138063, loss: 1.460353 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 27.841342, loss: 1.454495 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 29.138063, loss: 1.451746 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 28.375286, loss: 1.446682 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 31.578947, loss: 1.446455 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 33.714722, loss: 1.440307 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 32.723112, loss: 1.434839 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 31.655225, loss: 1.429035 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 32.875667, loss: 1.423274 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 32.112891, loss: 1.418330 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 34.096110, loss: 1.411462 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 33.867277, loss: 1.405419 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 36.003051, loss: 1.403910 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 36.765828, loss: 1.397973 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 37.452326, loss: 1.391288 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 37.681159, loss: 1.389415 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 37.376049, loss: 1.382764 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 38.291381, loss: 1.378504 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 38.825324, loss: 1.377220 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 39.359268, loss: 1.372804 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 39.588101, loss: 1.367822 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 39.664378, loss: 1.361048 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 39.282990, loss: 1.356983 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 39.359268, loss: 1.353670 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 39.282990, loss: 1.348502 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 40.122044, loss: 1.343164 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 40.427155, loss: 1.333863 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 40.579710, loss: 1.324806 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 41.342487, loss: 1.316653 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 42.028986, loss: 1.306243 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 42.181541, loss: 1.300036 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 42.791762, loss: 1.298287 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 43.096873, loss: 1.292537 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 43.478261, loss: 1.287034 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 43.020595, loss: 1.287570 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 43.630816, loss: 1.284202 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 43.630816, loss: 1.285028 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 44.164760, loss: 1.277532 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 44.546148, loss: 1.271996 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 44.698703, loss: 1.268750 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 44.622426, loss: 1.263323 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 44.851259, loss: 1.256724 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 44.851259, loss: 1.249323 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 44.393593, loss: 1.243657 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 44.241037, loss: 1.238899 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 44.241037, loss: 1.237424 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 44.393593, loss: 1.233717 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 44.851259, loss: 1.230048 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 44.774981, loss: 1.223639 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 44.622426, loss: 1.224070 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 44.774981, loss: 1.220372 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 45.461480, loss: 1.213917 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 45.537757, loss: 1.215396 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 45.156369, loss: 1.215168 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 45.232647, loss: 1.212082 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 45.308924, loss: 1.209549 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 45.842868, loss: 1.208268 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 45.614035, loss: 1.201476 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 46.453089, loss: 1.197266 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 46.453089, loss: 1.195978 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 47.139588, loss: 1.185491 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 47.215866, loss: 1.186737 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 47.368421, loss: 1.186296 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 47.749809, loss: 1.186811 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 48.283753, loss: 1.185429 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 46.834477, loss: 1.186367 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 46.834477, loss: 1.180804 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 47.139588, loss: 1.180376 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 47.673532, loss: 1.181288 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 47.368421, loss: 1.180474 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 48.207475, loss: 1.178484 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 47.902365, loss: 1.174185 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 47.902365, loss: 1.167798 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 48.588863, loss: 1.164925 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 47.597254, loss: 1.166965 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 47.444699, loss: 1.165917 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 47.978642, loss: 1.165290 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 49.275362, loss: 1.159379 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 49.885584, loss: 1.152388 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 48.817696, loss: 1.153376 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 49.885584, loss: 1.150302 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 48.741419, loss: 1.149317 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 49.504195, loss: 1.146176 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 49.351640, loss: 1.143274 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 49.885584, loss: 1.145121 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 49.199085, loss: 1.143624 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 49.580473, loss: 1.141806 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 50.038139, loss: 1.142152 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 49.351640, loss: 1.143684 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 48.970252, loss: 1.141048 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 49.046529, loss: 1.141903 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 49.351640, loss: 1.138847 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 49.275362, loss: 1.136883 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 49.504195, loss: 1.133666 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 49.809306, loss: 1.130784 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 50.343249, loss: 1.127799 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 49.961861, loss: 1.127378 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 50.343249, loss: 1.124432 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 50.343249, loss: 1.121910 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 50.724638, loss: 1.121452 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 51.258581, loss: 1.117637 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 51.792525, loss: 1.115543 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 51.639969, loss: 1.112769 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 52.555301, loss: 1.109392 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 52.707857, loss: 1.108011 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 51.639969, loss: 1.108771 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 51.868802, loss: 1.107673 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 51.563692, loss: 1.108371 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 52.402746, loss: 1.108089 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 52.326468, loss: 1.109215 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 52.707857, loss: 1.107090 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 53.165523, loss: 1.102823 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 53.241800, loss: 1.103690 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 53.470633, loss: 1.100274 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 53.775744, loss: 1.097391 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 53.775744, loss: 1.097846 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 54.080854, loss: 1.096470 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 53.699466, loss: 1.094307 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 54.080854, loss: 1.094880 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 53.623188, loss: 1.096879 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 53.699466, loss: 1.093154 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 53.623188, loss: 1.092001 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 54.157132, loss: 1.088753 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 54.157132, loss: 1.086957 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 54.233410, loss: 1.085856 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 54.233410, loss: 1.085741 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 53.852021, loss: 1.085244 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 53.699466, loss: 1.085395 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 53.775744, loss: 1.086789 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 53.852021, loss: 1.085902 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 54.309687, loss: 1.083421 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 54.233410, loss: 1.081599 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 54.233410, loss: 1.080851 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 54.385965, loss: 1.078929 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 54.462243, loss: 1.076461 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 54.538520, loss: 1.074064 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 54.462243, loss: 1.073921 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 54.691076, loss: 1.073471 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 54.843631, loss: 1.071223 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 54.843631, loss: 1.070088 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 54.462243, loss: 1.069472 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 54.614798, loss: 1.067757 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 54.614798, loss: 1.066591 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 54.691076, loss: 1.065196 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 54.614798, loss: 1.063862 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 54.691076, loss: 1.063864 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 54.843631, loss: 1.063834 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 54.767353, loss: 1.063977 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 54.843631, loss: 1.065507 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 54.919908, loss: 1.063834 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 54.767353, loss: 1.061533 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 54.919908, loss: 1.061818 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 55.072464, loss: 1.060231 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 55.225019, loss: 1.058742 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 55.072464, loss: 1.059060 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 55.453852, loss: 1.060097 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 54.843631, loss: 1.060761 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 55.072464, loss: 1.059699 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 55.072464, loss: 1.059069 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 54.919908, loss: 1.060893 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 55.148741, loss: 1.059314 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 55.301297, loss: 1.058853 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 55.225019, loss: 1.058604 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 55.072464, loss: 1.056224 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 54.996186, loss: 1.056146 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 55.530130, loss: 1.055900 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 55.072464, loss: 1.055594 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 54.919908, loss: 1.055501 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 55.148741, loss: 1.054848 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 55.301297, loss: 1.054609 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 54.919908, loss: 1.054692 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 54.614798, loss: 1.053491 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 55.072464, loss: 1.053454 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 55.072464, loss: 1.054064 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 54.996186, loss: 1.053491 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 54.767353, loss: 1.053347 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 54.919908, loss: 1.051497 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 54.614798, loss: 1.050478 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 54.691076, loss: 1.051486 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 54.767353, loss: 1.052836 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 54.691076, loss: 1.052873 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 55.072464, loss: 1.052080 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 55.072464, loss: 1.049736 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 55.377574, loss: 1.047056 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 55.453852, loss: 1.046126 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 55.225019, loss: 1.044513 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 55.072464, loss: 1.044693 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 55.606407, loss: 1.041751 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 55.453852, loss: 1.042876 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 55.530130, loss: 1.042296 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 55.758963, loss: 1.042500 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 55.682685, loss: 1.042424 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 55.453852, loss: 1.041439 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 55.530130, loss: 1.041749 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 55.530130, loss: 1.043937 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 55.530130, loss: 1.044706 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 55.606407, loss: 1.045431 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 55.682685, loss: 1.044138 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 55.530130, loss: 1.045568 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 55.377574, loss: 1.049782 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 55.148741, loss: 1.051304 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 55.225019, loss: 1.051636 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 55.377574, loss: 1.049371 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 55.377574, loss: 1.049189 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 55.453852, loss: 1.049053 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 55.530130, loss: 1.047589 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 55.148741, loss: 1.048390 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 55.148741, loss: 1.046854 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 55.301297, loss: 1.045319 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 55.148741, loss: 1.045957 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 55.301297, loss: 1.048199 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 55.377574, loss: 1.046302 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 55.301297, loss: 1.045984 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 55.453852, loss: 1.044856 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 55.606407, loss: 1.043271 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 55.758963, loss: 1.041561 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 55.835240, loss: 1.040617 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 55.758963, loss: 1.040245 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 55.682685, loss: 1.041672 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 54.996186, loss: 1.043144 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 55.225019, loss: 1.043728 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 55.377574, loss: 1.042760 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 54.919908, loss: 1.041319 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 55.148741, loss: 1.041099 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 55.682685, loss: 1.043207 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 55.682685, loss: 1.042733 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 55.225019, loss: 1.042868 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 55.377574, loss: 1.042480 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 55.530130, loss: 1.042562 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 55.530130, loss: 1.043229 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 55.682685, loss: 1.044060 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 55.606407, loss: 1.041974 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 55.606407, loss: 1.039275 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 55.682685, loss: 1.040631 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 56.064073, loss: 1.039522 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 55.987796, loss: 1.039093 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 55.835240, loss: 1.038678 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 55.758963, loss: 1.037380 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 55.758963, loss: 1.038048 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 56.064073, loss: 1.034383 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 55.682685, loss: 1.033484 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 55.911518, loss: 1.033280 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 56.292906, loss: 1.031513 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 56.216629, loss: 1.031759 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 56.292906, loss: 1.030673 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 56.369184, loss: 1.030371 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 56.521739, loss: 1.028430 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 56.598017, loss: 1.027547 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 56.750572, loss: 1.026141 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 56.750572, loss: 1.025605 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 56.750572, loss: 1.025281 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 56.826850, loss: 1.023085 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 57.131960, loss: 1.022785 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 56.750572, loss: 1.022398 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 56.979405, loss: 1.021118 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 57.055683, loss: 1.019607 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 56.979405, loss: 1.021997 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 56.903127, loss: 1.023563 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 56.826850, loss: 1.025146 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 56.826850, loss: 1.025280 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 56.826850, loss: 1.024622 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 56.826850, loss: 1.025649 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 56.750572, loss: 1.024315 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 56.750572, loss: 1.022765 + diff --git a/log/EfficientNetV25.log b/log/EfficientNetV25.log new file mode 100644 index 0000000..01523ec --- /dev/null +++ b/log/EfficientNetV25.log @@ -0,0 +1,1736 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +"model_name" : "EfficientNetV2", + + "no_models" : 10, + + "dp" : true, + + "global_epochs" : 100, + + "local_epochs" : 3, + + "k" : 5, + + "batch_size" : 64, + + "lr" : 0.001, + + "momentum" : 0.0001, + + "C" : 1000, + + "lambda" : 0.1 +} + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.387100 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.387484 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.388008 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.388632 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.389350 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.390120 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.391037 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.392078 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.393216 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.394506 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.395903 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.397471 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.399196 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 22.883295, loss: 1.401143 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 22.883295, loss: 1.403222 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 22.883295, loss: 1.405580 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 22.883295, loss: 1.408108 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 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done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 22.883295, loss: 1.424154 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 22.883295, loss: 1.427995 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 22.883295, loss: 1.432280 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 22.883295, loss: 1.436809 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 22.883295, loss: 1.441445 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 22.883295, loss: 1.446179 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 22.883295, loss: 1.451287 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 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0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 22.883295, loss: 1.504830 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 22.883295, loss: 1.509897 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 22.883295, loss: 1.514038 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 23.340961, loss: 1.516777 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 34.858886, loss: 1.517717 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 31.731503, loss: 1.517091 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 31.121281, loss: 1.514631 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 27.154844, loss: 1.508050 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 25.019069, loss: 1.495730 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 24.637681, loss: 1.476362 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 25.553013, loss: 1.456489 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 26.392067, loss: 1.440375 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 27.917620, loss: 1.420664 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 28.756674, loss: 1.398016 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 31.273837, loss: 1.371125 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 34.096110, loss: 1.336812 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 36.918383, loss: 1.305444 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 38.291381, loss: 1.289301 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 41.342487, loss: 1.264245 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 42.791762, loss: 1.245806 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 43.325706, loss: 1.226225 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 44.546148, loss: 1.207281 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 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+Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 56.674294, loss: 1.009125 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 57.055683, loss: 1.008220 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 57.589626, loss: 0.999343 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 57.894737, loss: 0.994624 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 57.818459, loss: 0.995441 + diff --git a/log/EfficientNetV2=3.log b/log/EfficientNetV2=3.log new file mode 100644 index 0000000..9bf4ab3 --- /dev/null +++ b/log/EfficientNetV2=3.log @@ -0,0 +1,1724 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.386392 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.386907 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.387546 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.388245 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.389051 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.389941 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.390992 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.392134 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.393387 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.394771 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 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+Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 22.883295, loss: 1.415839 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 22.883295, loss: 1.419270 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 22.883295, loss: 1.423142 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 22.883295, loss: 1.427052 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 22.883295, loss: 1.431304 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 22.883295, loss: 1.435822 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 22.883295, loss: 1.440735 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 22.883295, loss: 1.445729 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 22.883295, loss: 1.450924 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 22.883295, loss: 1.456577 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 22.883295, loss: 1.462258 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 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done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 22.883295, loss: 1.490887 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 22.883295, loss: 1.496294 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 22.883295, loss: 1.500887 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 22.883295, loss: 1.504483 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 22.959573, loss: 1.507980 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 22.959573, loss: 1.510195 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 23.035850, loss: 1.508447 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 23.035850, loss: 1.506279 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 23.188406, loss: 1.498708 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 23.874905, loss: 1.492959 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 25.400458, loss: 1.482720 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 26.010679, loss: 1.472067 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 26.620900, loss: 1.450748 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 28.527841, loss: 1.416873 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 30.205950, loss: 1.392086 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 33.943555, loss: 1.361518 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 35.545385, loss: 1.341205 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 37.528604, loss: 1.311935 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 38.138825, loss: 1.281849 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 39.130435, loss: 1.262594 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 39.740656, loss: 1.239370 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 40.198322, loss: 1.223451 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 42.486651, loss: 1.203588 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 43.935927, loss: 1.183098 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 44.393593, loss: 1.173096 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 46.147979, loss: 1.153020 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 46.987033, loss: 1.142687 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 47.520976, loss: 1.133442 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 47.978642, loss: 1.126422 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 48.054920, loss: 1.121874 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 48.741419, loss: 1.115028 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 48.588863, loss: 1.112522 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 49.199085, loss: 1.100076 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 49.427918, loss: 1.100666 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 49.351640, loss: 1.098374 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 49.275362, loss: 1.097732 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 49.580473, loss: 1.086743 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 49.351640, loss: 1.083941 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 49.504195, loss: 1.083141 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 50.190694, loss: 1.075938 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 51.182304, loss: 1.070742 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 51.716247, loss: 1.064700 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 51.258581, loss: 1.064789 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 51.029748, loss: 1.065483 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 51.411137, loss: 1.062683 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 49.809306, loss: 1.069060 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 51.182304, loss: 1.063722 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 51.029748, loss: 1.063876 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 50.953471, loss: 1.061460 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 51.868802, loss: 1.057388 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 51.106026, loss: 1.057287 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 50.343249, loss: 1.055304 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 51.106026, loss: 1.053283 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 50.343249, loss: 1.054546 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 50.038139, loss: 1.056166 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 50.572082, loss: 1.052299 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 50.724638, loss: 1.049379 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 51.258581, loss: 1.048077 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 50.419527, loss: 1.048433 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. 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+Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 54.157132, loss: 1.031811 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 55.072464, loss: 1.025750 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 55.301297, loss: 1.019385 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 55.606407, loss: 1.019334 + diff --git a/log/cwt_improve_transformer_k3.log b/log/cwt_improve_transformer_k3.log new file mode 100644 index 0000000..ed322a9 --- /dev/null +++ b/log/cwt_improve_transformer_k3.log @@ -0,0 +1,1824 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 33.562166, loss: 1.504646 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 39.435545, loss: 1.325078 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 46.605645, loss: 1.171633 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 56.521739, loss: 1.059756 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 63.996949, loss: 0.957955 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 68.344775, loss: 0.871906 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 71.167048, loss: 0.800121 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 74.218154, loss: 0.741141 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 76.964150, loss: 0.692020 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 78.260870, loss: 0.649034 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 79.023646, loss: 0.618236 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 80.244088, loss: 0.589117 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 81.006865, loss: 0.562048 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 81.540809, loss: 0.539839 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 82.227307, loss: 0.516676 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 82.532418, loss: 0.497375 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 82.837529, loss: 0.480480 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 83.524027, loss: 0.467323 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.524027, loss: 0.455236 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.600305, loss: 0.441676 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 84.134249, loss: 0.430859 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 84.439359, loss: 0.418164 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 84.973303, loss: 0.408633 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 85.430969, loss: 0.399997 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 85.278413, loss: 0.391427 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 85.354691, loss: 0.385312 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 85.583524, loss: 0.378209 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.041190, loss: 0.372146 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.727689, loss: 0.363896 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.727689, loss: 0.358073 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 86.727689, loss: 0.353601 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 86.803966, loss: 0.349221 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 87.032799, loss: 0.345409 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.261632, loss: 0.337498 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.490465, loss: 0.329769 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.719298, loss: 0.326579 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.024409, loss: 0.322660 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.253242, loss: 0.319747 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.558352, loss: 0.312225 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 88.787185, loss: 0.306045 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 88.939741, loss: 0.302379 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 88.863463, loss: 0.298453 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 89.244851, loss: 0.296049 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 89.473684, loss: 0.290605 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 89.626240, loss: 0.287513 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 89.778795, loss: 0.285670 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 89.778795, loss: 0.284207 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.160183, loss: 0.275297 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.236461, loss: 0.269793 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.541571, loss: 0.265680 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.617849, loss: 0.264385 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 90.846682, loss: 0.261549 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 91.075515, loss: 0.257469 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 90.846682, loss: 0.253035 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.075515, loss: 0.250783 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.228070, loss: 0.249957 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.151793, loss: 0.245831 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.380625, loss: 0.243652 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.228070, loss: 0.240293 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.228070, loss: 0.238342 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.456903, loss: 0.233511 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.609458, loss: 0.229389 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.914569, loss: 0.227335 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 91.914569, loss: 0.226150 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 91.838291, loss: 0.223471 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 92.143402, loss: 0.221133 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.067124, loss: 0.218168 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.372235, loss: 0.217209 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.295957, loss: 0.214567 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.372235, loss: 0.215212 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.601068, loss: 0.209175 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.601068, loss: 0.206159 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.524790, loss: 0.203765 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.753623, loss: 0.201241 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.829901, loss: 0.199790 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 92.982456, loss: 0.197346 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 92.982456, loss: 0.195427 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.058734, loss: 0.192371 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.211289, loss: 0.190850 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.440122, loss: 0.188477 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.668955, loss: 0.185287 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.668955, loss: 0.185169 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.821510, loss: 0.184229 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.440122, loss: 0.183558 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.745233, loss: 0.181438 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.821510, loss: 0.179058 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.050343, loss: 0.177978 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.126621, loss: 0.176459 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.974066, loss: 0.175146 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.974066, loss: 0.174032 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.050343, loss: 0.172519 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.202899, loss: 0.172670 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.355454, loss: 0.171764 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.355454, loss: 0.169497 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.431732, loss: 0.167627 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.508009, loss: 0.167356 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.508009, loss: 0.165723 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.584287, loss: 0.165378 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.660564, loss: 0.163753 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.508009, loss: 0.162558 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.508009, loss: 0.160988 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.660564, loss: 0.160464 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.660564, loss: 0.159765 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.813120, loss: 0.158428 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.965675, loss: 0.157295 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 95.118230, loss: 0.156200 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 95.118230, loss: 0.155443 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 95.194508, loss: 0.154211 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 95.270786, loss: 0.154067 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 95.270786, loss: 0.152691 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 95.270786, loss: 0.152075 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.270786, loss: 0.151729 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.423341, loss: 0.150483 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.347063, loss: 0.150120 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.423341, loss: 0.149428 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.423341, loss: 0.148570 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.499619, loss: 0.148312 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.652174, loss: 0.147019 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.575896, loss: 0.146786 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.575896, loss: 0.144578 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.499619, loss: 0.143298 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.499619, loss: 0.143691 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.575896, loss: 0.142572 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.499619, loss: 0.140941 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.499619, loss: 0.140055 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.575896, loss: 0.138533 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.652174, loss: 0.138698 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.575896, loss: 0.137875 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.652174, loss: 0.137591 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.652174, loss: 0.136421 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.804729, loss: 0.136824 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.804729, loss: 0.136588 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.804729, loss: 0.135539 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.881007, loss: 0.135192 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.881007, loss: 0.133684 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.881007, loss: 0.133469 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.881007, loss: 0.133769 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.881007, loss: 0.133636 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.957285, loss: 0.133891 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.881007, loss: 0.134164 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.957285, loss: 0.133464 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.033562, loss: 0.133164 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.033562, loss: 0.132510 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.033562, loss: 0.131691 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.033562, loss: 0.130583 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.033562, loss: 0.129772 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.109840, loss: 0.129203 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.186117, loss: 0.128781 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.109840, loss: 0.127847 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.186117, loss: 0.127389 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.186117, loss: 0.127127 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.186117, loss: 0.126429 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.186117, loss: 0.126638 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.186117, loss: 0.126036 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.262395, loss: 0.125467 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.186117, loss: 0.125678 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.033562, loss: 0.125237 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.186117, loss: 0.124609 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.186117, loss: 0.124215 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.262395, loss: 0.123227 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.122076 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.122362 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.186117, loss: 0.121730 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.186117, loss: 0.121584 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.186117, loss: 0.121539 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.186117, loss: 0.121166 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.338673, loss: 0.120495 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.414950, loss: 0.119187 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.414950, loss: 0.119322 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.414950, loss: 0.118240 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.414950, loss: 0.116939 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.414950, loss: 0.116112 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.491228, loss: 0.115865 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.414950, loss: 0.115861 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.414950, loss: 0.115616 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.414950, loss: 0.115370 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.338673, loss: 0.115408 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.414950, loss: 0.114852 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.414950, loss: 0.115732 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.414950, loss: 0.115497 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.491228, loss: 0.115328 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.491228, loss: 0.115092 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.491228, loss: 0.114958 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.491228, loss: 0.114287 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.414950, loss: 0.114175 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.491228, loss: 0.114362 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.491228, loss: 0.113965 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.491228, loss: 0.113757 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.491228, loss: 0.114005 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.491228, loss: 0.113999 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.491228, loss: 0.114588 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.491228, loss: 0.113866 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.414950, loss: 0.113367 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.414950, loss: 0.113213 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.491228, loss: 0.113170 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.112609 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.112255 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.111641 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.491228, loss: 0.111905 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.491228, loss: 0.112215 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.491228, loss: 0.111488 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.491228, loss: 0.110900 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.643783, loss: 0.110658 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.567506, loss: 0.110941 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.567506, loss: 0.111290 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.567506, loss: 0.111097 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.567506, loss: 0.110243 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.567506, loss: 0.110205 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.720061, loss: 0.110248 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.720061, loss: 0.109930 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.720061, loss: 0.108960 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.720061, loss: 0.108861 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.720061, loss: 0.108324 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.720061, loss: 0.107808 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.720061, loss: 0.107920 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.720061, loss: 0.108003 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.643783, loss: 0.107797 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.720061, loss: 0.108382 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.720061, loss: 0.108294 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.643783, loss: 0.108996 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.796339, loss: 0.109225 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.720061, loss: 0.109236 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.872616, loss: 0.109319 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.872616, loss: 0.109336 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.872616, loss: 0.109379 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.948894, loss: 0.108599 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.872616, loss: 0.108275 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.872616, loss: 0.108237 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.720061, loss: 0.108337 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.720061, loss: 0.107452 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.720061, loss: 0.107911 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.720061, loss: 0.108366 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.720061, loss: 0.107994 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.720061, loss: 0.107973 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.720061, loss: 0.108297 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.872616, loss: 0.107795 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.872616, loss: 0.108432 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.872616, loss: 0.108211 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.872616, loss: 0.107708 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.872616, loss: 0.107248 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.872616, loss: 0.106747 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.872616, loss: 0.106617 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.872616, loss: 0.105972 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.872616, loss: 0.105677 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.872616, loss: 0.105503 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.872616, loss: 0.105072 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.872616, loss: 0.104742 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.872616, loss: 0.104246 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.872616, loss: 0.103871 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.872616, loss: 0.103815 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.872616, loss: 0.103839 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.872616, loss: 0.104443 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.872616, loss: 0.104381 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.872616, loss: 0.103959 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.948894, loss: 0.103786 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.948894, loss: 0.104177 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.948894, loss: 0.104074 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.872616, loss: 0.104580 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.025172, loss: 0.104326 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.025172, loss: 0.104411 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.025172, loss: 0.104909 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.025172, loss: 0.105141 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.025172, loss: 0.104642 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.948894, loss: 0.104198 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.948894, loss: 0.103848 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.948894, loss: 0.103635 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.948894, loss: 0.103186 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.025172, loss: 0.102486 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.025172, loss: 0.102405 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.948894, loss: 0.102138 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.948894, loss: 0.101880 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.948894, loss: 0.101969 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.948894, loss: 0.101278 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.025172, loss: 0.101151 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.948894, loss: 0.100646 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.948894, loss: 0.100608 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.872616, loss: 0.100717 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.872616, loss: 0.100577 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.948894, loss: 0.100266 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.948894, loss: 0.100122 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.101449, loss: 0.099628 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.101449, loss: 0.099314 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.101449, loss: 0.099375 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.025172, loss: 0.100509 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.025172, loss: 0.100408 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.025172, loss: 0.100088 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.101449, loss: 0.099812 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.025172, loss: 0.100852 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.948894, loss: 0.101433 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.948894, loss: 0.101254 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.948894, loss: 0.101408 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.948894, loss: 0.101682 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.025172, loss: 0.101049 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.025172, loss: 0.101025 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.025172, loss: 0.100922 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.025172, loss: 0.100838 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.025172, loss: 0.100813 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.025172, loss: 0.100585 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.948894, loss: 0.100903 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.948894, loss: 0.100794 + diff --git a/log/cwt_improve_transformer_k3_no_dp.log b/log/cwt_improve_transformer_k3_no_dp.log new file mode 100644 index 0000000..9a4e535 --- /dev/null +++ b/log/cwt_improve_transformer_k3_no_dp.log @@ -0,0 +1,1824 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 23.951182, loss: 2.359397 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 25.019069, loss: 2.013714 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 28.375286, loss: 1.733413 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 34.096110, loss: 1.486764 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 42.257818, loss: 1.274076 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 49.580473, loss: 1.113246 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 58.123570, loss: 0.981434 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 63.844394, loss: 0.873000 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 68.421053, loss: 0.797166 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 71.700992, loss: 0.730871 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 75.667429, loss: 0.678330 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 77.421815, loss: 0.632296 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 78.642258, loss: 0.595791 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 79.633867, loss: 0.569230 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 80.472921, loss: 0.546103 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 81.159420, loss: 0.522333 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 81.159420, loss: 0.499953 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 82.379863, loss: 0.476533 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.218917, loss: 0.463843 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.066362, loss: 0.448901 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.295195, loss: 0.432867 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 83.600305, loss: 0.424294 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 84.363082, loss: 0.413607 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 84.973303, loss: 0.400381 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 85.430969, loss: 0.389568 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 85.659802, loss: 0.382752 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 85.888635, loss: 0.377165 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.117468, loss: 0.366029 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.498856, loss: 0.357120 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.346301, loss: 0.352515 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 86.727689, loss: 0.348932 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 86.956522, loss: 0.339905 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 87.185355, loss: 0.336208 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.414188, loss: 0.328662 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.643021, loss: 0.322889 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 88.100686, loss: 0.316044 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.329519, loss: 0.308303 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.253242, loss: 0.304490 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.710908, loss: 0.299095 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 88.863463, loss: 0.293556 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 89.168574, loss: 0.286773 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 89.397407, loss: 0.283724 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 89.321129, loss: 0.278803 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 89.397407, loss: 0.276192 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 89.855072, loss: 0.271360 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.083905, loss: 0.266013 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.236461, loss: 0.261515 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.083905, loss: 0.256983 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.160183, loss: 0.255186 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.236461, loss: 0.251796 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.541571, loss: 0.247061 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 90.922960, loss: 0.242751 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 91.304348, loss: 0.236874 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 91.151793, loss: 0.231598 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.304348, loss: 0.229301 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.304348, loss: 0.226739 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.456903, loss: 0.223937 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.838291, loss: 0.219970 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.914569, loss: 0.217681 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 92.143402, loss: 0.212774 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 92.372235, loss: 0.210438 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 92.219680, loss: 0.206474 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 92.295957, loss: 0.204470 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 92.448513, loss: 0.203663 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 92.601068, loss: 0.200985 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 92.601068, loss: 0.199238 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.829901, loss: 0.196796 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.524790, loss: 0.194526 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.753623, loss: 0.192298 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.906178, loss: 0.189023 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.982456, loss: 0.187705 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.753623, loss: 0.184362 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.135011, loss: 0.183842 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.287567, loss: 0.182043 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.516400, loss: 0.179025 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.745233, loss: 0.175891 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.668955, loss: 0.174149 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.592677, loss: 0.172698 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.668955, loss: 0.170907 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.745233, loss: 0.169940 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.592677, loss: 0.169405 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.745233, loss: 0.168772 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.821510, loss: 0.168142 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.668955, loss: 0.166210 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.363844, loss: 0.168263 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.897788, loss: 0.165920 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.668955, loss: 0.162670 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.821510, loss: 0.161710 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.745233, loss: 0.160913 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.592677, loss: 0.159641 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.897788, loss: 0.158665 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.897788, loss: 0.156046 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.974066, loss: 0.154254 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.050343, loss: 0.153646 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.355454, loss: 0.153077 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.202899, loss: 0.151517 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.279176, loss: 0.150937 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.126621, loss: 0.151159 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.126621, loss: 0.147623 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.279176, loss: 0.145531 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.508009, loss: 0.143039 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.431732, loss: 0.143199 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.508009, loss: 0.140865 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.584287, loss: 0.140351 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.508009, loss: 0.139619 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.508009, loss: 0.138269 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.431732, loss: 0.138854 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.202899, loss: 0.138668 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.355454, loss: 0.138926 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.355454, loss: 0.139902 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.202899, loss: 0.139064 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.508009, loss: 0.138921 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.355454, loss: 0.137682 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.431732, loss: 0.136139 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.508009, loss: 0.135152 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.508009, loss: 0.133733 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.584287, loss: 0.133393 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 94.813120, loss: 0.132898 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 94.813120, loss: 0.131814 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 94.736842, loss: 0.132576 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.041953, loss: 0.131278 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 94.965675, loss: 0.129732 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.118230, loss: 0.129979 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.194508, loss: 0.128903 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.118230, loss: 0.128176 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.423341, loss: 0.126484 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.270786, loss: 0.125708 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.347063, loss: 0.124102 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.575896, loss: 0.122977 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.423341, loss: 0.121538 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.499619, loss: 0.123212 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.347063, loss: 0.122222 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.652174, loss: 0.120269 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.575896, loss: 0.118353 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.499619, loss: 0.118077 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.652174, loss: 0.117062 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.652174, loss: 0.118061 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.575896, loss: 0.117971 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.575896, loss: 0.117416 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.575896, loss: 0.118101 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.575896, loss: 0.117864 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.423341, loss: 0.118781 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.728452, loss: 0.117884 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.652174, loss: 0.116784 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.499619, loss: 0.116839 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.881007, loss: 0.113387 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.109840, loss: 0.111718 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.881007, loss: 0.111611 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.957285, loss: 0.110119 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.957285, loss: 0.109535 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.033562, loss: 0.109693 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.957285, loss: 0.108312 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.033562, loss: 0.106934 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.881007, loss: 0.108561 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.957285, loss: 0.107538 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.881007, loss: 0.106637 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.033562, loss: 0.105679 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.109840, loss: 0.104949 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.186117, loss: 0.105236 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.109840, loss: 0.105002 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.262395, loss: 0.104131 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.104006 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.033562, loss: 0.104494 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.262395, loss: 0.103212 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.186117, loss: 0.102468 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.338673, loss: 0.102748 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.262395, loss: 0.103630 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.186117, loss: 0.104870 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.262395, loss: 0.103945 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.338673, loss: 0.103151 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.414950, loss: 0.102584 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.414950, loss: 0.102403 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.414950, loss: 0.101475 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.338673, loss: 0.100187 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.414950, loss: 0.099413 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.491228, loss: 0.098217 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.414950, loss: 0.098491 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.491228, loss: 0.099642 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.567506, loss: 0.099089 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.567506, loss: 0.098712 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.567506, loss: 0.099199 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.643783, loss: 0.098959 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.720061, loss: 0.098022 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.720061, loss: 0.098802 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.720061, loss: 0.098129 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.720061, loss: 0.097541 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.720061, loss: 0.096825 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.720061, loss: 0.096259 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.872616, loss: 0.095753 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.796339, loss: 0.097149 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.872616, loss: 0.096342 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.872616, loss: 0.095279 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.872616, loss: 0.094946 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.872616, loss: 0.093390 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.796339, loss: 0.094329 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.872616, loss: 0.095620 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.948894, loss: 0.094089 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.025172, loss: 0.093395 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.092054 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.092399 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.948894, loss: 0.091977 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.796339, loss: 0.093276 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.872616, loss: 0.092649 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.796339, loss: 0.091913 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.872616, loss: 0.091427 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.872616, loss: 0.090269 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.796339, loss: 0.090418 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.872616, loss: 0.089714 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.948894, loss: 0.089288 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.948894, loss: 0.089979 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.872616, loss: 0.089868 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.948894, loss: 0.091093 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.872616, loss: 0.090689 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.872616, loss: 0.091154 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.872616, loss: 0.089958 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.872616, loss: 0.090030 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.872616, loss: 0.089267 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.948894, loss: 0.089591 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.948894, loss: 0.088981 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.872616, loss: 0.087943 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.948894, loss: 0.087469 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.948894, loss: 0.087425 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.025172, loss: 0.087713 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.025172, loss: 0.088263 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.025172, loss: 0.087119 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.025172, loss: 0.087608 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.025172, loss: 0.088465 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.101449, loss: 0.087288 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.101449, loss: 0.087390 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.101449, loss: 0.086198 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.101449, loss: 0.086242 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.101449, loss: 0.087557 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.025172, loss: 0.086443 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.025172, loss: 0.087002 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.101449, loss: 0.087771 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.025172, loss: 0.086291 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.101449, loss: 0.085719 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.101449, loss: 0.086521 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.101449, loss: 0.086034 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.101449, loss: 0.085512 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.101449, loss: 0.085248 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.025172, loss: 0.084646 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.101449, loss: 0.083630 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.177727, loss: 0.082837 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.101449, loss: 0.083595 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.177727, loss: 0.083148 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.082377 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.082332 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.177727, loss: 0.083090 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.177727, loss: 0.082675 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.177727, loss: 0.081945 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.177727, loss: 0.082886 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.948894, loss: 0.083849 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.101449, loss: 0.083672 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.101449, loss: 0.082933 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.101449, loss: 0.083526 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.101449, loss: 0.084207 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.025172, loss: 0.083385 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.101449, loss: 0.082652 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.101449, loss: 0.083034 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.177727, loss: 0.082019 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.177727, loss: 0.082627 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.177727, loss: 0.081642 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.081126 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.080418 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.081162 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.080867 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.080279 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.079647 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.079336 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.177727, loss: 0.080580 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.177727, loss: 0.081662 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.177727, loss: 0.080913 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.081516 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.254005, loss: 0.080419 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.254005, loss: 0.080107 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.254005, loss: 0.080922 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.254005, loss: 0.081971 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.254005, loss: 0.081119 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.254005, loss: 0.080240 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.254005, loss: 0.081520 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.254005, loss: 0.081521 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.254005, loss: 0.081020 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.254005, loss: 0.080307 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.254005, loss: 0.081206 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.080408 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.080545 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.081471 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.082817 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.082007 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.082656 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.254005, loss: 0.083545 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.254005, loss: 0.082589 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.254005, loss: 0.081961 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.254005, loss: 0.083136 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.177727, loss: 0.083827 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.177727, loss: 0.082813 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.177727, loss: 0.082009 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.177727, loss: 0.081672 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.177727, loss: 0.082431 + diff --git a/log/cwt_improve_transformer_k5.log b/log/cwt_improve_transformer_k5.log new file mode 100644 index 0000000..f4b0b38 --- /dev/null +++ b/log/cwt_improve_transformer_k5.log @@ -0,0 +1,3024 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 31.197559, loss: 1.609072 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 37.604882, loss: 1.435694 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 45.537757, loss: 1.267881 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 51.945080, loss: 1.135514 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 56.521739, loss: 1.038707 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 60.564455, loss: 0.940285 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 64.225782, loss: 0.862969 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 66.742944, loss: 0.799444 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 69.260107, loss: 0.739511 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 71.929825, loss: 0.688638 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 74.218154, loss: 0.647363 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 76.048818, loss: 0.611010 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 78.108314, loss: 0.574725 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 78.794813, loss: 0.545670 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 79.557590, loss: 0.521960 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 80.930587, loss: 0.498085 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 81.922197, loss: 0.477109 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.303585, loss: 0.463965 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.837529, loss: 0.451104 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 83.218917, loss: 0.432485 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 83.905416, loss: 0.419069 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 84.363082, loss: 0.406764 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 84.668192, loss: 0.395090 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 85.507246, loss: 0.385702 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 85.507246, loss: 0.377399 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 85.964912, loss: 0.367685 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 86.117468, loss: 0.358317 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 86.346301, loss: 0.350764 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 86.575133, loss: 0.344521 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.109077, loss: 0.334736 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 87.566743, loss: 0.326616 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.253242, loss: 0.317860 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.253242, loss: 0.312275 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.329519, loss: 0.307098 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.634630, loss: 0.301594 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.016018, loss: 0.296846 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.244851, loss: 0.291681 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.931350, loss: 0.285259 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 90.236461, loss: 0.279956 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 90.541571, loss: 0.274875 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.617849, loss: 0.270296 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.770404, loss: 0.264738 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.770404, loss: 0.260324 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.999237, loss: 0.254670 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.846682, loss: 0.250759 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 90.999237, loss: 0.246267 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.228070, loss: 0.241037 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.304348, loss: 0.239300 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.304348, loss: 0.237975 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.304348, loss: 0.234909 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.609458, loss: 0.230888 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.685736, loss: 0.228036 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.914569, loss: 0.224209 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.990847, loss: 0.220612 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 92.219680, loss: 0.216799 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.295957, loss: 0.214403 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.295957, loss: 0.211629 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.448513, loss: 0.208598 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.295957, loss: 0.205235 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.372235, loss: 0.202886 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.677346, loss: 0.201058 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.753623, loss: 0.199112 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.906178, loss: 0.198348 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.982456, loss: 0.195355 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 93.135011, loss: 0.192759 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 93.135011, loss: 0.190586 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 93.058734, loss: 0.190130 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 93.211289, loss: 0.186903 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 93.440122, loss: 0.185318 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 93.516400, loss: 0.183000 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.821510, loss: 0.182044 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.897788, loss: 0.178158 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.668955, loss: 0.176039 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.592677, loss: 0.173865 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.821510, loss: 0.173019 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.745233, loss: 0.170912 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.821510, loss: 0.167984 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.745233, loss: 0.167739 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.745233, loss: 0.166591 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.821510, loss: 0.164904 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.974066, loss: 0.163491 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 94.126621, loss: 0.159681 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 94.355454, loss: 0.158032 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 94.355454, loss: 0.156152 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 94.355454, loss: 0.154912 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.355454, loss: 0.153966 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.431732, loss: 0.154047 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.431732, loss: 0.152394 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.279176, loss: 0.150967 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.431732, loss: 0.150115 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.431732, loss: 0.148143 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.508009, loss: 0.147199 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.279176, loss: 0.146825 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.431732, loss: 0.145544 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.584287, loss: 0.143182 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.508009, loss: 0.143589 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.508009, loss: 0.140553 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.508009, loss: 0.139866 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.584287, loss: 0.139160 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.660564, loss: 0.136977 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.736842, loss: 0.134600 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.889397, loss: 0.134086 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.965675, loss: 0.132165 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 95.118230, loss: 0.132049 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 95.041953, loss: 0.130366 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 95.270786, loss: 0.129818 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 95.118230, loss: 0.129760 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 95.423341, loss: 0.128589 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 95.270786, loss: 0.127552 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 95.423341, loss: 0.125847 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 95.423341, loss: 0.124672 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 95.499619, loss: 0.123444 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 95.499619, loss: 0.123197 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 95.499619, loss: 0.122255 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 95.575896, loss: 0.122195 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.652174, loss: 0.121871 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.499619, loss: 0.122085 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.575896, loss: 0.120469 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.652174, loss: 0.120714 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.728452, loss: 0.119298 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.804729, loss: 0.118614 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.881007, loss: 0.117416 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.957285, loss: 0.117318 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 96.033562, loss: 0.116637 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.881007, loss: 0.115964 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.728452, loss: 0.116469 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.804729, loss: 0.116944 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.804729, loss: 0.116511 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.881007, loss: 0.115638 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.881007, loss: 0.114805 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.804729, loss: 0.112938 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.957285, loss: 0.113153 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 96.109840, loss: 0.112507 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 96.186117, loss: 0.111796 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 96.109840, loss: 0.111524 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 96.033562, loss: 0.111705 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 96.033562, loss: 0.111447 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 96.109840, loss: 0.109622 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 96.109840, loss: 0.110269 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 96.109840, loss: 0.109159 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.109840, loss: 0.108738 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.109840, loss: 0.108393 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.109840, loss: 0.106837 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.262395, loss: 0.106210 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.109840, loss: 0.106984 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.338673, loss: 0.105252 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.262395, loss: 0.104001 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.186117, loss: 0.103747 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.186117, loss: 0.104094 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.186117, loss: 0.103438 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.338673, loss: 0.102399 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.338673, loss: 0.102193 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.338673, loss: 0.101526 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.338673, loss: 0.101409 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.338673, loss: 0.100916 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.338673, loss: 0.100980 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.414950, loss: 0.100038 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.338673, loss: 0.098742 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.414950, loss: 0.099123 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.338673, loss: 0.099354 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.491228, loss: 0.099153 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.567506, loss: 0.098299 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.338673, loss: 0.098309 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.414950, loss: 0.097216 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.414950, loss: 0.097207 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.414950, loss: 0.096657 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.491228, loss: 0.096627 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.414950, loss: 0.096846 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.491228, loss: 0.096408 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.414950, loss: 0.095952 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.414950, loss: 0.095553 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.491228, loss: 0.095707 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.567506, loss: 0.095623 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.643783, loss: 0.095977 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.643783, loss: 0.096082 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.643783, loss: 0.094372 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.567506, loss: 0.094177 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.643783, loss: 0.093102 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.643783, loss: 0.092292 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.643783, loss: 0.092768 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.567506, loss: 0.092057 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.643783, loss: 0.092026 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.567506, loss: 0.091351 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.720061, loss: 0.090727 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.720061, loss: 0.090120 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.643783, loss: 0.090573 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.643783, loss: 0.089724 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.720061, loss: 0.090211 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.796339, loss: 0.090368 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.643783, loss: 0.089860 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 97.025172, loss: 0.089555 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.796339, loss: 0.089333 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.948894, loss: 0.089502 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.948894, loss: 0.089898 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 97.025172, loss: 0.088633 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 97.025172, loss: 0.088332 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.872616, loss: 0.087395 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.720061, loss: 0.087433 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 97.025172, loss: 0.086134 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.948894, loss: 0.085881 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 97.101449, loss: 0.086562 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.872616, loss: 0.086992 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 97.177727, loss: 0.086505 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 97.177727, loss: 0.086218 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 97.101449, loss: 0.085152 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 97.254005, loss: 0.085029 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 97.101449, loss: 0.084842 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 97.101449, loss: 0.084445 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 97.025172, loss: 0.083279 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 97.177727, loss: 0.082891 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 97.101449, loss: 0.082741 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 97.025172, loss: 0.082154 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 97.025172, loss: 0.082043 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 97.101449, loss: 0.082535 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 97.177727, loss: 0.082898 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 97.177727, loss: 0.082586 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 97.177727, loss: 0.083292 + +8 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0.080572 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 97.254005, loss: 0.080806 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 97.254005, loss: 0.080676 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.406560, loss: 0.080497 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.482838, loss: 0.080442 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.482838, loss: 0.080564 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.482838, loss: 0.079643 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.406560, loss: 0.080072 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.330282, loss: 0.080230 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.406560, loss: 0.079805 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.406560, loss: 0.079269 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.482838, loss: 0.078728 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.330282, loss: 0.078293 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.330282, loss: 0.077786 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.330282, loss: 0.077958 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.330282, loss: 0.078260 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.482838, loss: 0.078222 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.482838, loss: 0.077573 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.559115, loss: 0.077505 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.254005, loss: 0.078096 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.254005, loss: 0.078347 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.330282, loss: 0.077728 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.330282, loss: 0.077210 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.330282, loss: 0.077521 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.406560, loss: 0.077096 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.406560, loss: 0.076676 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.406560, loss: 0.076635 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.482838, loss: 0.076194 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.559115, loss: 0.076454 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.406560, loss: 0.076102 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.406560, loss: 0.076418 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.482838, loss: 0.076864 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.482838, loss: 0.076907 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.482838, loss: 0.076779 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.482838, loss: 0.076248 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.711670, loss: 0.075254 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.711670, loss: 0.075292 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.635393, loss: 0.075549 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.711670, loss: 0.074884 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.711670, loss: 0.074797 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.482838, loss: 0.075358 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.559115, loss: 0.075418 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.711670, loss: 0.075180 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.635393, loss: 0.075201 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.635393, loss: 0.075153 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.559115, loss: 0.074750 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.711670, loss: 0.074553 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.711670, loss: 0.074307 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.635393, loss: 0.074197 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.406560, loss: 0.074819 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.482838, loss: 0.074786 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.559115, loss: 0.074500 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.559115, loss: 0.073950 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.559115, loss: 0.073490 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.635393, loss: 0.072994 + +8 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0.073678 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.635393, loss: 0.073768 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.635393, loss: 0.072945 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.711670, loss: 0.072739 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.711670, loss: 0.072446 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.711670, loss: 0.072474 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.711670, loss: 0.072262 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.711670, loss: 0.072080 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.711670, loss: 0.072102 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.711670, loss: 0.071975 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.711670, loss: 0.071758 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.635393, loss: 0.072249 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.635393, loss: 0.072110 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.635393, loss: 0.072906 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.559115, loss: 0.071954 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.635393, loss: 0.071894 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.635393, loss: 0.071765 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.559115, loss: 0.071682 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.559115, loss: 0.072506 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.635393, loss: 0.072556 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.635393, loss: 0.072601 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.635393, loss: 0.072299 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.559115, loss: 0.071679 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.635393, loss: 0.071697 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.635393, loss: 0.071474 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.635393, loss: 0.071189 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.711670, loss: 0.070548 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.711670, loss: 0.070159 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.711670, loss: 0.070326 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.635393, loss: 0.070250 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.559115, loss: 0.071277 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.635393, loss: 0.071301 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.635393, loss: 0.071219 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.711670, loss: 0.070791 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.711670, loss: 0.070318 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.711670, loss: 0.070671 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.711670, loss: 0.070170 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.787948, loss: 0.070032 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.711670, loss: 0.069949 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.711670, loss: 0.070892 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.635393, loss: 0.071042 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.635393, loss: 0.070802 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.635393, loss: 0.070854 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.635393, loss: 0.071138 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.635393, loss: 0.070641 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.711670, loss: 0.070490 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.711670, loss: 0.070380 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.559115, loss: 0.070203 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.711670, loss: 0.070228 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.635393, loss: 0.069642 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.711670, loss: 0.069784 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.787948, loss: 0.069704 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.787948, loss: 0.069534 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.787948, loss: 0.069524 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.711670, loss: 0.069857 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.711670, loss: 0.069823 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.787948, loss: 0.069880 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.711670, loss: 0.069581 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.711670, loss: 0.069946 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.711670, loss: 0.069804 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.711670, loss: 0.069312 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.711670, loss: 0.068824 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.711670, loss: 0.069506 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.711670, loss: 0.069112 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.711670, loss: 0.069469 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.711670, loss: 0.068988 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.711670, loss: 0.069232 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.711670, loss: 0.069105 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.711670, loss: 0.069778 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.711670, loss: 0.069610 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.711670, loss: 0.069188 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.711670, loss: 0.069237 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.711670, loss: 0.068651 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.711670, loss: 0.068706 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.711670, loss: 0.068389 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.635393, loss: 0.068602 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.711670, loss: 0.068600 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.711670, loss: 0.068292 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.711670, loss: 0.068170 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.711670, loss: 0.068687 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.711670, loss: 0.068551 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.711670, loss: 0.068399 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.787948, loss: 0.067714 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.711670, loss: 0.067138 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.711670, loss: 0.067090 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.787948, loss: 0.067896 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.787948, loss: 0.067565 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.711670, loss: 0.067519 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.711670, loss: 0.067241 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.787948, loss: 0.066833 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.787948, loss: 0.066879 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.787948, loss: 0.067112 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.787948, loss: 0.067308 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.787948, loss: 0.067550 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.787948, loss: 0.067796 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.787948, loss: 0.067616 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.787948, loss: 0.067678 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.787948, loss: 0.067280 + +4 +Epoch 0 done. +Epoch 1 done. 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97.711670, loss: 0.067557 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.787948, loss: 0.067247 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.787948, loss: 0.067398 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.787948, loss: 0.066650 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.787948, loss: 0.067113 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.940503, loss: 0.066696 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.787948, loss: 0.066657 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.864226, loss: 0.066407 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.787948, loss: 0.065927 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.787948, loss: 0.065782 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.864226, loss: 0.066006 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. 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97.864226, loss: 0.063980 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.787948, loss: 0.063631 + diff --git a/log/cwt_improve_transformer_k5_no_dp.log b/log/cwt_improve_transformer_k5_no_dp.log new file mode 100644 index 0000000..432815e --- /dev/null +++ b/log/cwt_improve_transformer_k5_no_dp.log @@ -0,0 +1,3024 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 31.426392, loss: 2.805691 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 34.248665, loss: 2.425509 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 35.926773, loss: 2.097846 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 36.918383, loss: 1.799538 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 39.435545, loss: 1.536543 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 44.774981, loss: 1.318450 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 51.639969, loss: 1.147098 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 58.428680, loss: 1.009686 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 64.530892, loss: 0.902186 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 67.887109, loss: 0.815794 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 70.327994, loss: 0.748598 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 72.463768, loss: 0.689863 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 73.607933, loss: 0.649300 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 75.362319, loss: 0.610804 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 76.353928, loss: 0.579005 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 77.650648, loss: 0.555878 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 78.794813, loss: 0.535427 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 80.396644, loss: 0.512398 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 80.930587, loss: 0.496631 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 81.845919, loss: 0.476766 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 82.532418, loss: 0.464402 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 83.218917, loss: 0.452252 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 83.829138, loss: 0.438325 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 83.981693, loss: 0.435629 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 84.744470, loss: 0.420463 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 85.125858, loss: 0.410691 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 85.278413, loss: 0.399843 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 85.659802, loss: 0.389201 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 85.812357, loss: 0.382772 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 85.888635, loss: 0.376048 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 86.346301, loss: 0.369376 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 86.727689, loss: 0.361710 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 86.803966, loss: 0.356233 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 86.956522, loss: 0.346901 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 87.261632, loss: 0.342015 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 87.337910, loss: 0.335439 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 87.566743, loss: 0.330540 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 87.566743, loss: 0.324740 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 88.176964, loss: 0.321005 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 88.176964, loss: 0.316089 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 88.634630, loss: 0.312506 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 88.558352, loss: 0.308742 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 88.710908, loss: 0.303376 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 88.787185, loss: 0.298468 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 88.634630, loss: 0.297598 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 88.558352, loss: 0.297708 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 88.787185, loss: 0.293882 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 88.939741, loss: 0.289979 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 89.321129, loss: 0.283311 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 89.397407, loss: 0.279834 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 89.397407, loss: 0.278433 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 89.321129, loss: 0.276487 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 89.549962, loss: 0.273130 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 89.778795, loss: 0.272448 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 90.083905, loss: 0.264880 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 90.007628, loss: 0.260908 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 90.236461, loss: 0.260299 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 90.312738, loss: 0.254991 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 90.617849, loss: 0.253454 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 90.694127, loss: 0.248839 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 90.694127, loss: 0.246312 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 91.075515, loss: 0.244105 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 90.999237, loss: 0.239248 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 91.304348, loss: 0.237162 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 91.228070, loss: 0.235743 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 91.228070, loss: 0.235546 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 91.456903, loss: 0.229399 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 91.151793, loss: 0.229745 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 91.533181, loss: 0.225433 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 91.456903, loss: 0.223466 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.533181, loss: 0.221647 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.609458, loss: 0.215406 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.762014, loss: 0.213043 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.838291, loss: 0.212951 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.914569, loss: 0.208189 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 92.067124, loss: 0.204158 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 92.143402, loss: 0.203697 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 92.219680, loss: 0.203863 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 92.219680, loss: 0.203142 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 92.295957, loss: 0.200554 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 92.219680, loss: 0.201240 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 92.219680, loss: 0.199961 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 92.372235, loss: 0.194209 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 92.524790, loss: 0.193620 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 92.524790, loss: 0.191457 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.524790, loss: 0.189088 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.677346, loss: 0.189130 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.753623, loss: 0.187499 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.601068, loss: 0.188911 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.524790, loss: 0.189969 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.982456, loss: 0.187570 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.753623, loss: 0.186209 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.982456, loss: 0.183614 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 93.211289, loss: 0.179968 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 93.287567, loss: 0.178862 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.287567, loss: 0.177352 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.363844, loss: 0.176375 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.287567, loss: 0.176664 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.440122, loss: 0.173598 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.668955, loss: 0.169844 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.592677, loss: 0.169783 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.668955, loss: 0.169236 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.897788, loss: 0.164821 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.974066, loss: 0.164029 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.974066, loss: 0.162019 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.897788, loss: 0.162104 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.974066, loss: 0.161819 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.974066, loss: 0.159791 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.202899, loss: 0.157743 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.974066, loss: 0.158469 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.050343, loss: 0.158973 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.050343, loss: 0.156689 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.126621, loss: 0.157022 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.202899, loss: 0.155071 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.355454, loss: 0.153015 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.584287, loss: 0.152104 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.736842, loss: 0.150677 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.660564, loss: 0.148252 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.736842, loss: 0.147707 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.889397, loss: 0.146417 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 94.965675, loss: 0.147491 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 94.965675, loss: 0.147800 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 94.889397, loss: 0.147850 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 94.584287, loss: 0.147803 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 94.889397, loss: 0.146571 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 94.965675, loss: 0.146455 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.041953, loss: 0.144360 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 94.889397, loss: 0.144203 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 94.965675, loss: 0.144111 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 94.965675, loss: 0.141690 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.041953, loss: 0.139042 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.118230, loss: 0.138650 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.118230, loss: 0.140275 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.118230, loss: 0.137847 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.270786, loss: 0.137410 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.194508, loss: 0.138327 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.118230, loss: 0.138487 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.118230, loss: 0.137865 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.575896, loss: 0.137306 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.499619, loss: 0.136776 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.575896, loss: 0.135199 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.652174, loss: 0.136663 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.652174, loss: 0.135418 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.728452, loss: 0.135213 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.652174, loss: 0.133614 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 95.575896, loss: 0.130508 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 95.652174, loss: 0.129226 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 95.575896, loss: 0.127708 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 95.652174, loss: 0.128696 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 95.575896, loss: 0.128286 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 95.499619, loss: 0.127012 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 95.499619, loss: 0.126432 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 95.652174, loss: 0.124567 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 95.728452, loss: 0.122950 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 95.575896, loss: 0.123876 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 95.881007, loss: 0.123514 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 95.804729, loss: 0.122995 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 95.957285, loss: 0.120557 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 95.881007, loss: 0.120610 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 95.957285, loss: 0.120824 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.109840, loss: 0.119573 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 95.957285, loss: 0.120011 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.033562, loss: 0.119933 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 95.881007, loss: 0.120143 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.033562, loss: 0.119872 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 95.957285, loss: 0.120431 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.033562, loss: 0.118818 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.033562, loss: 0.119946 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.186117, loss: 0.118470 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.033562, loss: 0.118277 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 95.957285, loss: 0.119436 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.033562, loss: 0.117629 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 95.957285, loss: 0.117798 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 95.957285, loss: 0.118515 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 95.957285, loss: 0.119174 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.033562, loss: 0.117928 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.186117, loss: 0.119265 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.262395, loss: 0.117942 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.262395, loss: 0.119158 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.186117, loss: 0.118725 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.186117, loss: 0.118725 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.414950, loss: 0.118030 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.338673, loss: 0.115671 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.338673, loss: 0.114299 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.338673, loss: 0.114502 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.262395, loss: 0.113951 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.262395, loss: 0.112800 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.262395, loss: 0.111651 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.414950, loss: 0.113123 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.491228, loss: 0.113721 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.491228, loss: 0.112553 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.112529 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.491228, loss: 0.113990 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.113440 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.491228, loss: 0.112510 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.491228, loss: 0.112617 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.112706 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.113473 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.491228, loss: 0.111914 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.567506, loss: 0.111115 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.491228, loss: 0.111527 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.567506, loss: 0.110715 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.643783, loss: 0.111870 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.491228, loss: 0.112136 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.720061, loss: 0.111472 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.643783, loss: 0.113235 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.567506, loss: 0.113943 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.491228, loss: 0.112378 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.567506, loss: 0.112360 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.643783, loss: 0.112152 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.112699 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.491228, loss: 0.113192 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.111759 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.111279 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.110820 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.567506, loss: 0.110993 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.567506, loss: 0.110877 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.720061, loss: 0.109608 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.643783, loss: 0.111055 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.567506, loss: 0.110731 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.643783, loss: 0.109863 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.110088 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.110335 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.111393 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.110903 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.643783, loss: 0.109680 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.643783, loss: 0.110542 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.643783, loss: 0.110813 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.643783, loss: 0.109683 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.643783, loss: 0.109659 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.720061, loss: 0.108811 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.643783, loss: 0.107982 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.720061, loss: 0.108003 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.720061, loss: 0.108027 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.796339, loss: 0.106001 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.796339, loss: 0.105936 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.796339, loss: 0.104657 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.872616, loss: 0.105245 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.872616, loss: 0.104693 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.948894, loss: 0.103906 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.872616, loss: 0.105394 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.796339, loss: 0.105877 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.796339, loss: 0.107227 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.872616, loss: 0.106226 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.872616, loss: 0.105404 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.948894, loss: 0.105820 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.796339, loss: 0.106889 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.872616, loss: 0.105989 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.948894, loss: 0.105125 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.948894, loss: 0.105393 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.948894, loss: 0.104779 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.872616, loss: 0.103520 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.948894, loss: 0.103796 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.101449, loss: 0.103880 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.101449, loss: 0.103781 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.104082 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.104193 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.948894, loss: 0.104328 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.948894, loss: 0.103596 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.104986 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.101449, loss: 0.104802 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.106069 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.948894, loss: 0.104944 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.104842 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.101449, loss: 0.103363 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.101449, loss: 0.103102 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.254005, loss: 0.101591 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.177727, loss: 0.101082 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.406560, loss: 0.100948 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.406560, loss: 0.100724 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.330282, loss: 0.100929 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.254005, loss: 0.101566 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.177727, loss: 0.101370 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.101449, loss: 0.100851 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.254005, loss: 0.100986 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.102290 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.177727, loss: 0.102298 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.177727, loss: 0.102130 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.101727 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.102314 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.102527 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.025172, loss: 0.103026 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.025172, loss: 0.104325 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.177727, loss: 0.102879 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.254005, loss: 0.102365 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.177727, loss: 0.103272 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.254005, loss: 0.101670 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.254005, loss: 0.101456 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.254005, loss: 0.101684 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.330282, loss: 0.101102 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.330282, loss: 0.100565 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.330282, loss: 0.100464 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.330282, loss: 0.100013 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.406560, loss: 0.100357 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.406560, loss: 0.100924 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.254005, loss: 0.101395 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.330282, loss: 0.100168 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.330282, loss: 0.101155 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.330282, loss: 0.102161 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.330282, loss: 0.101571 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.254005, loss: 0.102401 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.177727, loss: 0.103701 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.177727, loss: 0.103961 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.254005, loss: 0.102990 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.254005, loss: 0.101691 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.330282, loss: 0.101113 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.406560, loss: 0.102269 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.330282, loss: 0.101752 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.330282, loss: 0.100621 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.330282, loss: 0.099430 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.330282, loss: 0.099390 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.330282, loss: 0.098851 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.330282, loss: 0.098580 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.330282, loss: 0.098915 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.330282, loss: 0.098052 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.330282, loss: 0.099502 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.406560, loss: 0.099666 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.406560, loss: 0.099933 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.406560, loss: 0.100452 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.406560, loss: 0.101370 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.330282, loss: 0.101351 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.406560, loss: 0.101078 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.406560, loss: 0.101220 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.406560, loss: 0.099811 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.406560, loss: 0.101450 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.330282, loss: 0.102715 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.406560, loss: 0.102918 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.406560, loss: 0.101180 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.406560, loss: 0.101543 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.330282, loss: 0.101297 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.330282, loss: 0.102839 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.406560, loss: 0.102263 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.406560, loss: 0.103339 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.254005, loss: 0.103146 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.330282, loss: 0.103465 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.330282, loss: 0.101891 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.406560, loss: 0.101405 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.406560, loss: 0.101686 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.406560, loss: 0.102690 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.330282, loss: 0.102423 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.406560, loss: 0.102626 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.406560, loss: 0.102469 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.330282, loss: 0.101203 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.406560, loss: 0.099906 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.406560, loss: 0.100086 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.406560, loss: 0.100054 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.406560, loss: 0.099514 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.406560, loss: 0.099128 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.406560, loss: 0.098648 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.406560, loss: 0.099144 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.406560, loss: 0.098492 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.406560, loss: 0.098467 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.406560, loss: 0.097999 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.406560, loss: 0.097989 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.406560, loss: 0.099203 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.330282, loss: 0.098575 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.330282, loss: 0.099650 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.254005, loss: 0.100025 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.330282, loss: 0.099963 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.330282, loss: 0.099534 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.254005, loss: 0.100786 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.330282, loss: 0.100174 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.177727, loss: 0.101151 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.177727, loss: 0.101421 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.330282, loss: 0.099562 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.330282, loss: 0.099511 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.330282, loss: 0.098761 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.330282, loss: 0.099092 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.330282, loss: 0.099228 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.254005, loss: 0.100614 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.254005, loss: 0.100381 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.254005, loss: 0.100827 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.254005, loss: 0.100942 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.330282, loss: 0.099561 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.330282, loss: 0.098906 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.330282, loss: 0.098474 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.330282, loss: 0.098469 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.330282, loss: 0.099895 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.406560, loss: 0.098664 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.406560, loss: 0.099466 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.406560, loss: 0.099684 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.330282, loss: 0.101060 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.254005, loss: 0.100775 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.330282, loss: 0.099896 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.406560, loss: 0.100892 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.406560, loss: 0.101300 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.254005, loss: 0.101653 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.406560, loss: 0.100976 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.406560, loss: 0.101111 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.406560, loss: 0.099836 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.406560, loss: 0.098979 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.406560, loss: 0.099320 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.099066 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.330282, loss: 0.100123 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.406560, loss: 0.100310 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.406560, loss: 0.099307 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.406560, loss: 0.100436 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.406560, loss: 0.099569 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.406560, loss: 0.101013 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.406560, loss: 0.101352 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.406560, loss: 0.101268 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.406560, loss: 0.100504 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.406560, loss: 0.099882 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.406560, loss: 0.098610 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.406560, loss: 0.100066 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.406560, loss: 0.100237 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.406560, loss: 0.101230 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.406560, loss: 0.100544 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.406560, loss: 0.100705 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.406560, loss: 0.100478 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.406560, loss: 0.100056 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.406560, loss: 0.098889 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.406560, loss: 0.099261 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.406560, loss: 0.099430 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.406560, loss: 0.098929 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.406560, loss: 0.099655 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.406560, loss: 0.099274 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.406560, loss: 0.100514 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.406560, loss: 0.099446 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.406560, loss: 0.099580 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.406560, loss: 0.098694 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.406560, loss: 0.098444 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.406560, loss: 0.099415 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.330282, loss: 0.100169 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.406560, loss: 0.100390 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.482838, loss: 0.099911 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.406560, loss: 0.100987 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.482838, loss: 0.099636 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.406560, loss: 0.098873 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.482838, loss: 0.099775 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.482838, loss: 0.100005 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.482838, loss: 0.099932 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.406560, loss: 0.099223 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.330282, loss: 0.100182 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.330282, loss: 0.100894 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.100336 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.100377 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.177727, loss: 0.101444 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.330282, loss: 0.100048 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.101695 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.330282, loss: 0.100180 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.330282, loss: 0.101379 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.406560, loss: 0.100513 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.330282, loss: 0.101805 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.330282, loss: 0.101244 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.102486 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.101650 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.101400 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.101119 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.099643 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.330282, loss: 0.099711 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.330282, loss: 0.099317 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.406560, loss: 0.098486 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.406560, loss: 0.097791 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.406560, loss: 0.097909 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.098603 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.098295 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.098050 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.097418 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.098743 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.330282, loss: 0.099774 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.330282, loss: 0.099117 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.330282, loss: 0.099481 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.254005, loss: 0.099566 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.254005, loss: 0.099182 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.254005, loss: 0.098481 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.098139 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.406560, loss: 0.097365 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.097894 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.254005, loss: 0.097595 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.330282, loss: 0.097795 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.406560, loss: 0.096922 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.406560, loss: 0.097151 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.406560, loss: 0.097285 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.254005, loss: 0.097527 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.097412 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.096365 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.097693 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.097292 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.096904 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.330282, loss: 0.096118 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.096533 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.096503 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.097259 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.098483 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.254005, loss: 0.098140 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.330282, loss: 0.098036 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.098481 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.098838 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.100125 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.406560, loss: 0.100090 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.254005, loss: 0.099989 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.099796 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.098689 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.098360 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.330282, loss: 0.098504 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.406560, loss: 0.097682 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.330282, loss: 0.099037 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.330282, loss: 0.099247 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.330282, loss: 0.100010 + diff --git a/log/cwt_vit_k3_no_dp.log b/log/cwt_vit_k3_no_dp.log new file mode 100644 index 0000000..18e8fbf --- /dev/null +++ b/log/cwt_vit_k3_no_dp.log @@ -0,0 +1,1824 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 27.765065, loss: 1.627735 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 32.112891, loss: 1.428633 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 38.215103, loss: 1.264441 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 45.461480, loss: 1.107784 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 53.928299, loss: 0.999420 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 61.327231, loss: 0.901569 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 66.971777, loss: 0.828731 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 71.319603, loss: 0.764206 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 74.141876, loss: 0.717088 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 76.582761, loss: 0.675265 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 77.650648, loss: 0.641741 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 78.413425, loss: 0.607364 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 79.405034, loss: 0.581668 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 80.701754, loss: 0.560417 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 81.159420, loss: 0.538898 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 81.922197, loss: 0.519753 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 82.303585, loss: 0.504540 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 82.379863, loss: 0.490045 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 82.608696, loss: 0.479139 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.066362, loss: 0.467990 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.142639, loss: 0.457563 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 83.371472, loss: 0.446556 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 83.142639, loss: 0.436900 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 83.371472, loss: 0.427518 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 83.752860, loss: 0.419955 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 84.134249, loss: 0.412438 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 84.286804, loss: 0.406352 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 84.439359, loss: 0.400972 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 84.286804, loss: 0.394962 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 84.591915, loss: 0.390913 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 84.897025, loss: 0.385976 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 85.125858, loss: 0.379402 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 85.507246, loss: 0.372690 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 85.583524, loss: 0.367663 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 85.583524, loss: 0.363061 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 85.812357, loss: 0.357787 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 86.117468, loss: 0.353256 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 86.193745, loss: 0.349461 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 86.803966, loss: 0.343073 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 86.651411, loss: 0.337827 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 87.109077, loss: 0.334458 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 87.109077, loss: 0.330427 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 87.490465, loss: 0.327277 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 87.261632, loss: 0.321946 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 87.643021, loss: 0.318449 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 87.948131, loss: 0.314831 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 88.024409, loss: 0.311729 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 88.482075, loss: 0.308501 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 88.405797, loss: 0.305580 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 88.482075, loss: 0.303603 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 88.558352, loss: 0.300429 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 88.482075, loss: 0.298826 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 89.016018, loss: 0.294704 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 89.092296, loss: 0.290827 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 89.321129, loss: 0.288176 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 89.321129, loss: 0.284333 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 89.321129, loss: 0.280060 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 89.855072, loss: 0.276697 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 89.778795, loss: 0.275485 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 89.931350, loss: 0.273545 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 90.007628, loss: 0.269488 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 90.236461, loss: 0.267485 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 90.465294, loss: 0.265462 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 90.312738, loss: 0.262228 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 90.389016, loss: 0.260286 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 90.694127, loss: 0.256559 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 90.694127, loss: 0.254080 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 90.617849, loss: 0.251411 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 90.770404, loss: 0.249271 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 90.770404, loss: 0.247395 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 91.456903, loss: 0.242800 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 91.456903, loss: 0.241131 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 91.380625, loss: 0.240278 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 91.304348, loss: 0.238266 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 91.609458, loss: 0.237009 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 91.609458, loss: 0.235837 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 91.838291, loss: 0.232657 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 92.067124, loss: 0.229279 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 92.219680, loss: 0.226833 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 92.372235, loss: 0.225026 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 92.448513, loss: 0.222553 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 92.677346, loss: 0.220795 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 92.829901, loss: 0.217562 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 92.829901, loss: 0.217733 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 92.753623, loss: 0.216116 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 92.448513, loss: 0.214088 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 92.601068, loss: 0.212088 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 92.677346, loss: 0.211670 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 92.829901, loss: 0.209500 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 92.753623, loss: 0.207823 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 92.906178, loss: 0.205625 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.058734, loss: 0.204130 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 92.906178, loss: 0.204059 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 92.906178, loss: 0.203669 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 92.906178, loss: 0.201600 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 92.829901, loss: 0.201433 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 92.829901, loss: 0.200047 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 92.753623, loss: 0.198047 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 92.906178, loss: 0.196430 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 92.906178, loss: 0.195141 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 92.906178, loss: 0.194300 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 92.982456, loss: 0.193074 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 92.982456, loss: 0.191090 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 92.906178, loss: 0.189698 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 93.135011, loss: 0.188726 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 93.287567, loss: 0.187321 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 93.211289, loss: 0.186848 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 93.135011, loss: 0.186349 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 93.287567, loss: 0.183654 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 93.211289, loss: 0.183194 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 93.287567, loss: 0.182462 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 93.516400, loss: 0.180471 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 93.592677, loss: 0.179542 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 93.363844, loss: 0.179130 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 93.440122, loss: 0.178026 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 93.363844, loss: 0.177898 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 93.440122, loss: 0.176161 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 93.745233, loss: 0.174307 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 93.821510, loss: 0.173760 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 93.668955, loss: 0.173649 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 93.668955, loss: 0.172834 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 93.821510, loss: 0.172191 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 93.821510, loss: 0.172312 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 94.050343, loss: 0.170898 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 93.897788, loss: 0.168963 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 94.126621, loss: 0.167825 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 94.279176, loss: 0.167522 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 94.279176, loss: 0.166451 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 94.279176, loss: 0.163982 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 94.279176, loss: 0.163690 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 94.660564, loss: 0.162838 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 94.508009, loss: 0.161077 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 94.660564, loss: 0.160237 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 94.965675, loss: 0.157851 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 94.889397, loss: 0.157169 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 94.889397, loss: 0.156863 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 94.889397, loss: 0.157094 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 94.660564, loss: 0.157314 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 94.813120, loss: 0.156511 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 94.813120, loss: 0.155641 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 94.813120, loss: 0.155291 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 94.736842, loss: 0.155081 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 94.889397, loss: 0.155050 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 94.889397, loss: 0.154365 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.041953, loss: 0.154105 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.041953, loss: 0.152989 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.118230, loss: 0.151803 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.118230, loss: 0.151180 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.118230, loss: 0.150449 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.041953, loss: 0.148976 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.041953, loss: 0.149220 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.118230, loss: 0.147429 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.118230, loss: 0.147647 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 94.965675, loss: 0.146285 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 94.965675, loss: 0.146285 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 94.965675, loss: 0.145455 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.041953, loss: 0.144114 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.270786, loss: 0.143805 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.194508, loss: 0.143508 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.194508, loss: 0.143318 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.270786, loss: 0.142597 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.347063, loss: 0.140405 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.347063, loss: 0.140021 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.347063, loss: 0.140097 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.499619, loss: 0.137687 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 95.499619, loss: 0.137295 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 95.575896, loss: 0.136811 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 95.575896, loss: 0.136428 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 95.499619, loss: 0.135631 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 95.499619, loss: 0.135830 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 95.575896, loss: 0.135343 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 95.652174, loss: 0.134460 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 95.575896, loss: 0.134764 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 95.499619, loss: 0.134984 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 95.652174, loss: 0.133592 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 95.575896, loss: 0.133296 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 95.881007, loss: 0.131560 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 95.728452, loss: 0.131286 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 95.881007, loss: 0.130887 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 95.652174, loss: 0.130629 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 95.652174, loss: 0.130079 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 95.804729, loss: 0.128681 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 95.652174, loss: 0.128238 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 95.881007, loss: 0.127616 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 95.804729, loss: 0.127643 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 95.804729, loss: 0.126896 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 95.728452, loss: 0.125997 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 95.652174, loss: 0.126122 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.033562, loss: 0.125394 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.186117, loss: 0.124023 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.033562, loss: 0.123596 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.109840, loss: 0.123053 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.109840, loss: 0.121424 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.262395, loss: 0.120124 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.186117, loss: 0.119619 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.338673, loss: 0.119860 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.338673, loss: 0.119635 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.262395, loss: 0.119352 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.118491 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.414950, loss: 0.118082 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.117649 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.491228, loss: 0.117726 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.567506, loss: 0.116379 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.567506, loss: 0.116042 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.567506, loss: 0.115664 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.491228, loss: 0.115419 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.491228, loss: 0.115187 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.491228, loss: 0.114903 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.643783, loss: 0.114246 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.643783, loss: 0.113596 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.567506, loss: 0.113726 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.720061, loss: 0.113029 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.720061, loss: 0.113127 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.643783, loss: 0.112393 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.720061, loss: 0.112262 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.720061, loss: 0.112074 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.112795 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.643783, loss: 0.111869 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.643783, loss: 0.112257 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.567506, loss: 0.112147 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.643783, loss: 0.111741 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.643783, loss: 0.110882 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.643783, loss: 0.110885 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.720061, loss: 0.110204 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.643783, loss: 0.110665 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.643783, loss: 0.110724 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.643783, loss: 0.110478 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.643783, loss: 0.109682 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.109754 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.110562 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.491228, loss: 0.110371 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.108913 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.108296 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.108329 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.567506, loss: 0.108885 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.491228, loss: 0.108885 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.567506, loss: 0.108802 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.491228, loss: 0.107842 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.491228, loss: 0.106625 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.872616, loss: 0.105499 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.796339, loss: 0.104094 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.796339, loss: 0.104167 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.796339, loss: 0.104295 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.796339, loss: 0.104533 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.872616, loss: 0.103858 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.796339, loss: 0.102861 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.720061, loss: 0.103663 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.872616, loss: 0.103825 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.025172, loss: 0.103072 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.948894, loss: 0.102995 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.948894, loss: 0.102811 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.948894, loss: 0.103302 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.948894, loss: 0.103463 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.872616, loss: 0.103464 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.025172, loss: 0.102402 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.025172, loss: 0.101549 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.025172, loss: 0.101898 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.025172, loss: 0.100901 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.025172, loss: 0.100769 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.025172, loss: 0.101661 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.948894, loss: 0.100459 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.948894, loss: 0.100407 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.948894, loss: 0.099813 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.025172, loss: 0.099209 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.025172, loss: 0.099634 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.025172, loss: 0.099274 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.025172, loss: 0.099045 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.948894, loss: 0.098609 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.025172, loss: 0.098232 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.025172, loss: 0.098464 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.025172, loss: 0.097742 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.025172, loss: 0.097141 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.025172, loss: 0.097395 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.101449, loss: 0.096853 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.101449, loss: 0.096701 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.101449, loss: 0.097494 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.025172, loss: 0.096760 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.025172, loss: 0.096523 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.025172, loss: 0.096024 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.025172, loss: 0.095803 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.025172, loss: 0.095397 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.101449, loss: 0.094057 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.101449, loss: 0.094262 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.101449, loss: 0.093521 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.101449, loss: 0.093166 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.177727, loss: 0.092119 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.025172, loss: 0.092903 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.025172, loss: 0.092833 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.948894, loss: 0.092944 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.025172, loss: 0.092421 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.025172, loss: 0.091048 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.025172, loss: 0.090621 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.177727, loss: 0.090166 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.330282, loss: 0.090260 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.089248 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.088819 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.254005, loss: 0.088729 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.177727, loss: 0.088234 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.177727, loss: 0.088694 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.177727, loss: 0.088671 + diff --git a/log/cwt_vit_k3_no_dp_2.log b/log/cwt_vit_k3_no_dp_2.log new file mode 100644 index 0000000..2cae56f --- /dev/null +++ b/log/cwt_vit_k3_no_dp_2.log @@ -0,0 +1,1824 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 20.137300, loss: 1.987338 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.578185, loss: 1.765592 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 28.375286, loss: 1.549275 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 34.248665, loss: 1.356800 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 41.800153, loss: 1.201691 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 53.623188, loss: 1.045015 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 61.250953, loss: 0.927896 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 67.353166, loss: 0.849223 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 72.234935, loss: 0.758480 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 75.209764, loss: 0.699981 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 77.345538, loss: 0.649172 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 79.405034, loss: 0.607853 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 79.938978, loss: 0.579389 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 81.235698, loss: 0.537964 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 82.532418, loss: 0.507015 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 82.990084, loss: 0.480946 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 83.905416, loss: 0.456237 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 84.210526, loss: 0.443836 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 84.439359, loss: 0.428757 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 84.668192, loss: 0.415140 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 85.430969, loss: 0.401287 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 85.354691, loss: 0.385831 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 85.659802, loss: 0.376428 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 86.041190, loss: 0.366579 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 87.032799, loss: 0.355363 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 87.109077, loss: 0.350031 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 87.261632, loss: 0.343006 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 87.719298, loss: 0.336001 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 87.795576, loss: 0.327565 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 88.024409, loss: 0.325284 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.253242, loss: 0.317237 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.634630, loss: 0.312219 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.710908, loss: 0.307109 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 89.168574, loss: 0.302686 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 88.939741, loss: 0.301242 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 88.787185, loss: 0.298182 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.863463, loss: 0.299935 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 89.473684, loss: 0.295304 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 89.626240, loss: 0.288699 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 89.702517, loss: 0.284334 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 89.549962, loss: 0.276779 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 90.312738, loss: 0.275572 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 90.236461, loss: 0.270305 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 90.236461, loss: 0.267713 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 90.236461, loss: 0.264199 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.083905, loss: 0.262181 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.007628, loss: 0.256283 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.694127, loss: 0.249801 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.770404, loss: 0.248683 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 91.151793, loss: 0.245774 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 91.380625, loss: 0.242265 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 90.922960, loss: 0.241764 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 91.228070, loss: 0.237040 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 90.922960, loss: 0.234879 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 90.922960, loss: 0.233079 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.304348, loss: 0.229343 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 91.533181, loss: 0.226847 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.533181, loss: 0.224263 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.456903, loss: 0.221953 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.533181, loss: 0.219438 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.609458, loss: 0.216282 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.685736, loss: 0.213195 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.762014, loss: 0.212683 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 92.067124, loss: 0.212958 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 91.990847, loss: 0.210516 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 92.143402, loss: 0.209951 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.219680, loss: 0.209584 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.295957, loss: 0.207248 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.524790, loss: 0.206124 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.448513, loss: 0.204176 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.524790, loss: 0.202788 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.601068, loss: 0.199364 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.601068, loss: 0.201581 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.524790, loss: 0.197937 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.601068, loss: 0.195312 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 92.448513, loss: 0.193821 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 92.982456, loss: 0.190799 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.058734, loss: 0.187676 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 92.982456, loss: 0.187502 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 92.906178, loss: 0.184430 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.211289, loss: 0.180710 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.211289, loss: 0.178456 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.211289, loss: 0.178033 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 92.982456, loss: 0.177715 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.058734, loss: 0.175560 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.135011, loss: 0.173422 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.287567, loss: 0.172062 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.211289, loss: 0.172485 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.211289, loss: 0.171390 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.363844, loss: 0.171243 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.363844, loss: 0.169437 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.440122, loss: 0.168622 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.440122, loss: 0.166674 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 93.516400, loss: 0.166677 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 93.592677, loss: 0.161975 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 93.821510, loss: 0.161862 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 93.821510, loss: 0.159439 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.126621, loss: 0.159109 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 93.974066, loss: 0.158911 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.126621, loss: 0.157676 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 93.974066, loss: 0.156272 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 93.974066, loss: 0.155616 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.126621, loss: 0.153980 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.202899, loss: 0.153435 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.202899, loss: 0.152467 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.202899, loss: 0.151741 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.355454, loss: 0.151153 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.355454, loss: 0.152075 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.584287, loss: 0.150735 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.508009, loss: 0.147606 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.431732, loss: 0.147008 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.431732, loss: 0.147220 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.431732, loss: 0.147700 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.508009, loss: 0.146609 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.813120, loss: 0.142305 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.813120, loss: 0.141037 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.736842, loss: 0.140143 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 94.813120, loss: 0.139693 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 94.813120, loss: 0.140704 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 94.813120, loss: 0.141345 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 94.889397, loss: 0.140497 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 94.965675, loss: 0.138692 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.118230, loss: 0.138758 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.118230, loss: 0.137491 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.270786, loss: 0.137139 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.347063, loss: 0.136715 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.423341, loss: 0.134660 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.575896, loss: 0.133986 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.499619, loss: 0.133101 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.652174, loss: 0.133026 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.499619, loss: 0.132121 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.575896, loss: 0.132201 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.423341, loss: 0.131968 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.423341, loss: 0.132258 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.270786, loss: 0.132630 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.499619, loss: 0.131405 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.347063, loss: 0.131572 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.499619, loss: 0.131521 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.499619, loss: 0.131239 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.575896, loss: 0.129838 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.652174, loss: 0.127046 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.652174, loss: 0.128280 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.728452, loss: 0.126853 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.652174, loss: 0.127206 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.652174, loss: 0.126841 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.804729, loss: 0.126411 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.881007, loss: 0.125049 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.728452, loss: 0.124678 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.652174, loss: 0.125766 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.652174, loss: 0.125389 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.652174, loss: 0.124265 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.728452, loss: 0.122579 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.652174, loss: 0.122664 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.652174, loss: 0.123612 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.728452, loss: 0.123664 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.804729, loss: 0.120275 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.804729, loss: 0.120274 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.728452, loss: 0.119642 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.033562, loss: 0.118772 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.804729, loss: 0.117365 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.881007, loss: 0.116398 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.881007, loss: 0.116299 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.957285, loss: 0.114778 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.957285, loss: 0.115338 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.881007, loss: 0.115737 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.033562, loss: 0.116263 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.109840, loss: 0.114762 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.186117, loss: 0.113608 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.109840, loss: 0.114059 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.186117, loss: 0.113607 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.262395, loss: 0.113404 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.262395, loss: 0.112390 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.186117, loss: 0.112712 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.109840, loss: 0.110670 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.262395, loss: 0.111139 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.262395, loss: 0.110040 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.338673, loss: 0.110240 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.338673, loss: 0.109096 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.186117, loss: 0.109454 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.262395, loss: 0.109975 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.109840, loss: 0.109860 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.186117, loss: 0.108609 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.109840, loss: 0.108468 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.106467 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.105966 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.106799 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.338673, loss: 0.105953 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.338673, loss: 0.105932 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.338673, loss: 0.106012 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.338673, loss: 0.105655 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.186117, loss: 0.104083 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.262395, loss: 0.104360 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.186117, loss: 0.103329 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.262395, loss: 0.103001 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.033562, loss: 0.104243 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.262395, loss: 0.103850 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.262395, loss: 0.104186 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.104360 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.104994 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.491228, loss: 0.105234 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.414950, loss: 0.104961 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.491228, loss: 0.105754 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.491228, loss: 0.104818 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.491228, loss: 0.104911 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.262395, loss: 0.105092 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.262395, loss: 0.104825 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.262395, loss: 0.104015 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.414950, loss: 0.104793 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.414950, loss: 0.104871 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.491228, loss: 0.104677 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.491228, loss: 0.104529 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.491228, loss: 0.105055 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.414950, loss: 0.105226 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.414950, loss: 0.105828 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.414950, loss: 0.105021 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.491228, loss: 0.104752 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.104528 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.104303 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.491228, loss: 0.104914 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.491228, loss: 0.104763 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.567506, loss: 0.102772 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.491228, loss: 0.102947 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.567506, loss: 0.101396 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.643783, loss: 0.101765 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.643783, loss: 0.101406 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.491228, loss: 0.101498 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.491228, loss: 0.101697 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.567506, loss: 0.101833 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.567506, loss: 0.102081 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.720061, loss: 0.100637 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.100026 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.720061, loss: 0.099346 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.720061, loss: 0.098702 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.796339, loss: 0.097349 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.720061, loss: 0.097540 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.720061, loss: 0.097617 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.720061, loss: 0.098413 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.872616, loss: 0.098375 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.796339, loss: 0.098668 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.720061, loss: 0.098325 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.796339, loss: 0.097550 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.796339, loss: 0.097704 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.097562 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.097789 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.643783, loss: 0.098050 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.097434 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.796339, loss: 0.097981 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.796339, loss: 0.098224 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.796339, loss: 0.097909 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.796339, loss: 0.098211 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.796339, loss: 0.097713 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.796339, loss: 0.097337 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.872616, loss: 0.096244 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.872616, loss: 0.095653 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.872616, loss: 0.095786 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.025172, loss: 0.094752 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.025172, loss: 0.095078 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.101449, loss: 0.095691 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.101449, loss: 0.095957 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.101449, loss: 0.096132 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.101449, loss: 0.096675 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.025172, loss: 0.096620 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.101449, loss: 0.095882 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.948894, loss: 0.096531 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.948894, loss: 0.097356 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.948894, loss: 0.097301 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.720061, loss: 0.097438 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.720061, loss: 0.096997 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.948894, loss: 0.095473 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.948894, loss: 0.095507 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.025172, loss: 0.095585 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.948894, loss: 0.094552 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.025172, loss: 0.094414 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.948894, loss: 0.094513 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.025172, loss: 0.094373 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.025172, loss: 0.093534 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.025172, loss: 0.093569 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.025172, loss: 0.092812 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.101449, loss: 0.092781 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.025172, loss: 0.093191 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.025172, loss: 0.093064 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.177727, loss: 0.093682 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.101449, loss: 0.094096 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.101449, loss: 0.093921 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.101449, loss: 0.092563 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.101449, loss: 0.093142 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.101449, loss: 0.092848 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.025172, loss: 0.093003 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.101449, loss: 0.092220 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.177727, loss: 0.092207 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.101449, loss: 0.092719 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.025172, loss: 0.092249 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.025172, loss: 0.091519 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.101449, loss: 0.091715 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.101449, loss: 0.092054 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.101449, loss: 0.091200 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.177727, loss: 0.091270 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.101449, loss: 0.091524 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.025172, loss: 0.091637 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.101449, loss: 0.092361 + diff --git a/log/cwt_vit_k5.log b/log/cwt_vit_k5.log new file mode 100644 index 0000000..1d79abe --- /dev/null +++ b/log/cwt_vit_k5.log @@ -0,0 +1,74 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 28.756674, loss: 1.558331 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 37.909992, loss: 1.364422 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 46.453089, loss: 1.221337 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Traceback (most recent call last): + File "cwt_main.py", line 106, in + acc, loss = server.model_eval() + File "/home/ykn/cds/chapter03_Python_image_classification/server.py", line 41, in model_eval + output = self.global_model(data) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/nn/modules/module.py", line 1110, in _call_impl + return forward_call(*input, **kwargs) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/timm/models/vision_transformer.py", line 639, in forward + x = self.forward_features(x) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/timm/models/vision_transformer.py", line 624, in forward_features + x4 = self.blocks(x3) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/nn/modules/module.py", line 1110, in _call_impl + return forward_call(*input, **kwargs) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/nn/modules/container.py", line 141, in forward + input = module(input) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/nn/modules/module.py", line 1110, in _call_impl + return forward_call(*input, **kwargs) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/timm/models/vision_transformer.py", line 156, in forward + x = x + self.drop_path2(self.ls2(self.mlp(self.norm2(x)))) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/nn/modules/module.py", line 1110, in _call_impl + return forward_call(*input, **kwargs) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/timm/layers/mlp.py", line 43, in forward + x = self.act(x) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/nn/modules/module.py", line 1110, in _call_impl + return forward_call(*input, **kwargs) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/nn/modules/activation.py", line 670, in forward + return F.gelu(input) +RuntimeError: CUDA out of memory. Tried to allocate 38.00 MiB (GPU 0; 23.65 GiB total capacity; 5.56 GiB already allocated; 31.31 MiB free; 5.89 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory Management and PYTORCH_CUDA_ALLOC_CONF diff --git a/log/cwt_vit_k5_no_dp.log b/log/cwt_vit_k5_no_dp.log new file mode 100644 index 0000000..65f9fdb --- /dev/null +++ b/log/cwt_vit_k5_no_dp.log @@ -0,0 +1,3024 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.578185, loss: 1.725351 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 28.146453, loss: 1.562068 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 34.019832, loss: 1.409753 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 40.808543, loss: 1.286879 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 45.614035, loss: 1.165727 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 51.487414, loss: 1.075535 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 56.750572, loss: 0.980355 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 61.403509, loss: 0.907579 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 65.751335, loss: 0.844327 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 68.649886, loss: 0.787986 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 71.395881, loss: 0.739019 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 73.455378, loss: 0.698359 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 75.819985, loss: 0.655854 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 76.887872, loss: 0.625328 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 77.421815, loss: 0.598532 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 78.184592, loss: 0.571683 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 78.947368, loss: 0.551507 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 79.557590, loss: 0.532619 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 80.549199, loss: 0.511679 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 80.549199, loss: 0.501165 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 80.930587, loss: 0.487568 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 81.693364, loss: 0.472568 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 82.379863, loss: 0.459663 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 82.684973, loss: 0.448844 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 83.676583, loss: 0.437365 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 83.829138, loss: 0.428575 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 83.905416, loss: 0.421654 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 83.829138, loss: 0.411859 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 83.981693, loss: 0.406888 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 84.591915, loss: 0.395147 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 84.591915, loss: 0.389516 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 84.820748, loss: 0.384460 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 85.583524, loss: 0.375862 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 85.583524, loss: 0.369411 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 85.736079, loss: 0.365294 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 85.812357, loss: 0.360501 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 86.270023, loss: 0.354280 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 86.117468, loss: 0.349708 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 86.193745, loss: 0.343521 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 86.422578, loss: 0.337556 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 86.498856, loss: 0.334372 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 86.803966, loss: 0.330213 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 86.880244, loss: 0.325475 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 87.261632, loss: 0.320741 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 87.185355, loss: 0.315936 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 87.566743, loss: 0.312578 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 87.719298, loss: 0.308976 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 87.719298, loss: 0.309508 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 88.024409, loss: 0.304935 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 88.024409, loss: 0.301579 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.482075, loss: 0.296129 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.939741, loss: 0.292203 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.863463, loss: 0.289096 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.939741, loss: 0.285078 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 89.092296, loss: 0.283075 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 89.168574, loss: 0.280804 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 89.168574, loss: 0.277483 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 89.321129, loss: 0.277482 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 89.397407, loss: 0.274203 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 89.626240, loss: 0.272601 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 89.778795, loss: 0.266666 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 89.855072, loss: 0.265592 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 90.007628, loss: 0.262584 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 89.778795, loss: 0.263100 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 89.931350, loss: 0.259623 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 90.236461, loss: 0.255029 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 90.389016, loss: 0.253100 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 90.541571, loss: 0.251248 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 90.541571, loss: 0.249661 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 90.617849, loss: 0.245725 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 90.999237, loss: 0.243179 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 90.846682, loss: 0.242589 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.151793, loss: 0.239960 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.380625, loss: 0.237666 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 91.456903, loss: 0.235724 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 91.685736, loss: 0.232828 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 91.685736, loss: 0.232772 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 91.914569, loss: 0.230447 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 91.914569, loss: 0.229106 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 91.762014, loss: 0.226787 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 91.990847, loss: 0.223947 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 91.990847, loss: 0.223856 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 92.067124, loss: 0.222103 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 91.990847, loss: 0.221203 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 92.143402, loss: 0.219997 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.067124, loss: 0.218885 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.143402, loss: 0.214621 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.372235, loss: 0.212462 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.219680, loss: 0.211255 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 92.601068, loss: 0.209798 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.448513, loss: 0.208244 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.524790, loss: 0.206404 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.524790, loss: 0.205460 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.829901, loss: 0.204002 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.829901, loss: 0.203116 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.058734, loss: 0.201873 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 92.829901, loss: 0.200885 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.135011, loss: 0.199172 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.135011, loss: 0.198659 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 93.211289, loss: 0.196472 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.135011, loss: 0.195833 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.135011, loss: 0.195869 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.058734, loss: 0.195793 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.211289, loss: 0.193832 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 93.287567, loss: 0.193441 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.211289, loss: 0.190733 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.363844, loss: 0.189421 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.516400, loss: 0.187743 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.440122, loss: 0.186221 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.745233, loss: 0.186652 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 93.668955, loss: 0.185459 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 93.821510, loss: 0.185012 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 93.821510, loss: 0.184251 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 93.897788, loss: 0.182690 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 93.821510, loss: 0.181390 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 93.897788, loss: 0.181238 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 93.897788, loss: 0.180606 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 93.897788, loss: 0.178305 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 93.974066, loss: 0.177655 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 93.974066, loss: 0.175994 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.974066, loss: 0.174741 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 94.050343, loss: 0.175088 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.897788, loss: 0.174922 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.974066, loss: 0.174486 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.974066, loss: 0.173264 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 94.050343, loss: 0.172407 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.974066, loss: 0.171793 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 94.050343, loss: 0.170975 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.974066, loss: 0.170063 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 94.202899, loss: 0.170776 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 94.050343, loss: 0.170207 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 94.202899, loss: 0.168448 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 94.126621, loss: 0.167488 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 94.202899, loss: 0.165985 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 94.355454, loss: 0.165090 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 94.355454, loss: 0.163268 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 94.431732, loss: 0.162224 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 94.431732, loss: 0.159903 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 94.431732, loss: 0.158971 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 94.508009, loss: 0.158727 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.431732, loss: 0.158382 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.431732, loss: 0.158535 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.431732, loss: 0.157956 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.355454, loss: 0.157627 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.355454, loss: 0.156355 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.355454, loss: 0.154920 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.431732, loss: 0.155157 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.508009, loss: 0.154067 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.431732, loss: 0.153418 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.508009, loss: 0.153047 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.584287, loss: 0.152318 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.508009, loss: 0.151021 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.508009, loss: 0.151022 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.508009, loss: 0.150669 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.584287, loss: 0.149987 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.508009, loss: 0.149741 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.660564, loss: 0.150239 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.508009, loss: 0.149816 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.660564, loss: 0.148685 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.584287, loss: 0.146628 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.584287, loss: 0.146852 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.660564, loss: 0.146189 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.584287, loss: 0.145126 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.660564, loss: 0.145805 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.660564, loss: 0.145162 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.736842, loss: 0.145640 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.736842, loss: 0.145919 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.736842, loss: 0.145946 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.660564, loss: 0.144519 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.660564, loss: 0.145107 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.584287, loss: 0.145414 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.508009, loss: 0.145368 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.584287, loss: 0.145236 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.584287, loss: 0.144704 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.660564, loss: 0.142574 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.736842, loss: 0.142575 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.584287, loss: 0.142710 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.660564, loss: 0.142493 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.736842, loss: 0.141338 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.736842, loss: 0.140970 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.736842, loss: 0.139998 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.736842, loss: 0.140543 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.813120, loss: 0.139126 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.889397, loss: 0.139115 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.736842, loss: 0.139491 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.965675, loss: 0.138058 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.041953, loss: 0.137537 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.118230, loss: 0.137328 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.118230, loss: 0.137175 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.118230, loss: 0.137223 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.118230, loss: 0.137472 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.118230, loss: 0.136944 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.270786, loss: 0.135974 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.270786, loss: 0.135531 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.270786, loss: 0.134563 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.270786, loss: 0.134309 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.347063, loss: 0.133058 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.270786, loss: 0.133559 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.347063, loss: 0.132594 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.347063, loss: 0.132079 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.347063, loss: 0.130208 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.347063, loss: 0.129766 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.347063, loss: 0.129970 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.499619, loss: 0.129884 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.499619, loss: 0.129368 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.575896, loss: 0.128243 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.499619, loss: 0.128092 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.499619, loss: 0.128226 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.652174, loss: 0.127365 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.575896, loss: 0.127320 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.652174, loss: 0.125992 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.728452, loss: 0.128074 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.652174, loss: 0.127080 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.728452, loss: 0.127198 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.728452, loss: 0.126952 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.652174, loss: 0.125647 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.652174, loss: 0.124338 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.652174, loss: 0.123756 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.652174, loss: 0.124891 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.728452, loss: 0.124179 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.652174, loss: 0.123194 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.652174, loss: 0.123085 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.652174, loss: 0.122992 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.728452, loss: 0.123448 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.804729, loss: 0.123449 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.728452, loss: 0.121911 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.804729, loss: 0.123216 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.804729, loss: 0.123432 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.804729, loss: 0.123002 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.881007, loss: 0.122816 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.804729, loss: 0.122679 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.881007, loss: 0.122142 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.881007, loss: 0.122555 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.881007, loss: 0.120771 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.881007, loss: 0.119674 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.804729, loss: 0.119508 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.804729, loss: 0.119311 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.804729, loss: 0.118313 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.728452, loss: 0.118654 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.804729, loss: 0.118651 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.881007, loss: 0.119407 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.881007, loss: 0.119213 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.881007, loss: 0.118329 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.957285, loss: 0.118530 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.033562, loss: 0.118927 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.957285, loss: 0.119546 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.881007, loss: 0.119586 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.957285, loss: 0.120375 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.033562, loss: 0.119109 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.957285, loss: 0.118836 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.957285, loss: 0.117506 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.957285, loss: 0.117815 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.957285, loss: 0.116882 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.033562, loss: 0.116730 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.109840, loss: 0.116120 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.033562, loss: 0.116270 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.957285, loss: 0.116349 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.033562, loss: 0.115976 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.957285, loss: 0.116530 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.033562, loss: 0.116450 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.957285, loss: 0.117031 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.033562, loss: 0.117933 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.109840, loss: 0.116901 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.033562, loss: 0.116279 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.109840, loss: 0.114623 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.115191 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.116118 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.115645 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.114509 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.186117, loss: 0.114608 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.186117, loss: 0.114828 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.109840, loss: 0.114419 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.109840, loss: 0.114083 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.109840, loss: 0.114391 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.186117, loss: 0.113947 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.186117, loss: 0.113891 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.186117, loss: 0.113925 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.262395, loss: 0.113859 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.338673, loss: 0.114215 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.186117, loss: 0.113000 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.262395, loss: 0.112939 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.262395, loss: 0.113090 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.262395, loss: 0.111622 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.262395, loss: 0.110689 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.109840, loss: 0.111648 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.109840, loss: 0.112236 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.109840, loss: 0.112512 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.109840, loss: 0.111585 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.109840, loss: 0.110788 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.186117, loss: 0.110829 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.109840, loss: 0.110338 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.186117, loss: 0.110932 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.186117, loss: 0.110928 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.262395, loss: 0.110562 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.186117, loss: 0.109702 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.186117, loss: 0.109824 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.186117, loss: 0.109860 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.186117, loss: 0.110405 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.262395, loss: 0.110169 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.186117, loss: 0.109374 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.262395, loss: 0.108471 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.262395, loss: 0.109750 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.186117, loss: 0.109190 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.262395, loss: 0.108737 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.186117, loss: 0.108018 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.107492 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.107146 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.108042 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.107692 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.262395, loss: 0.107961 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.262395, loss: 0.107250 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.262395, loss: 0.107564 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.262395, loss: 0.107702 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.338673, loss: 0.107735 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.262395, loss: 0.108217 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.338673, loss: 0.108098 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.338673, loss: 0.108027 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.338673, loss: 0.107995 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.338673, loss: 0.108110 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.414950, loss: 0.107903 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.338673, loss: 0.108384 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.338673, loss: 0.108510 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.338673, loss: 0.108603 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.338673, loss: 0.108048 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.338673, loss: 0.107685 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.106586 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.491228, loss: 0.106238 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.105927 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.106248 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.414950, loss: 0.106589 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.106633 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.106391 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.414950, loss: 0.106475 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.567506, loss: 0.105269 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.106436 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.338673, loss: 0.106341 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.338673, loss: 0.106441 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.491228, loss: 0.105463 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.414950, loss: 0.104942 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.414950, loss: 0.105208 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.414950, loss: 0.105192 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.414950, loss: 0.104876 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.643783, loss: 0.104265 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.567506, loss: 0.104341 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.567506, loss: 0.103784 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.567506, loss: 0.104357 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.567506, loss: 0.104257 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.643783, loss: 0.103284 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.643783, loss: 0.103515 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.643783, loss: 0.103465 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.643783, loss: 0.103690 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.643783, loss: 0.103176 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.567506, loss: 0.103516 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.567506, loss: 0.102594 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.567506, loss: 0.101932 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.567506, loss: 0.102143 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.567506, loss: 0.102684 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.491228, loss: 0.102446 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.414950, loss: 0.102949 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.567506, loss: 0.102219 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.102498 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.102438 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.102124 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.102936 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.567506, loss: 0.102873 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.491228, loss: 0.103136 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.567506, loss: 0.103296 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.720061, loss: 0.103529 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.567506, loss: 0.103906 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.567506, loss: 0.103448 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.567506, loss: 0.102732 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.567506, loss: 0.102862 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.567506, loss: 0.102541 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.567506, loss: 0.102851 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.643783, loss: 0.103313 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.643783, loss: 0.103189 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.643783, loss: 0.102661 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.567506, loss: 0.101999 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.643783, loss: 0.102689 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.567506, loss: 0.103415 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.103347 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.102546 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.102245 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.101445 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.101331 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.100635 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.101215 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.101212 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.100798 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.643783, loss: 0.101344 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.567506, loss: 0.102175 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.643783, loss: 0.102008 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.643783, loss: 0.101489 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.643783, loss: 0.101065 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.643783, loss: 0.101035 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.643783, loss: 0.100845 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.720061, loss: 0.100714 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.643783, loss: 0.100335 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.720061, loss: 0.100900 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.643783, loss: 0.100086 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.100424 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.100732 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.100695 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.101204 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.101430 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.101308 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.100543 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.100610 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.101303 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.101235 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.720061, loss: 0.100382 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.720061, loss: 0.099869 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.720061, loss: 0.099998 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.720061, loss: 0.100356 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.720061, loss: 0.100630 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.720061, loss: 0.100573 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.720061, loss: 0.099874 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.720061, loss: 0.099582 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.796339, loss: 0.099662 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.796339, loss: 0.100070 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.720061, loss: 0.100236 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.796339, loss: 0.100144 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.720061, loss: 0.100612 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.720061, loss: 0.100396 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.796339, loss: 0.099827 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.796339, loss: 0.099184 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.720061, loss: 0.099435 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.720061, loss: 0.099988 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.720061, loss: 0.100105 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.720061, loss: 0.099426 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.720061, loss: 0.099253 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.796339, loss: 0.098615 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.720061, loss: 0.098825 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.720061, loss: 0.099093 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.720061, loss: 0.099210 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.720061, loss: 0.098779 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.720061, loss: 0.099367 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.720061, loss: 0.099917 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.720061, loss: 0.099877 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.720061, loss: 0.099937 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.567506, loss: 0.100446 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.567506, loss: 0.100734 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.567506, loss: 0.101138 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.567506, loss: 0.101435 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.567506, loss: 0.100967 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.567506, loss: 0.100963 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.567506, loss: 0.100824 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.567506, loss: 0.101263 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.643783, loss: 0.100464 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.567506, loss: 0.100567 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.643783, loss: 0.100198 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.720061, loss: 0.100002 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.643783, loss: 0.100692 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.643783, loss: 0.100700 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.643783, loss: 0.100745 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.643783, loss: 0.100377 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.720061, loss: 0.099439 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.720061, loss: 0.099392 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.720061, loss: 0.099968 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.643783, loss: 0.100194 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.643783, loss: 0.100283 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.643783, loss: 0.099468 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.720061, loss: 0.098922 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.720061, loss: 0.098766 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.720061, loss: 0.098823 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.720061, loss: 0.099094 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.720061, loss: 0.099548 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.796339, loss: 0.099011 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.720061, loss: 0.098719 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.720061, loss: 0.098973 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.720061, loss: 0.099087 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.720061, loss: 0.099122 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.720061, loss: 0.098733 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.720061, loss: 0.098767 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.720061, loss: 0.098038 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.720061, loss: 0.098508 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.796339, loss: 0.098801 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.796339, loss: 0.098069 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.796339, loss: 0.097806 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.796339, loss: 0.098065 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.796339, loss: 0.097536 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.796339, loss: 0.097439 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.720061, loss: 0.097773 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.720061, loss: 0.097852 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.720061, loss: 0.097987 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.720061, loss: 0.097987 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.720061, loss: 0.097955 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.720061, loss: 0.097543 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.796339, loss: 0.098356 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.796339, loss: 0.098114 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.720061, loss: 0.098726 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.720061, loss: 0.099101 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.720061, loss: 0.098979 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.720061, loss: 0.099386 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.796339, loss: 0.099155 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.720061, loss: 0.098410 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.796339, loss: 0.097908 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.796339, loss: 0.097510 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.720061, loss: 0.097623 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.720061, loss: 0.097897 + diff --git a/log/improve_transformer_k3.log b/log/improve_transformer_k3.log new file mode 100644 index 0000000..2fc9dd6 --- /dev/null +++ b/log/improve_transformer_k3.log @@ -0,0 +1,1124 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 60.183066, loss: 0.976966 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 70.480549, loss: 0.760732 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 76.506484, loss: 0.633727 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 79.557590, loss: 0.547564 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 81.922197, loss: 0.484259 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 83.524027, loss: 0.442222 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 84.363082, loss: 0.411146 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 85.354691, loss: 0.386895 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 86.193745, loss: 0.364673 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.651411, loss: 0.348457 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 87.261632, loss: 0.326949 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.871854, loss: 0.315012 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.100686, loss: 0.306106 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 88.710908, loss: 0.288737 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 88.787185, loss: 0.281707 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 89.321129, loss: 0.269832 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 89.626240, loss: 0.260419 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 90.007628, loss: 0.254571 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 90.846682, loss: 0.240778 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.533181, loss: 0.230755 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.304348, loss: 0.226864 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 91.304348, loss: 0.226721 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 91.533181, loss: 0.223031 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.067124, loss: 0.215396 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.295957, loss: 0.207419 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 92.524790, loss: 0.202303 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 92.601068, loss: 0.199583 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 92.601068, loss: 0.193455 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.058734, loss: 0.188939 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.135011, loss: 0.186496 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.897788, loss: 0.179215 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 93.440122, loss: 0.180845 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 93.516400, loss: 0.177976 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.050343, loss: 0.171572 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.202899, loss: 0.166095 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 93.974066, loss: 0.166348 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 93.974066, loss: 0.161094 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.584287, loss: 0.156110 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.736842, loss: 0.151046 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 94.965675, loss: 0.146472 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.041953, loss: 0.145556 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.194508, loss: 0.145304 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 94.965675, loss: 0.144744 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.118230, loss: 0.140212 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.041953, loss: 0.137721 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.270786, loss: 0.135091 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.270786, loss: 0.133129 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.423341, loss: 0.129678 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.347063, loss: 0.131931 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.423341, loss: 0.128895 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.652174, loss: 0.127222 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.728452, loss: 0.123108 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.728452, loss: 0.123688 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.652174, loss: 0.123382 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.652174, loss: 0.124001 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 95.652174, loss: 0.123837 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 95.881007, loss: 0.120258 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 95.957285, loss: 0.116666 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 95.881007, loss: 0.113516 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.033562, loss: 0.113930 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.186117, loss: 0.113169 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.414950, loss: 0.110901 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.643783, loss: 0.110193 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.186117, loss: 0.110677 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.338673, loss: 0.111364 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.338673, loss: 0.109862 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.111470 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.262395, loss: 0.111352 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.338673, loss: 0.110475 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.338673, loss: 0.109715 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.491228, loss: 0.107990 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.414950, loss: 0.108838 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.338673, loss: 0.104677 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.338673, loss: 0.106736 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.567506, loss: 0.106908 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.567506, loss: 0.108040 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.105555 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.567506, loss: 0.106182 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.567506, loss: 0.104893 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.872616, loss: 0.102766 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.100217 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.796339, loss: 0.099509 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.643783, loss: 0.099076 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.720061, loss: 0.100378 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.796339, loss: 0.100075 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.796339, loss: 0.099920 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.872616, loss: 0.099291 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.948894, loss: 0.100347 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.872616, loss: 0.100092 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.872616, loss: 0.097407 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.025172, loss: 0.096426 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.177727, loss: 0.095802 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.025172, loss: 0.094569 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.025172, loss: 0.095621 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.025172, loss: 0.097016 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.025172, loss: 0.097360 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.025172, loss: 0.098144 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.025172, loss: 0.096807 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.177727, loss: 0.096458 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.101449, loss: 0.094418 + diff --git a/log/improve_transformer_k3_no_dp.log b/log/improve_transformer_k3_no_dp.log new file mode 100644 index 0000000..2f12d43 --- /dev/null +++ b/log/improve_transformer_k3_no_dp.log @@ -0,0 +1,1124 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 28.222731, loss: 2.080565 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 42.562929, loss: 1.376610 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 60.640732, loss: 0.973437 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 68.649886, loss: 0.776610 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 74.446987, loss: 0.647648 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 77.726926, loss: 0.563574 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 80.091533, loss: 0.514777 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 81.693364, loss: 0.479410 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 82.990084, loss: 0.449129 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 83.905416, loss: 0.423538 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 84.591915, loss: 0.398554 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 85.278413, loss: 0.380216 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 85.507246, loss: 0.362059 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 86.117468, loss: 0.347185 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 86.803966, loss: 0.328879 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 87.566743, loss: 0.317997 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 88.024409, loss: 0.305864 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 88.329519, loss: 0.294230 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 89.092296, loss: 0.284580 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 89.626240, loss: 0.274631 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 90.007628, loss: 0.263761 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 90.999237, loss: 0.250801 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 91.151793, loss: 0.242950 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 91.151793, loss: 0.236501 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 91.380625, loss: 0.230831 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 91.762014, loss: 0.221270 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 92.067124, loss: 0.215945 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 92.372235, loss: 0.211834 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 92.219680, loss: 0.210852 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 92.524790, loss: 0.201465 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 92.829901, loss: 0.195749 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 92.906178, loss: 0.193928 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 92.753623, loss: 0.194012 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 92.906178, loss: 0.187119 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 93.058734, loss: 0.184135 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 93.211289, loss: 0.183876 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 93.440122, loss: 0.177817 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 93.363844, loss: 0.173767 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 93.592677, loss: 0.172690 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 93.821510, loss: 0.171805 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 94.050343, loss: 0.165566 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 93.897788, loss: 0.162438 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 94.202899, loss: 0.156380 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 94.355454, loss: 0.155917 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 94.355454, loss: 0.155717 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 94.584287, loss: 0.152534 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 94.660564, loss: 0.147291 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 94.584287, loss: 0.145265 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 94.736842, loss: 0.142972 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 94.736842, loss: 0.142592 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 94.813120, loss: 0.140249 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 94.813120, loss: 0.141655 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 94.889397, loss: 0.139189 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 94.889397, loss: 0.134865 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 94.889397, loss: 0.133585 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 95.041953, loss: 0.128527 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 95.118230, loss: 0.129476 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 95.194508, loss: 0.127838 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 95.347063, loss: 0.126544 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 95.347063, loss: 0.127062 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 95.347063, loss: 0.121964 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 95.270786, loss: 0.121469 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 95.347063, loss: 0.122681 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 95.652174, loss: 0.118637 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 95.652174, loss: 0.118989 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 95.652174, loss: 0.116347 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.033562, loss: 0.113526 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 95.728452, loss: 0.114463 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 95.652174, loss: 0.117761 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 95.728452, loss: 0.116476 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 95.957285, loss: 0.114741 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.033562, loss: 0.111598 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 95.881007, loss: 0.112816 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 95.881007, loss: 0.109778 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.033562, loss: 0.109907 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.109840, loss: 0.109090 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 95.957285, loss: 0.111206 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.186117, loss: 0.110934 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.186117, loss: 0.107376 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.262395, loss: 0.106975 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.338673, loss: 0.105260 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.338673, loss: 0.104856 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.186117, loss: 0.107026 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.186117, loss: 0.107077 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.491228, loss: 0.102796 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.567506, loss: 0.100739 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.491228, loss: 0.101673 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.720061, loss: 0.101609 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.720061, loss: 0.100051 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.720061, loss: 0.100358 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.720061, loss: 0.098705 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.796339, loss: 0.094927 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.796339, loss: 0.093861 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.025172, loss: 0.093029 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.872616, loss: 0.093638 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.720061, loss: 0.094923 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.720061, loss: 0.093911 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.796339, loss: 0.093317 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.796339, loss: 0.094422 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.025172, loss: 0.092374 + diff --git a/log/improve_transformer_k5.log b/log/improve_transformer_k5.log new file mode 100644 index 0000000..0140ba5 --- /dev/null +++ b/log/improve_transformer_k5.log @@ -0,0 +1,1724 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 63.157895, loss: 0.937055 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 77.574371, loss: 0.617218 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 81.845919, loss: 0.493464 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 84.439359, loss: 0.422988 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 86.193745, loss: 0.373945 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.566743, loss: 0.335020 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.329519, loss: 0.312305 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.321129, loss: 0.291600 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.389016, loss: 0.268547 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.075515, loss: 0.257287 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.914569, loss: 0.232523 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.372235, loss: 0.217675 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.753623, loss: 0.214238 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 93.058734, loss: 0.202456 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.211289, loss: 0.198617 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.745233, loss: 0.189839 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 94.126621, loss: 0.175272 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.508009, loss: 0.171856 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.736842, loss: 0.164064 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.813120, loss: 0.155694 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.965675, loss: 0.152707 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 95.194508, loss: 0.147255 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.965675, loss: 0.141644 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.118230, loss: 0.139141 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.499619, loss: 0.134732 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.128540 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.652174, loss: 0.124339 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.652174, loss: 0.122345 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.881007, loss: 0.120546 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.033562, loss: 0.114492 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.109840, loss: 0.113563 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.262395, loss: 0.111304 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.262395, loss: 0.108462 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.338673, loss: 0.109016 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.491228, loss: 0.105861 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.567506, loss: 0.106829 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.643783, loss: 0.103899 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.796339, loss: 0.102073 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 97.101449, loss: 0.100442 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.948894, loss: 0.099286 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.872616, loss: 0.097073 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.948894, loss: 0.096740 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 97.177727, loss: 0.097190 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 97.406560, loss: 0.094175 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 97.330282, loss: 0.093752 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 97.482838, loss: 0.094750 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.254005, loss: 0.096861 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.482838, loss: 0.092282 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.559115, loss: 0.088621 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.559115, loss: 0.087642 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.635393, loss: 0.087646 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.635393, loss: 0.088967 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.711670, loss: 0.087022 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. 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done. +Epoch 2 done. +Epoch 64, acc: 97.940503, loss: 0.082954 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.711670, loss: 0.084096 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.787948, loss: 0.082220 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.787948, loss: 0.081216 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.711670, loss: 0.084073 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.711670, loss: 0.082256 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.711670, loss: 0.083373 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.711670, loss: 0.081735 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.787948, loss: 0.079660 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.787948, loss: 0.079068 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.787948, loss: 0.078942 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 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done. +Epoch 2 done. +Epoch 90, acc: 97.787948, loss: 0.078043 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.787948, loss: 0.078148 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.787948, loss: 0.079090 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.787948, loss: 0.080329 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 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done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.787948, loss: 0.077795 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.787948, loss: 0.079231 + diff --git a/log/improve_transformer_k5_no_dp.log b/log/improve_transformer_k5_no_dp.log new file mode 100644 index 0000000..6de75f6 --- /dev/null +++ b/log/improve_transformer_k5_no_dp.log @@ -0,0 +1,1724 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 64.988558, loss: 0.939535 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 74.904653, loss: 0.698429 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 79.252479, loss: 0.576290 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 80.701754, loss: 0.509338 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 82.684973, loss: 0.459739 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 84.057971, loss: 0.423989 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 84.591915, loss: 0.394069 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 85.354691, loss: 0.375039 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 86.270023, loss: 0.348019 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.727689, loss: 0.323847 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 87.643021, loss: 0.306885 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 88.558352, loss: 0.288814 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 88.939741, loss: 0.275716 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 89.549962, loss: 0.263404 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 90.160183, loss: 0.250628 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.846682, loss: 0.237569 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 90.922960, loss: 0.231262 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 91.762014, loss: 0.218421 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.067124, loss: 0.211052 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 92.601068, loss: 0.204313 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 92.753623, loss: 0.195826 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.058734, loss: 0.187967 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 93.211289, loss: 0.184371 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 93.363844, loss: 0.177564 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.668955, loss: 0.172550 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.745233, loss: 0.167282 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.974066, loss: 0.161973 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.974066, loss: 0.159121 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.202899, loss: 0.152117 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.279176, loss: 0.150065 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.202899, loss: 0.147149 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.202899, loss: 0.144960 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.508009, loss: 0.140984 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.431732, loss: 0.138326 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.508009, loss: 0.136682 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.813120, loss: 0.132914 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.889397, loss: 0.131631 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.270786, loss: 0.131211 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.270786, loss: 0.128023 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.194508, loss: 0.127392 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.423341, loss: 0.121446 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.347063, loss: 0.118929 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.499619, loss: 0.116109 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.575896, loss: 0.115922 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.804729, loss: 0.114698 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.728452, loss: 0.113117 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.728452, loss: 0.112789 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.881007, loss: 0.110766 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.728452, loss: 0.111396 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.957285, loss: 0.110529 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.957285, loss: 0.107652 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.033562, loss: 0.107142 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.109840, loss: 0.106908 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.881007, loss: 0.107155 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.186117, loss: 0.104572 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.262395, loss: 0.101798 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.262395, loss: 0.100251 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 96.262395, loss: 0.099515 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.262395, loss: 0.098805 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 96.338673, loss: 0.097378 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 96.262395, loss: 0.098274 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.338673, loss: 0.096417 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.414950, loss: 0.094467 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.414950, loss: 0.095621 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.491228, loss: 0.096106 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.567506, loss: 0.094671 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.491228, loss: 0.093754 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.643783, loss: 0.094159 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.643783, loss: 0.094794 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.643783, loss: 0.093937 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.796339, loss: 0.091324 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.872616, loss: 0.092379 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.872616, loss: 0.093224 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 97.025172, loss: 0.091937 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.948894, loss: 0.091905 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.948894, loss: 0.091641 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.025172, loss: 0.091567 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 97.177727, loss: 0.089188 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.101449, loss: 0.090016 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.177727, loss: 0.088768 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 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0.087498 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.254005, loss: 0.086678 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.406560, loss: 0.086409 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.482838, loss: 0.087016 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. 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+Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.083262 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.482838, loss: 0.082663 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.482838, loss: 0.082178 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.559115, loss: 0.082967 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.482838, loss: 0.081453 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.482838, loss: 0.080595 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.482838, loss: 0.080639 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.635393, loss: 0.082279 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.635393, loss: 0.081720 + diff --git a/log/log.txt b/log/log.txt new file mode 100644 index 0000000..e69de29 diff --git a/log/logkashi.txt b/log/logkashi.txt new file mode 100644 index 0000000..e69de29 diff --git a/log/main.log b/log/main.log new file mode 100644 index 0000000..79a3d0f --- /dev/null +++ b/log/main.log @@ -0,0 +1,2886 @@ +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0, acc: 22.883295, loss: 1.661626 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 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3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 2, acc: 60.640732, loss: 1.034584 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 3, acc: 64.836003, loss: 0.932613 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 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loss: 0.803955 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 7, acc: 67.963387, loss: 0.775623 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 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done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 25, acc: 85.964912, loss: 0.388913 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. 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acc: 91.456903, loss: 0.252067 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 32, acc: 92.295957, loss: 0.220119 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 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done. +Epoch 56, acc: 95.957285, loss: 0.157531 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 57, acc: 94.813120, loss: 0.176896 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 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local_train + model_norm = models.model_norm(model, self.local_model) + File "/home/ykn/cds/chapter03_Python_image_classification/models.py", line 46, in model_norm + return math.sqrt(squared_sum) +KeyboardInterrupt diff --git a/log/main2s.log b/log/main2s.log new file mode 100644 index 0000000..f481529 --- /dev/null +++ b/log/main2s.log @@ -0,0 +1,3288 @@ +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. 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acc: 92.295957, loss: 0.208683 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 31, acc: 91.151793, loss: 0.236991 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 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done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 35, acc: 93.287567, loss: 0.218374 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. 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done. +Epoch 3 done. +Epoch 4 done. +Epoch 37, acc: 93.211289, loss: 0.196147 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 38, acc: 94.050343, loss: 0.161458 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 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done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 42, acc: 93.516400, loss: 0.170650 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. 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+Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 68, acc: 95.881007, loss: 0.135099 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Traceback (most recent call last): + File "/home/ykn/cds/chapter03_Python_image_classification/main.py", line 98, in + diff = c.local_train(server.global_model) + File "/home/ykn/cds/chapter03_Python_image_classification/client.py", line 45, in local_train + output = self.local_model(data) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 889, in _call_impl + result = self.forward(*input, **kwargs) + File "/home/ykn/cds/chapter03_Python_image_classification/resnet50cds.py", line 102, in forward + x = self.layer3(x) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 889, in _call_impl + result = self.forward(*input, **kwargs) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/container.py", line 119, in forward + input = module(input) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 889, in _call_impl + result = self.forward(*input, **kwargs) + File "/home/ykn/cds/chapter03_Python_image_classification/resnet50cds.py", line 52, in forward + out += self.identity_connection(x) #identity connection/skip connection + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 872, in _call_impl + for hook in itertools.chain( +KeyboardInterrupt diff --git a/log/mainefns.log b/log/mainefns.log new file mode 100644 index 0000000..61ff0d9 --- /dev/null +++ b/log/mainefns.log @@ -0,0 +1,42 @@ +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Traceback (most recent call last): + File "/home/ykn/cds/chapter03_Python_image_classification/main.py", line 98, in + diff = c.local_train(server.global_model) + File "/home/ykn/cds/chapter03_Python_image_classification/client.py", line 62, in local_train + clipped_difference = norm_scale * (layer.data - model.state_dict()[name]) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1076, in state_dict + module.state_dict(destination, prefix + name + '.', keep_vars=keep_vars) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1076, in state_dict + module.state_dict(destination, prefix + name + '.', keep_vars=keep_vars) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1076, in state_dict + module.state_dict(destination, prefix + name + '.', keep_vars=keep_vars) + File "/home/ykn/anaconda3/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1072, in state_dict + destination._metadata[prefix[:-1]] = local_metadata = dict(version=self._version) +KeyboardInterrupt diff --git a/log/mainefnv2s.log b/log/mainefnv2s.log new file mode 100644 index 0000000..a0d6468 --- /dev/null +++ b/log/mainefnv2s.log @@ -0,0 +1,4722 @@ +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0, acc: 22.883295, loss: 1.391996 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 1, acc: 22.883295, loss: 1.401651 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 2, acc: 22.883295, loss: 1.418807 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 3, acc: 22.883295, loss: 1.444530 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 4, acc: 22.883295, loss: 1.478828 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 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23.188406, loss: 1.510311 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 7, acc: 39.282990, loss: 1.407400 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. 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done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 9, acc: 46.453089, loss: 1.186869 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 10, acc: 51.258581, loss: 1.140558 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 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done. +Epoch 4 done. +Epoch 13, acc: 55.835240, loss: 1.079626 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 14, acc: 57.131960, loss: 1.070769 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 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done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 18, acc: 59.420290, loss: 0.968624 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. 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acc: 70.938215, loss: 0.684412 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 32, acc: 70.327994, loss: 0.706705 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 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done. +Epoch 3 done. +Epoch 4 done. +Epoch 38, acc: 79.710145, loss: 0.506326 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 39, acc: 79.557590, loss: 0.526393 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 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done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 43, acc: 82.608696, loss: 0.444154 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. 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done. +Epoch 56, acc: 87.185355, loss: 0.336046 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 57, acc: 87.337910, loss: 0.351500 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3 done. +Epoch 4 done. +Epoch 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acc: 93.974066, loss: 0.211569 + diff --git a/log/resnet50=3.log b/log/resnet50=3.log new file mode 100644 index 0000000..6052658 --- /dev/null +++ b/log/resnet50=3.log @@ -0,0 +1,1724 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.412194 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.457157 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.521081 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.602604 + +Epoch 0 done. +Epoch 1 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done. +Epoch 7, acc: 42.791762, loss: 1.351946 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 52.479024, loss: 1.194432 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 57.055683, loss: 1.107326 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 59.496568, loss: 1.059615 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 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+Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 66.209001, loss: 0.840789 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 66.437834, loss: 0.832900 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 66.590389, loss: 0.823622 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 66.285278, loss: 0.813965 + +Epoch 0 done. +Epoch 1 done. 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done. +Epoch 33, acc: 67.124333, loss: 0.781714 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 67.429443, loss: 0.776674 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 67.353166, loss: 0.767747 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 67.734554, loss: 0.760597 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 68.039664, loss: 0.752609 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 68.954996, loss: 0.747421 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 68.802441, loss: 0.739376 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 69.031274, loss: 0.732714 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 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+Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 73.150267, loss: 0.653688 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 72.311213, loss: 0.648145 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 73.455378, loss: 0.638276 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 73.760488, loss: 0.629494 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 74.675820, loss: 0.618418 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 75.514874, loss: 0.611397 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 75.819985, loss: 0.599522 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 76.277651, loss: 0.588312 + +Epoch 0 done. +Epoch 1 done. 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done. +Epoch 59, acc: 76.964150, loss: 0.559253 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 77.574371, loss: 0.547884 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 78.032037, loss: 0.549231 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 78.260870, loss: 0.534747 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 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0.484747 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 79.938978, loss: 0.484614 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 80.701754, loss: 0.478404 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 80.778032, loss: 0.469608 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 81.235698, loss: 0.463323 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 81.235698, loss: 0.461671 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 81.235698, loss: 0.466317 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 81.617086, loss: 0.453539 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 81.922197, loss: 0.445601 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 81.998474, loss: 0.439199 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 81.388253, loss: 0.443179 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 82.227307, loss: 0.435396 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 82.151030, loss: 0.440426 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 82.532418, loss: 0.427315 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 81.998474, loss: 0.439558 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 82.608696, loss: 0.423748 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 82.913806, loss: 0.418813 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 83.676583, loss: 0.406315 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 83.218917, loss: 0.413111 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 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done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 84.515637, loss: 0.383865 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 85.354691, loss: 0.376403 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 85.354691, loss: 0.376733 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 85.812357, loss: 0.366160 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 85.888635, loss: 0.361702 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 86.193745, loss: 0.360172 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 86.041190, loss: 0.363336 + diff --git a/log/resnet50k5.log b/log/resnet50k5.log new file mode 100644 index 0000000..9b1978f --- /dev/null +++ b/log/resnet50k5.log @@ -0,0 +1,1736 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +"model_name" : "resnet50cds", + + "no_models" : 10, + + "dp" : true, + + "global_epochs" : 100, + + "local_epochs" : 3, + + "k" : 5, + + "batch_size" : 64, + + "lr" : 0.001, + + "momentum" : 0.0001, + + "C" : 1000, + + "lambda" : 0.1 +} + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.401969 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.438290 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 26.468345, loss: 1.502676 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.568192 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.730740, loss: 1.613448 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 31.884058, loss: 1.597671 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 34.324943, loss: 1.501867 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 43.707094, loss: 1.351440 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 50.190694, loss: 1.217692 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 54.996186, loss: 1.120817 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 57.818459, loss: 1.059325 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 61.556064, loss: 1.027654 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 63.539283, loss: 1.003751 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 63.844394, loss: 0.986557 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 64.378337, loss: 0.968983 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 64.683448, loss: 0.958927 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 64.302059, loss: 0.944678 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 64.530892, loss: 0.929354 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 64.073227, loss: 0.922275 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 65.293669, loss: 0.908072 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 65.446224, loss: 0.901554 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 65.141114, loss: 0.889453 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 65.827613, loss: 0.880292 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 65.598780, loss: 0.869409 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 65.827613, loss: 0.862663 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 66.285278, loss: 0.852525 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 65.903890, loss: 0.847197 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 65.369947, loss: 0.839310 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 66.209001, loss: 0.832615 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 66.666667, loss: 0.826395 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 66.285278, loss: 0.820035 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 66.666667, loss: 0.815914 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 66.666667, loss: 0.809955 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 66.514111, loss: 0.804318 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 66.895500, loss: 0.797976 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 67.276888, loss: 0.788587 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 67.963387, loss: 0.782481 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 67.429443, loss: 0.777918 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 67.276888, loss: 0.773929 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 67.734554, loss: 0.762909 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 68.039664, loss: 0.754159 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 68.649886, loss: 0.746035 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 68.421053, loss: 0.743201 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 69.107551, loss: 0.736398 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 69.183829, loss: 0.725766 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 70.709382, loss: 0.715506 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 70.709382, loss: 0.707657 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 70.861937, loss: 0.704540 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 70.785660, loss: 0.695624 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 71.167048, loss: 0.687373 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 71.624714, loss: 0.683547 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 71.929825, loss: 0.680562 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 72.158658, loss: 0.673829 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 72.692601, loss: 0.661378 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 73.379100, loss: 0.660558 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 73.760488, loss: 0.650257 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 74.141876, loss: 0.640431 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 74.446987, loss: 0.632638 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 75.133486, loss: 0.619191 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 75.667429, loss: 0.611378 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 75.896262, loss: 0.611043 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 76.125095, loss: 0.599370 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 75.667429, loss: 0.599705 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 76.125095, loss: 0.585777 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 77.192982, loss: 0.578097 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 76.887872, loss: 0.575593 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 77.040427, loss: 0.574987 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 77.116705, loss: 0.569007 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 78.108314, loss: 0.549528 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 78.032037, loss: 0.538983 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 78.489703, loss: 0.536688 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 79.099924, loss: 0.528034 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 79.023646, loss: 0.518827 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 79.557590, loss: 0.510242 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 79.938978, loss: 0.503179 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 80.396644, loss: 0.492789 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 80.244088, loss: 0.490375 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 80.244088, loss: 0.490357 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 80.167811, loss: 0.479734 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 81.006865, loss: 0.466102 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 81.845919, loss: 0.462092 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 81.159420, loss: 0.459186 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 82.074752, loss: 0.446088 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 82.532418, loss: 0.441640 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 82.532418, loss: 0.437536 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 82.379863, loss: 0.437413 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 83.218917, loss: 0.427430 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 82.761251, loss: 0.426875 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 83.218917, loss: 0.424753 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 84.363082, loss: 0.405347 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 84.439359, loss: 0.398616 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 84.820748, loss: 0.388777 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 85.125858, loss: 0.389853 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 85.354691, loss: 0.374833 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 84.973303, loss: 0.381127 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 85.354691, loss: 0.370658 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 86.117468, loss: 0.366693 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 86.117468, loss: 0.358439 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 85.812357, loss: 0.360946 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 87.109077, loss: 0.348161 + diff --git a/log/resnet_k5_cwt.log b/log/resnet_k5_cwt.log new file mode 100644 index 0000000..58387f4 --- /dev/null +++ b/log/resnet_k5_cwt.log @@ -0,0 +1,3024 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.387754 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.388236 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.389198 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.390526 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.392257 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.394234 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.396468 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.399104 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.402474 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.406346 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.411091 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.414796 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.419682 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.425532 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.430556 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.437044 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.442856 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.449537 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.455768 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.462091 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.466242 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.474778 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.482571 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.487936 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.495573 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.505051 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.510100 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.518434 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.527882 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.537181 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.546329 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.554452 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.561637 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.573321 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.585867 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.595036 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.603495 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.607826 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.620516 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.625532 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.730740, loss: 1.623458 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.730740, loss: 1.629325 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 23.035850, loss: 1.635459 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.959573, loss: 1.638961 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 23.417239, loss: 1.638278 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 23.722349, loss: 1.637637 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 25.400458, loss: 1.627234 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 26.163234, loss: 1.621209 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 26.163234, loss: 1.613018 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 27.078566, loss: 1.600486 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 27.841342, loss: 1.591668 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 29.290618, loss: 1.582960 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 29.824561, loss: 1.569494 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 31.807780, loss: 1.553633 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 32.494279, loss: 1.534106 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 32.723112, loss: 1.513981 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 34.019832, loss: 1.497997 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 35.697941, loss: 1.476156 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 37.299771, loss: 1.452743 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 38.825324, loss: 1.427383 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 39.893211, loss: 1.403702 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 40.808543, loss: 1.382940 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 41.723875, loss: 1.360857 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 42.944317, loss: 1.341108 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 43.249428, loss: 1.325064 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 44.317315, loss: 1.302158 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 45.842868, loss: 1.281531 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 47.215866, loss: 1.263609 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 48.131198, loss: 1.247938 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 49.733028, loss: 1.225756 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 50.953471, loss: 1.211205 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 52.631579, loss: 1.196181 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 53.165523, loss: 1.184269 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 53.699466, loss: 1.170708 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 54.157132, loss: 1.158522 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 54.462243, loss: 1.146745 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 54.538520, loss: 1.137923 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 55.530130, loss: 1.126111 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 55.835240, loss: 1.118453 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 56.674294, loss: 1.109648 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 57.284516, loss: 1.101883 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 57.360793, loss: 1.096525 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 58.504958, loss: 1.088465 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 58.276125, loss: 1.084050 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 58.962624, loss: 1.079593 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 58.657513, loss: 1.075237 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 59.038902, loss: 1.071403 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 59.572845, loss: 1.065511 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 59.649123, loss: 1.060379 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 59.649123, loss: 1.056350 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 59.420290, loss: 1.053642 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 60.411899, loss: 1.050024 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 59.954233, loss: 1.045470 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 60.335622, loss: 1.042364 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 60.564455, loss: 1.038908 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 61.098398, loss: 1.037301 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 61.403509, loss: 1.033746 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 61.708619, loss: 1.031914 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 62.166285, loss: 1.028857 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 62.013730, loss: 1.026901 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 60.640732, loss: 1.024031 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 62.318841, loss: 1.021549 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 62.318841, loss: 1.019159 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 62.166285, loss: 1.017112 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 62.242563, loss: 1.014971 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 62.090008, loss: 1.012301 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 62.013730, loss: 1.008548 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 62.166285, loss: 1.008368 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 61.403509, loss: 1.006617 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 62.013730, loss: 1.005241 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 62.090008, loss: 1.002671 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 62.700229, loss: 1.000882 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 62.318841, loss: 0.999660 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 62.395118, loss: 0.999791 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 62.547674, loss: 0.997212 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 62.623951, loss: 0.996020 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 62.471396, loss: 0.993985 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 62.776506, loss: 0.992650 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 62.776506, loss: 0.990168 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 62.547674, loss: 0.989087 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 62.623951, loss: 0.987148 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 63.081617, loss: 0.986093 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 62.852784, loss: 0.984877 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 63.310450, loss: 0.981954 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 63.081617, loss: 0.979784 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 63.081617, loss: 0.978138 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 63.463005, loss: 0.976056 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 62.776506, loss: 0.972632 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 63.234172, loss: 0.970719 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 63.157895, loss: 0.970968 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 63.234172, loss: 0.969740 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 63.310450, loss: 0.968292 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 63.234172, loss: 0.966769 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 63.310450, loss: 0.964095 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 63.005339, loss: 0.960392 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 63.691838, loss: 0.958000 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 63.310450, loss: 0.958390 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 63.844394, loss: 0.956813 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 63.539283, loss: 0.956025 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 63.691838, loss: 0.953556 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 63.920671, loss: 0.951620 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 64.073227, loss: 0.951580 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 64.073227, loss: 0.950262 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 63.768116, loss: 0.946918 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 63.920671, loss: 0.944942 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 64.073227, loss: 0.943501 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 63.615561, loss: 0.939756 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 63.996949, loss: 0.939581 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 63.615561, loss: 0.938566 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 63.691838, loss: 0.939157 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 63.844394, loss: 0.937341 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 64.225782, loss: 0.936415 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 63.463005, loss: 0.934609 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 63.768116, loss: 0.933401 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 63.539283, loss: 0.933472 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 63.996949, loss: 0.931077 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 64.378337, loss: 0.930927 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 63.996949, loss: 0.930115 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 64.378337, loss: 0.928113 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 64.302059, loss: 0.926802 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 63.996949, loss: 0.927343 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 64.530892, loss: 0.925031 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 64.912281, loss: 0.923561 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 64.836003, loss: 0.921886 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 64.378337, loss: 0.921265 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.149504, loss: 0.919011 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.530892, loss: 0.919338 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.454615, loss: 0.917038 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.530892, loss: 0.917067 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.530892, loss: 0.916328 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.454615, loss: 0.913632 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.607170, loss: 0.913131 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.149504, loss: 0.910139 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.530892, loss: 0.909087 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.683448, loss: 0.909700 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.607170, loss: 0.907189 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.683448, loss: 0.905744 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.988558, loss: 0.904708 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.607170, loss: 0.901417 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.454615, loss: 0.900288 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 64.454615, loss: 0.899058 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 64.225782, loss: 0.897147 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 64.530892, loss: 0.896483 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 64.378337, loss: 0.896662 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 64.454615, loss: 0.896329 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 64.378337, loss: 0.895931 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 64.225782, loss: 0.896769 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 64.454615, loss: 0.895332 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 64.530892, loss: 0.895469 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 64.225782, loss: 0.892500 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 64.378337, loss: 0.890971 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 64.302059, loss: 0.889540 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 64.378337, loss: 0.888145 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 64.454615, loss: 0.888847 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 64.302059, loss: 0.886034 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.454615, loss: 0.883969 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.759725, loss: 0.882976 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.683448, loss: 0.884548 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.530892, loss: 0.884362 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.378337, loss: 0.882585 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 64.225782, loss: 0.879159 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 64.302059, loss: 0.877961 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 64.149504, loss: 0.876358 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 64.378337, loss: 0.876764 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 64.225782, loss: 0.878958 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 64.149504, loss: 0.877326 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 64.225782, loss: 0.876175 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 64.607170, loss: 0.875453 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 64.378337, loss: 0.871890 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 64.454615, loss: 0.872297 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 64.378337, loss: 0.872728 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 64.607170, loss: 0.871594 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 64.530892, loss: 0.871942 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 64.073227, loss: 0.869814 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 63.920671, loss: 0.868603 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 64.225782, loss: 0.867614 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 64.149504, loss: 0.864389 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 64.302059, loss: 0.862619 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 63.996949, loss: 0.861377 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 64.302059, loss: 0.862944 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 64.759725, loss: 0.861961 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 64.683448, loss: 0.860524 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 65.141114, loss: 0.859668 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 65.064836, loss: 0.859638 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 65.217391, loss: 0.860676 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.446224, loss: 0.859260 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.293669, loss: 0.858765 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.293669, loss: 0.858862 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.446224, loss: 0.857723 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.675057, loss: 0.854819 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.675057, loss: 0.851921 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.751335, loss: 0.853276 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.675057, loss: 0.853631 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.369947, loss: 0.852381 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.217391, loss: 0.851186 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 65.293669, loss: 0.852472 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 65.751335, loss: 0.852493 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 65.522502, loss: 0.851563 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 65.369947, loss: 0.851589 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 65.675057, loss: 0.849164 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 65.903890, loss: 0.848451 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 65.598780, loss: 0.848308 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 65.675057, loss: 0.846776 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 65.598780, loss: 0.844830 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 65.522502, loss: 0.845000 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 65.217391, loss: 0.845297 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 65.751335, loss: 0.844546 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 65.675057, loss: 0.841666 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 65.827613, loss: 0.839343 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 65.827613, loss: 0.840044 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 65.293669, loss: 0.839074 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 65.446224, loss: 0.837328 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 65.369947, loss: 0.835230 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 65.369947, loss: 0.836413 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 65.217391, loss: 0.834688 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 65.217391, loss: 0.836985 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 65.293669, loss: 0.834658 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 65.369947, loss: 0.835383 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 65.064836, loss: 0.833228 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 65.141114, loss: 0.832458 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 65.217391, loss: 0.831744 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 65.675057, loss: 0.831211 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 65.980168, loss: 0.829501 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 66.056445, loss: 0.829958 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 66.132723, loss: 0.830633 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 66.132723, loss: 0.830609 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 66.132723, loss: 0.830170 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 65.903890, loss: 0.828999 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 65.903890, loss: 0.826952 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 66.209001, loss: 0.823890 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 66.361556, loss: 0.824621 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 65.980168, loss: 0.824741 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 65.827613, loss: 0.824418 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 66.056445, loss: 0.823152 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 65.751335, loss: 0.821737 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 65.903890, loss: 0.819474 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 65.598780, loss: 0.817494 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 65.446224, loss: 0.815972 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 65.293669, loss: 0.816945 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 66.056445, loss: 0.816533 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 66.209001, loss: 0.814763 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 66.361556, loss: 0.812098 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 66.742944, loss: 0.812607 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 66.285278, loss: 0.811256 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 66.285278, loss: 0.808692 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 66.285278, loss: 0.807310 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 66.666667, loss: 0.808235 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 66.590389, loss: 0.809656 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 66.895500, loss: 0.807915 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 66.742944, loss: 0.807203 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 66.514111, loss: 0.809525 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 66.819222, loss: 0.808912 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 66.666667, loss: 0.807329 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 66.819222, loss: 0.806291 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 66.666667, loss: 0.805898 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 66.742944, loss: 0.806370 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 66.361556, loss: 0.802759 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 66.514111, loss: 0.802804 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 66.132723, loss: 0.801698 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 66.666667, loss: 0.802103 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 66.742944, loss: 0.801083 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 66.971777, loss: 0.799484 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 66.590389, loss: 0.799853 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 66.666667, loss: 0.798906 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 66.666667, loss: 0.796037 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 67.124333, loss: 0.793733 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 66.742944, loss: 0.794767 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 66.895500, loss: 0.793205 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 67.048055, loss: 0.792137 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 66.971777, loss: 0.792064 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 67.124333, loss: 0.792191 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 66.895500, loss: 0.792006 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 67.276888, loss: 0.790673 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 67.124333, loss: 0.790091 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 67.048055, loss: 0.789527 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 67.124333, loss: 0.788389 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 67.353166, loss: 0.789303 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 67.581998, loss: 0.789384 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 67.200610, loss: 0.786937 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 67.353166, loss: 0.785831 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 67.124333, loss: 0.783587 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 67.658276, loss: 0.782600 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 67.734554, loss: 0.782594 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 67.505721, loss: 0.781820 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 67.581998, loss: 0.782537 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 67.505721, loss: 0.781074 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 67.581998, loss: 0.780754 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 67.810831, loss: 0.780389 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 67.963387, loss: 0.778210 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 68.192220, loss: 0.778094 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 67.963387, loss: 0.776687 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 67.658276, loss: 0.777140 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 68.039664, loss: 0.776574 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 67.887109, loss: 0.775884 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 68.192220, loss: 0.774294 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 68.497330, loss: 0.774777 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 68.115942, loss: 0.774329 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 68.115942, loss: 0.774868 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 67.887109, loss: 0.774822 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 67.963387, loss: 0.774395 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 67.658276, loss: 0.775155 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 67.505721, loss: 0.776120 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 68.039664, loss: 0.774018 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 67.810831, loss: 0.773093 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 68.192220, loss: 0.772532 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.268497, loss: 0.769291 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.192220, loss: 0.771464 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.421053, loss: 0.769719 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.344775, loss: 0.768502 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.344775, loss: 0.768908 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 68.421053, loss: 0.766534 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 68.421053, loss: 0.764770 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 68.802441, loss: 0.764821 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 68.497330, loss: 0.765751 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 68.573608, loss: 0.764369 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 68.726163, loss: 0.762519 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 68.649886, loss: 0.763519 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 68.497330, loss: 0.762053 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 68.649886, loss: 0.760485 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 68.802441, loss: 0.759560 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 68.878719, loss: 0.758878 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 69.107551, loss: 0.760799 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 68.878719, loss: 0.760659 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 68.649886, loss: 0.759683 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 68.726163, loss: 0.757017 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 69.107551, loss: 0.756750 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 68.954996, loss: 0.754678 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 69.031274, loss: 0.754493 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 68.878719, loss: 0.752911 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 69.183829, loss: 0.751341 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 68.802441, loss: 0.750783 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 68.954996, loss: 0.751867 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 69.260107, loss: 0.752373 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 69.107551, loss: 0.752962 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 69.412662, loss: 0.750897 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 69.641495, loss: 0.749015 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 69.488940, loss: 0.750420 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 68.954996, loss: 0.747146 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 69.031274, loss: 0.748520 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 69.031274, loss: 0.746743 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 69.336384, loss: 0.744799 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 69.260107, loss: 0.743977 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 69.260107, loss: 0.745883 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 69.260107, loss: 0.746598 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 69.107551, loss: 0.744914 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 69.717773, loss: 0.743517 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 69.183829, loss: 0.745249 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 69.412662, loss: 0.744396 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 69.946606, loss: 0.742745 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 70.099161, loss: 0.742441 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 70.022883, loss: 0.744067 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 69.946606, loss: 0.743334 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 69.794050, loss: 0.740885 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 69.794050, loss: 0.741862 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 69.870328, loss: 0.740284 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 69.870328, loss: 0.739184 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 69.565217, loss: 0.737460 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 69.946606, loss: 0.738397 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 70.022883, loss: 0.737981 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 70.099161, loss: 0.735885 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 70.251716, loss: 0.735744 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 70.099161, loss: 0.736270 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 70.404272, loss: 0.735653 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 70.251716, loss: 0.734221 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 70.099161, loss: 0.732811 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 70.251716, loss: 0.732385 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 70.327994, loss: 0.731042 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 70.251716, loss: 0.730664 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 70.404272, loss: 0.731157 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 70.251716, loss: 0.729902 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 70.404272, loss: 0.730307 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 70.404272, loss: 0.731132 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 70.175439, loss: 0.729428 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 70.251716, loss: 0.728015 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 70.327994, loss: 0.728718 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 70.785660, loss: 0.725644 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 70.785660, loss: 0.726443 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 70.709382, loss: 0.727411 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 70.633105, loss: 0.724880 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 70.633105, loss: 0.722459 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 70.480549, loss: 0.721658 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 70.327994, loss: 0.721058 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 70.861937, loss: 0.721615 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 70.709382, loss: 0.719733 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 70.709382, loss: 0.721455 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 70.785660, loss: 0.720717 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 70.785660, loss: 0.716419 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 70.633105, loss: 0.714978 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 70.785660, loss: 0.714132 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 71.014493, loss: 0.714104 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 71.395881, loss: 0.712950 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 71.319603, loss: 0.710587 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 71.167048, loss: 0.711825 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 71.395881, loss: 0.708391 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 71.319603, loss: 0.707909 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 71.090770, loss: 0.708165 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 71.472159, loss: 0.705930 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 71.319603, loss: 0.705275 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 71.472159, loss: 0.702100 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 71.243326, loss: 0.700888 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 71.319603, loss: 0.700389 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 71.243326, loss: 0.698232 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 71.243326, loss: 0.699492 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 71.548436, loss: 0.698758 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 71.472159, loss: 0.697947 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 71.395881, loss: 0.698615 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 71.472159, loss: 0.696862 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 71.548436, loss: 0.693896 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 71.624714, loss: 0.696384 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 71.929825, loss: 0.695646 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 71.548436, loss: 0.693516 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 71.395881, loss: 0.691991 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 71.777269, loss: 0.690902 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 71.472159, loss: 0.689563 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 71.472159, loss: 0.688995 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 71.624714, loss: 0.688797 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 71.777269, loss: 0.688121 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 71.700992, loss: 0.685548 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 71.853547, loss: 0.684610 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 71.624714, loss: 0.683882 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 71.624714, loss: 0.684338 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 71.700992, loss: 0.681705 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 71.853547, loss: 0.681127 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 71.700992, loss: 0.681285 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 71.700992, loss: 0.679773 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 72.006102, loss: 0.679533 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 72.006102, loss: 0.680268 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 71.853547, loss: 0.678732 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 71.548436, loss: 0.678065 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 71.624714, loss: 0.675728 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 72.158658, loss: 0.673783 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 71.853547, loss: 0.674327 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 72.082380, loss: 0.674562 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 71.929825, loss: 0.675321 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 72.082380, loss: 0.676474 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 72.006102, loss: 0.674788 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 72.234935, loss: 0.675106 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 72.234935, loss: 0.673538 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 72.158658, loss: 0.673274 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 72.006102, loss: 0.670652 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 71.853547, loss: 0.669245 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 72.006102, loss: 0.668153 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 72.540046, loss: 0.667051 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 72.234935, loss: 0.668195 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 72.463768, loss: 0.667947 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 72.234935, loss: 0.666303 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 72.540046, loss: 0.666515 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 72.540046, loss: 0.665704 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 72.082380, loss: 0.663980 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 72.311213, loss: 0.664311 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 72.387490, loss: 0.665546 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 72.616323, loss: 0.664702 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 72.616323, loss: 0.666210 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 72.387490, loss: 0.664554 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 72.616323, loss: 0.664317 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 72.616323, loss: 0.665471 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 72.616323, loss: 0.667817 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 72.540046, loss: 0.664121 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 72.616323, loss: 0.665114 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 72.616323, loss: 0.662638 + diff --git a/log/rsenet-3-cwt.main.log b/log/rsenet-3-cwt.main.log new file mode 100644 index 0000000..a4ebadb --- /dev/null +++ b/log/rsenet-3-cwt.main.log @@ -0,0 +1,1824 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 23.340961, loss: 1.387094 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.390989 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.395751 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.401156 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.407488 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 22.883295, loss: 1.415300 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.423324 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.432289 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 22.883295, loss: 1.442295 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.453506 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.466008 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 22.883295, loss: 1.478130 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.491885 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.506292 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 22.883295, loss: 1.521577 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.538070 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.553234 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 22.883295, loss: 1.568216 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.588456 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.601338 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 22.883295, loss: 1.616229 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.629984 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.639334 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 22.883295, loss: 1.650776 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.662444 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.671809 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 22.883295, loss: 1.679385 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.687845 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.702866 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 22.883295, loss: 1.707082 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.709884 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.711626 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 22.883295, loss: 1.714621 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.714954 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.716672 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 22.883295, loss: 1.714720 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.712181 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 22.883295, loss: 1.709671 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 23.112128, loss: 1.703225 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 23.340961, loss: 1.693279 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 24.637681, loss: 1.678921 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 26.163234, loss: 1.669951 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 27.993898, loss: 1.654873 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 29.138063, loss: 1.647015 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 30.892449, loss: 1.630270 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 31.655225, loss: 1.605377 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 33.790999, loss: 1.579507 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 35.240275, loss: 1.546190 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 36.994661, loss: 1.516709 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 38.520214, loss: 1.492427 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 40.350877, loss: 1.455191 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 41.800153, loss: 1.422928 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 42.791762, loss: 1.396441 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 44.241037, loss: 1.363130 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 44.851259, loss: 1.329854 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 45.690313, loss: 1.298430 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 46.987033, loss: 1.264142 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 49.427918, loss: 1.233511 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 50.953471, loss: 1.210649 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 51.411137, loss: 1.191278 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 52.173913, loss: 1.173464 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 52.402746, loss: 1.156083 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 53.394355, loss: 1.136531 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 54.233410, loss: 1.124144 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 54.691076, loss: 1.108590 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 55.377574, loss: 1.091996 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 56.064073, loss: 1.077182 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 55.987796, loss: 1.064573 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 56.903127, loss: 1.054572 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 56.445461, loss: 1.045637 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 56.979405, loss: 1.038213 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 57.437071, loss: 1.030950 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 58.352403, loss: 1.023269 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 58.810069, loss: 1.016047 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 59.038902, loss: 1.010266 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 59.191457, loss: 1.004377 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 59.801678, loss: 0.998284 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 60.106789, loss: 0.992010 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 60.488177, loss: 0.986993 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 61.022121, loss: 0.982863 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 61.174676, loss: 0.979316 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 61.403509, loss: 0.976548 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 62.013730, loss: 0.973058 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 61.556064, loss: 0.970035 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 61.479786, loss: 0.966115 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 61.632342, loss: 0.962365 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 61.861175, loss: 0.959052 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 62.852784, loss: 0.954127 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 62.547674, loss: 0.951502 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 62.242563, loss: 0.947876 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 62.166285, loss: 0.944889 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 62.547674, loss: 0.940872 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 62.929062, loss: 0.937306 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 63.386728, loss: 0.934869 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 63.539283, loss: 0.932384 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 63.005339, loss: 0.930513 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 63.234172, loss: 0.926880 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 63.691838, loss: 0.923636 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 63.920671, loss: 0.920520 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.073227, loss: 0.919706 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.530892, loss: 0.916950 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 64.302059, loss: 0.914031 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.378337, loss: 0.913324 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.683448, loss: 0.910409 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 64.759725, loss: 0.908970 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.683448, loss: 0.905754 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.683448, loss: 0.904538 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 64.607170, loss: 0.901100 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 64.988558, loss: 0.899788 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 65.217391, loss: 0.896136 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 65.293669, loss: 0.892351 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 65.598780, loss: 0.892434 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 65.369947, loss: 0.889413 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 65.141114, loss: 0.886062 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 65.141114, loss: 0.886718 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 65.141114, loss: 0.883237 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 64.912281, loss: 0.879884 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.759725, loss: 0.879401 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.530892, loss: 0.877059 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 64.759725, loss: 0.875014 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 64.836003, loss: 0.872497 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 65.141114, loss: 0.870131 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 64.759725, loss: 0.866336 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 65.064836, loss: 0.863473 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 64.912281, loss: 0.863238 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 65.217391, loss: 0.862334 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 64.988558, loss: 0.859307 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 64.988558, loss: 0.856946 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 65.293669, loss: 0.853539 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 65.141114, loss: 0.850878 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 65.141114, loss: 0.849372 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 65.446224, loss: 0.846287 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 65.369947, loss: 0.844188 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 65.446224, loss: 0.843170 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 65.293669, loss: 0.840973 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.293669, loss: 0.838446 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.598780, loss: 0.835796 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 65.522502, loss: 0.834428 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.827613, loss: 0.832712 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.751335, loss: 0.830373 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 65.980168, loss: 0.829214 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 65.446224, loss: 0.828740 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 66.285278, loss: 0.826571 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 66.361556, loss: 0.827573 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 66.209001, loss: 0.825038 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 66.056445, loss: 0.826911 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 66.056445, loss: 0.824384 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 66.132723, loss: 0.822784 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 65.903890, loss: 0.821581 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 66.209001, loss: 0.819436 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 66.742944, loss: 0.821072 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 66.666667, loss: 0.818872 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 66.209001, loss: 0.817259 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 66.285278, loss: 0.814768 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 65.980168, loss: 0.812841 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 65.827613, loss: 0.811641 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 66.209001, loss: 0.809417 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 66.209001, loss: 0.808689 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 66.361556, loss: 0.807351 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 66.819222, loss: 0.805144 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 67.124333, loss: 0.803334 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 66.666667, loss: 0.801202 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 67.124333, loss: 0.800919 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 66.971777, loss: 0.801295 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 66.895500, loss: 0.800663 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 66.666667, loss: 0.800363 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 66.742944, loss: 0.799629 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 66.666667, loss: 0.798017 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 66.742944, loss: 0.798368 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 67.200610, loss: 0.795831 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 67.353166, loss: 0.793859 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 67.276888, loss: 0.793581 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 67.048055, loss: 0.791441 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 67.124333, loss: 0.788827 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 67.124333, loss: 0.786715 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 67.353166, loss: 0.784887 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 67.581998, loss: 0.781530 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 67.581998, loss: 0.781847 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 67.581998, loss: 0.780505 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 68.039664, loss: 0.777774 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 67.581998, loss: 0.778126 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 67.887109, loss: 0.776162 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 67.810831, loss: 0.773595 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 68.268497, loss: 0.772069 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 68.115942, loss: 0.770411 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 68.039664, loss: 0.769977 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 67.963387, loss: 0.770688 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 67.429443, loss: 0.768706 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 67.658276, loss: 0.766255 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 67.887109, loss: 0.765107 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 68.039664, loss: 0.764265 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 67.658276, loss: 0.762528 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 67.734554, loss: 0.761762 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 68.268497, loss: 0.758926 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 67.887109, loss: 0.758292 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 68.268497, loss: 0.757527 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 68.421053, loss: 0.756353 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 67.963387, loss: 0.754735 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 68.344775, loss: 0.752506 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 68.421053, loss: 0.750397 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 68.573608, loss: 0.749929 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 68.268497, loss: 0.749612 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 68.421053, loss: 0.749769 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 68.726163, loss: 0.748526 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 68.421053, loss: 0.746312 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 68.726163, loss: 0.744931 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 68.497330, loss: 0.743337 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.802441, loss: 0.741378 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.802441, loss: 0.737952 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 68.726163, loss: 0.736605 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 68.878719, loss: 0.735625 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 69.031274, loss: 0.735461 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 69.260107, loss: 0.734068 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 69.107551, loss: 0.732279 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 69.260107, loss: 0.731652 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 68.954996, loss: 0.732411 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 69.412662, loss: 0.731077 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 69.260107, loss: 0.729556 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 69.107551, loss: 0.730198 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 69.183829, loss: 0.728960 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 69.336384, loss: 0.726711 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 69.031274, loss: 0.723189 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 69.183829, loss: 0.720640 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 69.794050, loss: 0.719294 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 69.870328, loss: 0.717435 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 70.022883, loss: 0.714973 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 70.175439, loss: 0.712847 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 70.022883, loss: 0.710843 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 70.022883, loss: 0.709162 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 70.022883, loss: 0.707238 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 70.099161, loss: 0.706735 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 70.327994, loss: 0.703935 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 70.633105, loss: 0.702916 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 70.327994, loss: 0.701669 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 70.709382, loss: 0.700803 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 70.709382, loss: 0.701551 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 70.785660, loss: 0.699955 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 70.861937, loss: 0.699188 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 70.938215, loss: 0.698334 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 71.243326, loss: 0.694634 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 71.167048, loss: 0.694969 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 71.014493, loss: 0.692527 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 71.700992, loss: 0.689990 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 71.395881, loss: 0.688021 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 71.319603, loss: 0.685234 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 71.319603, loss: 0.683790 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 71.395881, loss: 0.681740 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 71.472159, loss: 0.679026 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 71.472159, loss: 0.677748 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 71.624714, loss: 0.676068 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 71.700992, loss: 0.674738 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 72.158658, loss: 0.672367 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 72.158658, loss: 0.670440 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 72.387490, loss: 0.667478 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 72.616323, loss: 0.666342 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 72.540046, loss: 0.665529 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 72.616323, loss: 0.664327 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 72.768879, loss: 0.664709 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 72.692601, loss: 0.664558 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 72.768879, loss: 0.663511 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 72.158658, loss: 0.661824 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 72.234935, loss: 0.661773 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 72.311213, loss: 0.662137 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 72.692601, loss: 0.660445 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 72.616323, loss: 0.659360 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 72.768879, loss: 0.657398 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 72.768879, loss: 0.654813 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 73.073989, loss: 0.652898 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 72.921434, loss: 0.652607 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 73.150267, loss: 0.651348 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 72.997712, loss: 0.651190 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 72.845156, loss: 0.650652 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 72.921434, loss: 0.649584 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 73.226545, loss: 0.648753 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 72.921434, loss: 0.647739 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 73.226545, loss: 0.644310 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 73.150267, loss: 0.642745 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 73.073989, loss: 0.641696 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 73.302822, loss: 0.640000 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 73.760488, loss: 0.638361 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 73.379100, loss: 0.638651 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 73.226545, loss: 0.636890 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 73.913043, loss: 0.631683 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 73.684211, loss: 0.633329 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 73.684211, loss: 0.632036 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 73.607933, loss: 0.628995 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 73.913043, loss: 0.624924 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 74.370709, loss: 0.622652 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 74.065599, loss: 0.622326 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 74.370709, loss: 0.620852 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 74.523265, loss: 0.622388 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 74.675820, loss: 0.619623 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 74.294432, loss: 0.617070 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 74.599542, loss: 0.615156 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 74.980931, loss: 0.612777 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 74.752098, loss: 0.612338 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 75.057208, loss: 0.609793 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 74.828375, loss: 0.607609 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 74.904653, loss: 0.605699 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 75.286041, loss: 0.606027 + diff --git a/log/test.log b/log/test.log new file mode 100644 index 0000000..87d8ad7 --- /dev/null +++ b/log/test.log @@ -0,0 +1,514 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([27, 196, 384]) +pos_embed torch.Size([27, 197, 384]) +patch_drop torch.Size([27, 197, 384]) +norm_pre torch.Size([27, 3, 224, 224]) +norm torch.Size([27, 197, 384]) +Epoch 0 done. +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([27, 196, 384]) +pos_embed torch.Size([27, 197, 384]) +patch_drop torch.Size([27, 197, 384]) +norm_pre torch.Size([27, 3, 224, 224]) +norm torch.Size([27, 197, 384]) +Epoch 1 done. +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([27, 196, 384]) +pos_embed torch.Size([27, 197, 384]) +patch_drop torch.Size([27, 197, 384]) +norm_pre torch.Size([27, 3, 224, 224]) +norm torch.Size([27, 197, 384]) +Epoch 2 done. +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([27, 196, 384]) +pos_embed torch.Size([27, 197, 384]) +patch_drop torch.Size([27, 197, 384]) +norm_pre torch.Size([27, 3, 224, 224]) +norm torch.Size([27, 197, 384]) +Epoch 0 done. +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([27, 196, 384]) +pos_embed torch.Size([27, 197, 384]) +patch_drop torch.Size([27, 197, 384]) +norm_pre torch.Size([27, 3, 224, 224]) +norm torch.Size([27, 197, 384]) +Epoch 1 done. +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +patch_embed torch.Size([32, 196, 384]) +pos_embed torch.Size([32, 197, 384]) +patch_drop torch.Size([32, 197, 384]) +norm_pre torch.Size([32, 3, 224, 224]) +norm torch.Size([32, 197, 384]) +Traceback (most recent call last): + File "main.py", line 98, in + diff = c.local_train(server.global_model) + File "/home/ykn/cds/chapter03_Python_image_classification/client.py", line 52, in local_train + loss.backward() + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/_tensor.py", line 363, in backward + torch.autograd.backward(self, gradient, retain_graph, create_graph, inputs=inputs) + File "/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torch/autograd/__init__.py", line 175, in backward + allow_unreachable=True, accumulate_grad=True) # Calls into the C++ engine to run the backward pass +KeyboardInterrupt diff --git a/log/transformcwt.main.log b/log/transformcwt.main.log new file mode 100644 index 0000000..285571d --- /dev/null +++ b/log/transformcwt.main.log @@ -0,0 +1,6035 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +"model_name" : "vision_transformer", + + "no_models" : 10, + + "dp" : true, + + "global_epochs" : 100, + + "local_epochs" : 3, + + "k" : 3, + + "batch_size" : 64, + + "lr" : 0.001, + + "momentum" : 0.0001, + + "C" : 1000, + + "lambda" : 0.1 +} + + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 18.916857, loss: 2.158566 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 22.883295, loss: 1.917864 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 27.688787, loss: 1.712929 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 33.180778, loss: 1.539119 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 38.138825, loss: 1.381024 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 44.012204, loss: 1.249496 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 47.902365, loss: 1.146160 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 53.318078, loss: 1.045585 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 58.886346, loss: 0.962882 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 63.081617, loss: 0.892655 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 66.971777, loss: 0.832391 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 70.327994, loss: 0.782180 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 73.531655, loss: 0.739887 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 75.438596, loss: 0.705635 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 76.506484, loss: 0.675265 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 77.650648, loss: 0.649893 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 77.879481, loss: 0.632920 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 78.871091, loss: 0.613468 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 79.405034, loss: 0.595958 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 80.167811, loss: 0.579767 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 80.091533, loss: 0.568371 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 80.549199, loss: 0.555862 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 80.625477, loss: 0.541714 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 80.854310, loss: 0.528429 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 80.778032, loss: 0.518867 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 81.159420, loss: 0.508763 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 81.540809, loss: 0.498090 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 81.845919, loss: 0.492285 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 82.074752, loss: 0.484643 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 82.379863, loss: 0.477638 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.532418, loss: 0.468768 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.456140, loss: 0.462588 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.456140, loss: 0.459237 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.837529, loss: 0.453500 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.837529, loss: 0.446658 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 83.218917, loss: 0.441571 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 83.447750, loss: 0.436574 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 83.905416, loss: 0.429468 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 84.134249, loss: 0.422554 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 84.439359, loss: 0.419148 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 84.744470, loss: 0.414429 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 84.668192, loss: 0.409497 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 84.897025, loss: 0.403391 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 85.430969, loss: 0.398013 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 85.507246, loss: 0.393245 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 85.430969, loss: 0.391692 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 85.736079, loss: 0.386919 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 85.964912, loss: 0.381801 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 86.270023, loss: 0.379149 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 86.346301, loss: 0.373660 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 86.422578, loss: 0.368777 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 86.803966, loss: 0.364244 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.109077, loss: 0.359699 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.109077, loss: 0.356178 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.414188, loss: 0.351654 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.109077, loss: 0.349562 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.032799, loss: 0.350261 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.261632, loss: 0.346607 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.490465, loss: 0.342149 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 87.490465, loss: 0.337992 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 87.795576, loss: 0.338512 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 87.948131, loss: 0.334784 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.100686, loss: 0.330247 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.024409, loss: 0.326903 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.100686, loss: 0.324986 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.253242, loss: 0.320028 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.405797, loss: 0.316751 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.482075, loss: 0.314951 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.787185, loss: 0.312756 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 88.634630, loss: 0.310651 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 88.863463, loss: 0.308475 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 88.863463, loss: 0.308409 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 88.787185, loss: 0.304538 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.016018, loss: 0.301355 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.168574, loss: 0.297666 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.244851, loss: 0.297674 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.321129, loss: 0.295763 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.397407, loss: 0.294170 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.549962, loss: 0.291648 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 89.778795, loss: 0.289894 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 89.702517, loss: 0.286300 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 89.778795, loss: 0.284257 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 89.931350, loss: 0.280636 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 89.778795, loss: 0.280136 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.083905, loss: 0.278198 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.083905, loss: 0.275270 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.236461, loss: 0.274231 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.465294, loss: 0.271643 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.465294, loss: 0.268357 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 90.541571, loss: 0.265916 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 90.617849, loss: 0.262139 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 90.770404, loss: 0.259073 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 90.922960, loss: 0.256572 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 90.770404, loss: 0.257790 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 90.846682, loss: 0.255842 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.151793, loss: 0.253146 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.075515, loss: 0.250251 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 90.999237, loss: 0.249554 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.228070, loss: 0.246592 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 91.304348, loss: 0.244845 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.228070, loss: 0.245481 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.304348, loss: 0.243058 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.456903, loss: 0.241308 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.609458, loss: 0.239335 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.533181, loss: 0.239098 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.609458, loss: 0.236256 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.762014, loss: 0.234528 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.914569, loss: 0.234190 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.990847, loss: 0.231848 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 91.990847, loss: 0.229537 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.067124, loss: 0.227468 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.067124, loss: 0.226867 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.067124, loss: 0.226609 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.067124, loss: 0.225234 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.143402, loss: 0.224129 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.143402, loss: 0.224378 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.143402, loss: 0.221267 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.219680, loss: 0.218940 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.143402, loss: 0.217962 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 92.295957, loss: 0.217507 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.143402, loss: 0.216381 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.143402, loss: 0.214239 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.295957, loss: 0.212149 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.448513, loss: 0.209944 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.524790, loss: 0.208124 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.677346, loss: 0.207128 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.372235, loss: 0.208019 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.524790, loss: 0.207684 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.677346, loss: 0.205838 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 92.448513, loss: 0.206247 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.601068, loss: 0.205513 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.601068, loss: 0.203521 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.753623, loss: 0.202219 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.753623, loss: 0.200670 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.677346, loss: 0.201404 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.753623, loss: 0.199479 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.829901, loss: 0.198098 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.753623, loss: 0.197280 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.677346, loss: 0.195426 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 92.753623, loss: 0.194010 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 92.906178, loss: 0.193112 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.058734, loss: 0.191763 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.135011, loss: 0.191910 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.135011, loss: 0.190442 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.287567, loss: 0.189398 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.135011, loss: 0.188383 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.287567, loss: 0.187331 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.287567, loss: 0.187128 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.363844, loss: 0.186106 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 93.211289, loss: 0.185518 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.287567, loss: 0.183341 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.363844, loss: 0.182657 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.287567, loss: 0.180445 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.287567, loss: 0.179370 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.440122, loss: 0.179384 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.668955, loss: 0.179707 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.668955, loss: 0.178825 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.668955, loss: 0.178395 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.516400, loss: 0.178890 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 93.592677, loss: 0.177268 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.516400, loss: 0.178222 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.440122, loss: 0.176881 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.668955, loss: 0.175073 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.668955, loss: 0.174710 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.745233, loss: 0.173116 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.897788, loss: 0.172833 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.821510, loss: 0.170969 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.821510, loss: 0.170035 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 93.974066, loss: 0.169658 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 94.050343, loss: 0.169712 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.050343, loss: 0.170086 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 93.897788, loss: 0.170852 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 93.821510, loss: 0.171210 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 93.821510, loss: 0.171301 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 93.668955, loss: 0.170689 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.050343, loss: 0.169488 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.202899, loss: 0.168378 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.202899, loss: 0.166152 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.202899, loss: 0.166031 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 94.202899, loss: 0.165505 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.126621, loss: 0.166729 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.202899, loss: 0.166088 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.202899, loss: 0.165512 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.279176, loss: 0.164155 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.202899, loss: 0.163487 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.050343, loss: 0.162457 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.355454, loss: 0.160406 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.355454, loss: 0.159070 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.355454, loss: 0.158077 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 94.279176, loss: 0.157082 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.279176, loss: 0.155892 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.355454, loss: 0.156659 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.355454, loss: 0.156899 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.355454, loss: 0.156466 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.355454, loss: 0.155637 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.431732, loss: 0.155383 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.431732, loss: 0.154175 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.431732, loss: 0.154180 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.355454, loss: 0.153298 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 94.431732, loss: 0.151772 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.431732, loss: 0.149832 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.431732, loss: 0.149195 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.584287, loss: 0.149066 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.431732, loss: 0.148484 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.508009, loss: 0.148126 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.584287, loss: 0.147566 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.431732, loss: 0.146923 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.431732, loss: 0.146514 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.355454, loss: 0.147177 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 94.508009, loss: 0.146427 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.660564, loss: 0.145429 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.660564, loss: 0.144095 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.736842, loss: 0.143925 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.813120, loss: 0.141807 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.736842, loss: 0.141970 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.965675, loss: 0.141380 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.965675, loss: 0.140342 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.889397, loss: 0.140727 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.584287, loss: 0.142494 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 94.660564, loss: 0.141994 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.736842, loss: 0.140904 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.813120, loss: 0.140417 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.660564, loss: 0.140557 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.889397, loss: 0.140388 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.813120, loss: 0.139567 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.813120, loss: 0.138996 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.813120, loss: 0.137729 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.889397, loss: 0.135726 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.813120, loss: 0.136060 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 94.965675, loss: 0.134281 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.041953, loss: 0.133172 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.041953, loss: 0.134029 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.965675, loss: 0.133956 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.965675, loss: 0.133749 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.041953, loss: 0.133084 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.118230, loss: 0.133112 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.041953, loss: 0.132243 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.965675, loss: 0.132109 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 94.965675, loss: 0.131141 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 95.118230, loss: 0.129707 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.118230, loss: 0.128845 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.194508, loss: 0.129188 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.194508, loss: 0.130529 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.194508, loss: 0.130644 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.194508, loss: 0.131021 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.270786, loss: 0.130448 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.270786, loss: 0.129319 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.194508, loss: 0.128466 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.194508, loss: 0.127525 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 95.347063, loss: 0.126403 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.125946 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.125736 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.125588 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.575896, loss: 0.125398 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.575896, loss: 0.125538 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.124948 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.125145 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.125190 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.499619, loss: 0.126372 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 95.652174, loss: 0.126665 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.652174, loss: 0.127162 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.652174, loss: 0.127029 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.652174, loss: 0.127340 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.652174, loss: 0.127127 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.652174, loss: 0.125619 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.728452, loss: 0.125294 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.728452, loss: 0.123697 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.728452, loss: 0.123439 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.804729, loss: 0.123137 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 95.652174, loss: 0.121747 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.728452, loss: 0.121178 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.804729, loss: 0.121573 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.728452, loss: 0.122052 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.728452, loss: 0.121137 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.652174, loss: 0.120651 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.728452, loss: 0.120114 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.881007, loss: 0.119176 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.881007, loss: 0.119310 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 95.957285, loss: 0.117856 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 96.033562, loss: 0.118034 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.957285, loss: 0.117945 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.881007, loss: 0.116632 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.033562, loss: 0.116413 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.804729, loss: 0.117437 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 95.881007, loss: 0.117779 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.033562, loss: 0.117109 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.109840, loss: 0.116648 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.109840, loss: 0.116843 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.033562, loss: 0.116796 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 96.109840, loss: 0.116384 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.109840, loss: 0.116322 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.033562, loss: 0.117036 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.033562, loss: 0.116287 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 95.957285, loss: 0.116108 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.033562, loss: 0.115644 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.109840, loss: 0.115095 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.109840, loss: 0.114515 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.109840, loss: 0.115541 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.186117, loss: 0.114252 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 96.109840, loss: 0.114443 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.109840, loss: 0.114002 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.262395, loss: 0.113185 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.109840, loss: 0.114144 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.109840, loss: 0.113550 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.262395, loss: 0.112995 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.109840, loss: 0.113623 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.033562, loss: 0.113621 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.033562, loss: 0.113620 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.109840, loss: 0.112980 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 96.109840, loss: 0.112988 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.033562, loss: 0.113032 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.262395, loss: 0.111685 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.109840, loss: 0.112314 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.109840, loss: 0.112244 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.109840, loss: 0.111340 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.033562, loss: 0.112089 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.109840, loss: 0.111382 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.109840, loss: 0.112384 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.033562, loss: 0.111523 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 96.109840, loss: 0.111136 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.109840, loss: 0.110633 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.262395, loss: 0.110193 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.186117, loss: 0.109858 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.033562, loss: 0.110661 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.033562, loss: 0.110375 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.033562, loss: 0.110779 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.109840, loss: 0.109691 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.033562, loss: 0.109857 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.109840, loss: 0.110453 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 96.109840, loss: 0.110830 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.186117, loss: 0.110003 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.109840, loss: 0.110537 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.186117, loss: 0.110995 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.109840, loss: 0.111157 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.186117, loss: 0.111763 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.262395, loss: 0.111839 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.262395, loss: 0.112113 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.186117, loss: 0.110814 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.186117, loss: 0.110373 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 96.186117, loss: 0.109241 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.186117, loss: 0.109595 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.262395, loss: 0.109359 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.414950, loss: 0.107724 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.186117, loss: 0.108168 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.186117, loss: 0.108032 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.186117, loss: 0.107568 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.186117, loss: 0.106626 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.338673, loss: 0.106238 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.338673, loss: 0.106790 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 96.338673, loss: 0.107136 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.338673, loss: 0.107312 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.262395, loss: 0.106627 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.262395, loss: 0.106986 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.186117, loss: 0.107294 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.262395, loss: 0.106216 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.338673, loss: 0.105893 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.338673, loss: 0.105694 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.414950, loss: 0.105123 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.491228, loss: 0.103713 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 96.491228, loss: 0.103705 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.414950, loss: 0.103531 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.414950, loss: 0.104249 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.491228, loss: 0.104905 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.338673, loss: 0.105212 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.491228, loss: 0.105036 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.414950, loss: 0.103690 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.491228, loss: 0.103330 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.414950, loss: 0.103363 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.491228, loss: 0.104141 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 96.414950, loss: 0.103934 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.491228, loss: 0.103534 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.491228, loss: 0.103399 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.491228, loss: 0.103386 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.414950, loss: 0.103150 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.414950, loss: 0.102534 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.491228, loss: 0.102496 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.491228, loss: 0.102022 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.414950, loss: 0.102551 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.491228, loss: 0.101956 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 96.414950, loss: 0.102625 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.103208 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.491228, loss: 0.103074 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.102904 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.102638 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.491228, loss: 0.101786 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.102544 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.102940 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.103049 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.103284 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 96.414950, loss: 0.102241 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.102637 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.102612 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.101617 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.338673, loss: 0.101493 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.567506, loss: 0.101292 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.101544 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.643783, loss: 0.100145 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.101090 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.338673, loss: 0.101395 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 96.414950, loss: 0.100993 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.414950, loss: 0.100852 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.491228, loss: 0.101653 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.414950, loss: 0.101778 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.491228, loss: 0.101331 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.414950, loss: 0.101756 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.491228, loss: 0.101724 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.414950, loss: 0.100940 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.414950, loss: 0.100307 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.338673, loss: 0.101419 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 96.414950, loss: 0.100236 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.491228, loss: 0.099510 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.643783, loss: 0.098598 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.720061, loss: 0.098921 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.567506, loss: 0.098299 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.643783, loss: 0.097884 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.567506, loss: 0.098635 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.643783, loss: 0.099235 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.567506, loss: 0.099498 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.491228, loss: 0.099680 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 96.414950, loss: 0.099560 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.491228, loss: 0.099805 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.491228, loss: 0.099157 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.491228, loss: 0.099555 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.491228, loss: 0.099659 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.098515 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.099146 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.099436 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.491228, loss: 0.099592 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.567506, loss: 0.099108 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 96.491228, loss: 0.098265 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.567506, loss: 0.097820 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.567506, loss: 0.097806 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.491228, loss: 0.097775 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.491228, loss: 0.097964 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.491228, loss: 0.098565 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.491228, loss: 0.098464 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.491228, loss: 0.098727 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.491228, loss: 0.098113 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.491228, loss: 0.097160 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 96.643783, loss: 0.097183 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.098339 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.491228, loss: 0.098956 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.491228, loss: 0.099319 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.491228, loss: 0.099575 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.491228, loss: 0.099987 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.491228, loss: 0.099644 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.643783, loss: 0.099062 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.098465 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.097841 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 96.567506, loss: 0.097007 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.720061, loss: 0.097098 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.720061, loss: 0.097056 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.796339, loss: 0.097195 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.872616, loss: 0.097104 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.948894, loss: 0.096925 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.720061, loss: 0.097561 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.948894, loss: 0.096322 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.872616, loss: 0.096653 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.643783, loss: 0.096616 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 96.643783, loss: 0.096725 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.643783, loss: 0.096552 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.643783, loss: 0.096730 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.567506, loss: 0.096785 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.643783, loss: 0.095839 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.720061, loss: 0.096502 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.025172, loss: 0.095148 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.101449, loss: 0.094768 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.177727, loss: 0.094616 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 97.025172, loss: 0.095427 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 96.796339, loss: 0.096014 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.872616, loss: 0.095878 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.025172, loss: 0.095353 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.948894, loss: 0.095780 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.796339, loss: 0.095893 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.796339, loss: 0.096270 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 97.025172, loss: 0.095369 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.720061, loss: 0.096098 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.720061, loss: 0.096099 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.720061, loss: 0.096333 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 96.872616, loss: 0.095059 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.872616, loss: 0.095590 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.948894, loss: 0.095087 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.872616, loss: 0.095231 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.025172, loss: 0.094679 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.177727, loss: 0.094194 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.025172, loss: 0.094490 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.872616, loss: 0.095197 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.948894, loss: 0.095064 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 96.872616, loss: 0.095328 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 97.025172, loss: 0.094724 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.177727, loss: 0.094397 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.872616, loss: 0.095224 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.101449, loss: 0.094490 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.948894, loss: 0.094653 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.872616, loss: 0.095181 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.025172, loss: 0.095006 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 96.796339, loss: 0.095676 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.025172, loss: 0.094425 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.177727, loss: 0.094110 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 97.177727, loss: 0.094395 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.101449, loss: 0.094272 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.177727, loss: 0.093161 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.177727, loss: 0.093284 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.177727, loss: 0.093801 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.177727, loss: 0.093213 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.177727, loss: 0.093544 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.101449, loss: 0.093540 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.177727, loss: 0.093768 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 97.101449, loss: 0.094293 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 96.872616, loss: 0.095032 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.872616, loss: 0.095058 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.948894, loss: 0.094778 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.025172, loss: 0.094264 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.093812 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.094101 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.094522 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.093741 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.101449, loss: 0.094174 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 97.025172, loss: 0.094099 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 96.948894, loss: 0.094666 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.094385 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.948894, loss: 0.094763 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.094492 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.101449, loss: 0.093610 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.094124 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.094171 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.094393 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 96.872616, loss: 0.095073 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.101449, loss: 0.093776 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 97.025172, loss: 0.094125 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.948894, loss: 0.094457 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.025172, loss: 0.094296 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.025172, loss: 0.094619 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.872616, loss: 0.094926 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.025172, loss: 0.094268 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.025172, loss: 0.094067 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 96.948894, loss: 0.094265 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.025172, loss: 0.093228 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.177727, loss: 0.093191 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 97.101449, loss: 0.093301 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.177727, loss: 0.093132 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.101449, loss: 0.093316 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.948894, loss: 0.093749 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.101449, loss: 0.093195 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.177727, loss: 0.093147 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.025172, loss: 0.093549 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.948894, loss: 0.093807 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.948894, loss: 0.093832 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 96.948894, loss: 0.093933 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 97.177727, loss: 0.092852 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.093052 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.177727, loss: 0.092190 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.091334 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.091419 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.091958 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.177727, loss: 0.091925 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.177727, loss: 0.092292 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.091854 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.101449, loss: 0.091820 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 97.177727, loss: 0.091905 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.091224 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.091350 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.090519 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.090914 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.090878 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.177727, loss: 0.091417 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.091604 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.177727, loss: 0.092377 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.177727, loss: 0.092666 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 97.101449, loss: 0.093157 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.177727, loss: 0.092801 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.101449, loss: 0.091973 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.177727, loss: 0.092253 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.177727, loss: 0.092253 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.101449, loss: 0.092529 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.101449, loss: 0.092803 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.177727, loss: 0.092072 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.177727, loss: 0.092379 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.101449, loss: 0.093112 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 97.101449, loss: 0.092839 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.101449, loss: 0.092365 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.101449, loss: 0.092517 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.025172, loss: 0.092610 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 96.872616, loss: 0.093100 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.101449, loss: 0.092209 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.101449, loss: 0.092239 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.025172, loss: 0.092796 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.101449, loss: 0.092674 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.177727, loss: 0.091787 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 97.177727, loss: 0.092268 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.101449, loss: 0.092581 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.101449, loss: 0.092716 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.025172, loss: 0.093260 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.177727, loss: 0.092266 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.101449, loss: 0.092399 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.177727, loss: 0.091544 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.177727, loss: 0.091541 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.177727, loss: 0.091826 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.101449, loss: 0.092186 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 97.177727, loss: 0.091932 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.177727, loss: 0.092088 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.177727, loss: 0.091613 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.177727, loss: 0.091305 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.101449, loss: 0.091585 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.177727, loss: 0.091721 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.101449, loss: 0.092584 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.101449, loss: 0.092714 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.177727, loss: 0.092175 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.101449, loss: 0.090841 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 97.101449, loss: 0.091089 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.101449, loss: 0.090475 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.177727, loss: 0.090520 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.254005, loss: 0.089667 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.254005, loss: 0.089787 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.177727, loss: 0.090099 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.101449, loss: 0.090211 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.177727, loss: 0.090088 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.101449, loss: 0.090778 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.101449, loss: 0.090944 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 97.101449, loss: 0.091559 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.101449, loss: 0.090705 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.101449, loss: 0.091416 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.101449, loss: 0.090548 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.177727, loss: 0.090377 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.101449, loss: 0.090832 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.101449, loss: 0.091661 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.101449, loss: 0.091822 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.025172, loss: 0.091947 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.025172, loss: 0.091981 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 97.101449, loss: 0.091878 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.101449, loss: 0.092017 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.101449, loss: 0.092107 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.025172, loss: 0.092188 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.025172, loss: 0.092172 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.101449, loss: 0.091935 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.025172, loss: 0.092494 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.948894, loss: 0.093049 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.025172, loss: 0.092066 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.101449, loss: 0.091292 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 97.101449, loss: 0.091643 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.101449, loss: 0.090768 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.177727, loss: 0.090564 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.101449, loss: 0.090810 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.254005, loss: 0.090130 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.101449, loss: 0.090978 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.254005, loss: 0.090525 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.101449, loss: 0.091226 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.101449, loss: 0.091463 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.101449, loss: 0.091320 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 97.101449, loss: 0.091561 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.091800 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.091015 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.177727, loss: 0.090784 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.090818 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.091205 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.254005, loss: 0.090143 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.091054 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.090822 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.091367 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 97.101449, loss: 0.091418 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.092080 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.092294 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.177727, loss: 0.091036 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.177727, loss: 0.091300 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.091862 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.101449, loss: 0.091563 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.092013 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.092216 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.025172, loss: 0.092107 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 97.101449, loss: 0.091253 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.254005, loss: 0.090199 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.254005, loss: 0.089854 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.254005, loss: 0.089440 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.254005, loss: 0.090174 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.254005, loss: 0.090440 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.177727, loss: 0.090804 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.177727, loss: 0.090909 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.177727, loss: 0.091200 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.177727, loss: 0.091150 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 97.101449, loss: 0.091412 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.025172, loss: 0.092050 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.101449, loss: 0.091626 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.101449, loss: 0.091775 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.101449, loss: 0.091829 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.025172, loss: 0.092034 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.101449, loss: 0.091670 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.025172, loss: 0.092065 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.025172, loss: 0.092470 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.025172, loss: 0.091434 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 97.254005, loss: 0.090581 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.254005, loss: 0.090381 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.254005, loss: 0.090882 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.254005, loss: 0.090299 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.254005, loss: 0.090657 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.177727, loss: 0.090865 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.254005, loss: 0.090738 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.254005, loss: 0.091252 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.254005, loss: 0.090717 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.177727, loss: 0.090949 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 97.101449, loss: 0.091636 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.025172, loss: 0.091909 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.101449, loss: 0.091292 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 97.254005, loss: 0.090148 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. 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+Epoch 2 done. +Epoch 71, acc: 97.254005, loss: 0.090397 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.254005, loss: 0.089627 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.254005, loss: 0.090047 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.254005, loss: 0.090661 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.101449, loss: 0.091474 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 97.254005, loss: 0.091280 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.101449, loss: 0.091636 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.177727, loss: 0.091259 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.254005, loss: 0.090508 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.254005, loss: 0.091035 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 97.254005, loss: 0.091065 + +3 +Epoch 0 done. 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0.091220 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.177727, loss: 0.091322 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.101449, loss: 0.092020 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 97.254005, loss: 0.091331 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.091355 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.091442 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.091304 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.090670 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.091132 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.090235 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.090484 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.091325 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.254005, loss: 0.091006 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 97.177727, loss: 0.091317 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.101449, loss: 0.091574 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.101449, loss: 0.091703 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.101449, loss: 0.091852 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.177727, loss: 0.091392 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.254005, loss: 0.090272 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.254005, loss: 0.090520 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.254005, loss: 0.090090 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 97.254005, loss: 0.090617 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. 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+Epoch 2 done. +Epoch 77, acc: 97.254005, loss: 0.090866 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.089800 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.090297 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.089618 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.089798 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.089566 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.089758 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.089955 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.090543 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.091246 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 97.254005, loss: 0.090786 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.091043 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.177727, loss: 0.091578 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.090758 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.091043 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.091139 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.090978 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.091149 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.090897 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.177727, loss: 0.091635 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 97.254005, loss: 0.090684 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 97.254005, loss: 0.090539 + +3 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0.091662 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.091735 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.091011 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.090050 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.089736 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.090138 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.090409 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.090791 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 97.254005, loss: 0.090983 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.177727, loss: 0.091225 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.090913 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.330282, loss: 0.090941 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.091050 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.177727, loss: 0.091532 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.177727, loss: 0.091830 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.090842 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.090298 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.090116 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 97.254005, loss: 0.090776 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.254005, loss: 0.090458 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.254005, loss: 0.089926 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 97.254005, loss: 0.089798 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. 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+Epoch 2 done. +Epoch 84, acc: 97.254005, loss: 0.090394 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.254005, loss: 0.090703 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.254005, loss: 0.090787 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.330282, loss: 0.089582 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.254005, loss: 0.089985 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 97.254005, loss: 0.090400 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.254005, loss: 0.090472 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.254005, loss: 0.091210 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.254005, loss: 0.091308 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.254005, loss: 0.090991 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.177727, loss: 0.091361 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.177727, loss: 0.091340 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.330282, loss: 0.090903 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.254005, loss: 0.090106 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.254005, loss: 0.090565 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 97.254005, loss: 0.089692 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.330282, loss: 0.089438 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.330282, loss: 0.089666 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.254005, loss: 0.090158 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.254005, loss: 0.090589 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.254005, loss: 0.090113 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.330282, loss: 0.089321 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.254005, loss: 0.090049 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.330282, loss: 0.090337 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.254005, loss: 0.090124 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 97.254005, loss: 0.090398 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.330282, loss: 0.090590 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.330282, loss: 0.091039 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.091234 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.091027 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.091146 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.090862 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.091571 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.090682 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.090177 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 97.254005, loss: 0.090596 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.090938 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.090653 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.090843 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.330282, loss: 0.091553 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.330282, loss: 0.091519 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.091319 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.330282, loss: 0.091458 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.091743 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.091012 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 97.254005, loss: 0.090069 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.089676 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.406560, loss: 0.090395 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.090848 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.254005, loss: 0.090934 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.254005, loss: 0.090792 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.089791 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.090053 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.090383 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.330282, loss: 0.090744 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 97.254005, loss: 0.090202 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.330282, loss: 0.089261 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.330282, loss: 0.089803 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.406560, loss: 0.090144 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.330282, loss: 0.090467 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.330282, loss: 0.090279 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.254005, loss: 0.090801 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.254005, loss: 0.090920 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.254005, loss: 0.090356 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.254005, loss: 0.091117 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 97.330282, loss: 0.090650 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.254005, loss: 0.090687 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.254005, loss: 0.090197 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.254005, loss: 0.090151 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.254005, loss: 0.090371 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.089456 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.090169 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.406560, loss: 0.090421 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.090803 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.090934 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 97.330282, loss: 0.090713 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.406560, loss: 0.089833 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.406560, loss: 0.090706 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.406560, loss: 0.090096 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.406560, loss: 0.090378 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.406560, loss: 0.090527 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.330282, loss: 0.090938 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.330282, loss: 0.090753 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.406560, loss: 0.090505 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.406560, loss: 0.090640 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 97.330282, loss: 0.091139 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.090562 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.090778 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.090486 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.090742 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.406560, loss: 0.089911 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.406560, loss: 0.090343 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.406560, loss: 0.090432 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.090821 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.091588 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.330282, loss: 0.091427 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.254005, loss: 0.091762 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.406560, loss: 0.090597 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.406560, loss: 0.090437 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.330282, loss: 0.091283 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.330282, loss: 0.091540 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.254005, loss: 0.091667 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.330282, loss: 0.091647 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.254005, loss: 0.091947 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.330282, loss: 0.091256 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.330282, loss: 0.090864 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.090738 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.090156 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.090361 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.090901 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.091165 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.091098 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.254005, loss: 0.091828 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.330282, loss: 0.091254 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.406560, loss: 0.090220 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.406560, loss: 0.090465 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.406560, loss: 0.090820 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.406560, loss: 0.091012 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.254005, loss: 0.091787 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.330282, loss: 0.091377 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.330282, loss: 0.091446 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.330282, loss: 0.091670 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.330282, loss: 0.090825 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.406560, loss: 0.090501 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.330282, loss: 0.090959 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 97.406560, loss: 0.089971 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.090128 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.089821 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.088969 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.089369 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.088985 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.089890 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.090239 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.090113 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.090805 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 97.406560, loss: 0.091183 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.406560, loss: 0.090943 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.091272 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.091725 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.091345 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.091278 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.330282, loss: 0.091600 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.406560, loss: 0.090664 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.406560, loss: 0.090088 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.406560, loss: 0.090382 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 97.406560, loss: 0.091263 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.330282, loss: 0.092154 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.406560, loss: 0.091679 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.406560, loss: 0.091656 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.406560, loss: 0.091939 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.254005, loss: 0.092233 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.254005, loss: 0.092771 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.330282, loss: 0.092023 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.330282, loss: 0.091670 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.406560, loss: 0.090561 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 97.406560, loss: 0.090706 + diff --git a/log/transformcwt_k_3.main.log b/log/transformcwt_k_3.main.log new file mode 100644 index 0000000..d6827bc --- /dev/null +++ b/log/transformcwt_k_3.main.log @@ -0,0 +1,1824 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 29.824561, loss: 1.713223 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 32.265446, loss: 1.552890 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 37.833715, loss: 1.404760 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 44.927536, loss: 1.266574 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 50.419527, loss: 1.161986 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 55.606407, loss: 1.068950 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 59.572845, loss: 0.987033 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 63.768116, loss: 0.920938 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 66.209001, loss: 0.862794 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 68.649886, loss: 0.813919 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 71.319603, loss: 0.770896 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 72.921434, loss: 0.731644 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 74.675820, loss: 0.698925 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 76.659039, loss: 0.668566 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 77.955759, loss: 0.644033 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 78.718535, loss: 0.620705 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 79.481312, loss: 0.601497 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 80.549199, loss: 0.584007 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 80.854310, loss: 0.569413 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 81.083143, loss: 0.554744 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 81.311976, loss: 0.540982 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 81.464531, loss: 0.529795 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 81.693364, loss: 0.519570 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 82.227307, loss: 0.509710 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 82.684973, loss: 0.499461 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 82.532418, loss: 0.491856 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 83.142639, loss: 0.484747 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 83.371472, loss: 0.475950 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 84.057971, loss: 0.467525 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 84.439359, loss: 0.461166 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 84.286804, loss: 0.455144 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 84.515637, loss: 0.448774 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 84.668192, loss: 0.440552 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 84.591915, loss: 0.434114 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 84.668192, loss: 0.429189 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 84.744470, loss: 0.424487 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 84.744470, loss: 0.420539 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 84.820748, loss: 0.414968 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 85.049580, loss: 0.410691 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 85.049580, loss: 0.407121 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 85.430969, loss: 0.402037 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 85.278413, loss: 0.399411 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 85.583524, loss: 0.393728 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 85.736079, loss: 0.390594 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 85.659802, loss: 0.385111 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 85.888635, loss: 0.380921 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 86.193745, loss: 0.376336 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 86.422578, loss: 0.372533 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 86.422578, loss: 0.367624 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 86.575133, loss: 0.363864 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 86.956522, loss: 0.358175 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 86.956522, loss: 0.354306 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 86.956522, loss: 0.351414 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 87.490465, loss: 0.346406 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 87.185355, loss: 0.342438 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 87.490465, loss: 0.337716 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 87.566743, loss: 0.337148 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 87.414188, loss: 0.336975 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 87.948131, loss: 0.332577 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 88.024409, loss: 0.331728 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 88.100686, loss: 0.330226 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 88.253242, loss: 0.328613 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 88.253242, loss: 0.325665 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 88.482075, loss: 0.321569 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 88.329519, loss: 0.320584 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 88.710908, loss: 0.317543 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 88.787185, loss: 0.315936 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 88.558352, loss: 0.315328 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 88.710908, loss: 0.312135 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 88.787185, loss: 0.309033 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 88.787185, loss: 0.308433 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 88.787185, loss: 0.306598 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 88.787185, loss: 0.304193 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 89.016018, loss: 0.299579 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 89.092296, loss: 0.297294 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 89.168574, loss: 0.295925 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 89.168574, loss: 0.293632 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 89.168574, loss: 0.291617 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 88.939741, loss: 0.291598 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 89.321129, loss: 0.288810 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 89.321129, loss: 0.285523 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 89.244851, loss: 0.285171 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 89.397407, loss: 0.283362 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 89.778795, loss: 0.278758 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 89.778795, loss: 0.275183 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 89.855072, loss: 0.273616 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 89.931350, loss: 0.271479 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 90.083905, loss: 0.269982 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 90.160183, loss: 0.266883 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 90.160183, loss: 0.266180 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 89.931350, loss: 0.267125 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 89.855072, loss: 0.265016 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 90.007628, loss: 0.264482 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 90.617849, loss: 0.260635 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 90.312738, loss: 0.260784 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 90.312738, loss: 0.259395 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 90.999237, loss: 0.255927 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 90.922960, loss: 0.254210 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 90.846682, loss: 0.252911 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 90.922960, loss: 0.251871 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 90.922960, loss: 0.250768 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 91.075515, loss: 0.247810 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 90.922960, loss: 0.247223 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 90.999237, loss: 0.247270 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 90.999237, loss: 0.246255 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 91.228070, loss: 0.243638 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 91.228070, loss: 0.243193 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 91.380625, loss: 0.240242 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 91.456903, loss: 0.237328 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 91.609458, loss: 0.235170 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 91.456903, loss: 0.233145 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 91.609458, loss: 0.233904 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 91.838291, loss: 0.230664 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 91.838291, loss: 0.229648 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 91.838291, loss: 0.228193 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 91.838291, loss: 0.226360 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 91.838291, loss: 0.226454 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 91.838291, loss: 0.226128 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 91.838291, loss: 0.224199 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 91.762014, loss: 0.224862 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 91.990847, loss: 0.222865 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 91.838291, loss: 0.222967 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 91.685736, loss: 0.222013 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 91.914569, loss: 0.219498 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 91.685736, loss: 0.220487 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 91.456903, loss: 0.219655 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 91.228070, loss: 0.221291 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 91.456903, loss: 0.221222 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 91.685736, loss: 0.219781 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 91.990847, loss: 0.217857 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 91.762014, loss: 0.217989 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 91.990847, loss: 0.215560 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 91.914569, loss: 0.214195 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 91.990847, loss: 0.214843 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 91.990847, loss: 0.210967 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 92.067124, loss: 0.211657 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 91.914569, loss: 0.211105 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 92.295957, loss: 0.208025 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 92.295957, loss: 0.205045 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 92.372235, loss: 0.204342 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 92.295957, loss: 0.204220 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 92.219680, loss: 0.203589 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 92.219680, loss: 0.204293 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 92.372235, loss: 0.204205 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 92.448513, loss: 0.203967 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 92.372235, loss: 0.201790 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 92.295957, loss: 0.201809 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 92.448513, loss: 0.198423 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 92.677346, loss: 0.196851 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 92.677346, loss: 0.195555 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 92.601068, loss: 0.195413 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 92.829901, loss: 0.194082 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 92.829901, loss: 0.192252 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 92.829901, loss: 0.192626 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 93.058734, loss: 0.191989 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 93.135011, loss: 0.190381 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 93.211289, loss: 0.188470 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 93.135011, loss: 0.187219 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 93.211289, loss: 0.186054 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 93.135011, loss: 0.185453 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 93.211289, loss: 0.184973 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 93.363844, loss: 0.182026 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 93.440122, loss: 0.181898 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 93.440122, loss: 0.180272 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 93.363844, loss: 0.180981 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 93.516400, loss: 0.179784 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 93.668955, loss: 0.178946 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 93.516400, loss: 0.179482 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 93.897788, loss: 0.177019 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 93.668955, loss: 0.177822 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 93.745233, loss: 0.178418 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 93.821510, loss: 0.175840 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 93.745233, loss: 0.176958 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 93.821510, loss: 0.173519 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 94.050343, loss: 0.171531 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 94.126621, loss: 0.170108 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 94.202899, loss: 0.168787 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 94.126621, loss: 0.167613 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 94.126621, loss: 0.168132 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 94.126621, loss: 0.167852 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 94.126621, loss: 0.166747 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 94.279176, loss: 0.165557 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 94.202899, loss: 0.165755 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 94.355454, loss: 0.163838 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 94.355454, loss: 0.161937 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 94.431732, loss: 0.161358 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 94.584287, loss: 0.160412 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 94.431732, loss: 0.161240 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 94.431732, loss: 0.159680 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 94.431732, loss: 0.158200 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 94.584287, loss: 0.156991 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 94.508009, loss: 0.158232 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 94.584287, loss: 0.157043 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 94.584287, loss: 0.155709 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 94.508009, loss: 0.155997 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 94.508009, loss: 0.155816 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 94.584287, loss: 0.155982 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 94.584287, loss: 0.155457 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 94.584287, loss: 0.155969 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 94.660564, loss: 0.154928 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 94.736842, loss: 0.153910 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 94.736842, loss: 0.153218 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 94.660564, loss: 0.152657 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 94.584287, loss: 0.152356 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 94.660564, loss: 0.153137 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 94.736842, loss: 0.152839 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 94.813120, loss: 0.152026 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 94.584287, loss: 0.152217 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 94.584287, loss: 0.152099 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 94.813120, loss: 0.149942 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 94.813120, loss: 0.149355 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 94.660564, loss: 0.150030 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 94.660564, loss: 0.149066 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 94.889397, loss: 0.148111 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 94.813120, loss: 0.147656 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 94.813120, loss: 0.146261 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 94.965675, loss: 0.146135 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 95.041953, loss: 0.145258 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 94.889397, loss: 0.145586 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 95.041953, loss: 0.145520 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 94.965675, loss: 0.145369 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 95.118230, loss: 0.143598 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 95.041953, loss: 0.142862 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 95.041953, loss: 0.142501 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 95.041953, loss: 0.142950 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 95.041953, loss: 0.142991 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 95.041953, loss: 0.143585 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 95.194508, loss: 0.141299 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 95.194508, loss: 0.139601 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 95.194508, loss: 0.139412 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 95.270786, loss: 0.139058 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 95.270786, loss: 0.137607 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 95.347063, loss: 0.137850 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 95.347063, loss: 0.136907 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 95.423341, loss: 0.137221 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 95.499619, loss: 0.135225 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 95.499619, loss: 0.135437 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 95.423341, loss: 0.134571 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 95.423341, loss: 0.134957 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 95.423341, loss: 0.135690 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 95.270786, loss: 0.136114 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 95.194508, loss: 0.135997 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 95.347063, loss: 0.134708 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 95.423341, loss: 0.134261 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 95.347063, loss: 0.134855 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 95.423341, loss: 0.135340 + +2 +Epoch 0 done. 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0.128289 + +2 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 95.575896, loss: 0.128470 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 95.575896, loss: 0.127677 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 95.499619, loss: 0.127606 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 95.499619, loss: 0.127753 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 95.575896, loss: 0.125828 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 95.575896, loss: 0.125829 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 95.575896, loss: 0.124477 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 95.575896, loss: 0.125025 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 95.575896, loss: 0.125135 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 95.652174, loss: 0.125656 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 95.575896, loss: 0.123857 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 95.575896, loss: 0.123559 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 95.652174, loss: 0.124212 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 95.575896, loss: 0.124831 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 95.575896, loss: 0.123933 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 95.423341, loss: 0.123635 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 95.499619, loss: 0.123554 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 95.575896, loss: 0.123462 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 95.499619, loss: 0.124049 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 95.575896, loss: 0.123446 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 95.575896, loss: 0.123826 + +0 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 95.575896, loss: 0.123905 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 95.575896, loss: 0.124777 + +4 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 95.575896, loss: 0.125602 + +8 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 95.652174, loss: 0.122753 + +1 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 95.652174, loss: 0.120871 + +9 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 95.652174, loss: 0.121176 + +3 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 95.728452, loss: 0.120802 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 95.728452, loss: 0.120967 + +6 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 95.728452, loss: 0.120998 + +7 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 95.652174, loss: 0.121214 + +5 +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 95.804729, loss: 0.120649 + diff --git a/log/vit_k3_no_dp.log b/log/vit_k3_no_dp.log new file mode 100644 index 0000000..35b7fd4 --- /dev/null +++ b/log/vit_k3_no_dp.log @@ -0,0 +1,1124 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 60.564455, loss: 1.158602 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 68.421053, loss: 0.899479 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 72.082380, loss: 0.738164 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 75.896262, loss: 0.642908 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 78.871091, loss: 0.577774 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 80.701754, loss: 0.525082 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 81.464531, loss: 0.489091 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 82.761251, loss: 0.459571 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 83.447750, loss: 0.439423 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 84.744470, loss: 0.423158 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 85.736079, loss: 0.403708 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 85.736079, loss: 0.385887 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 85.812357, loss: 0.370293 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 86.193745, loss: 0.353771 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 86.880244, loss: 0.341495 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 87.414188, loss: 0.327418 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 87.643021, loss: 0.321070 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 88.405797, loss: 0.311052 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 88.634630, loss: 0.299077 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 89.016018, loss: 0.293420 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 89.321129, loss: 0.287000 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 89.702517, loss: 0.277934 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 90.007628, loss: 0.272769 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 90.160183, loss: 0.267819 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 90.312738, loss: 0.260999 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 90.617849, loss: 0.256945 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 90.999237, loss: 0.254317 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 90.999237, loss: 0.243805 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 91.151793, loss: 0.238075 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 91.151793, loss: 0.230105 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 91.533181, loss: 0.227704 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 91.762014, loss: 0.224889 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 91.914569, loss: 0.216059 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 91.990847, loss: 0.211861 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 92.524790, loss: 0.206046 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 92.372235, loss: 0.206638 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 92.295957, loss: 0.202988 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 92.601068, loss: 0.203402 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 92.677346, loss: 0.197825 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 92.753623, loss: 0.195339 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 92.906178, loss: 0.192541 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 92.906178, loss: 0.189558 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 93.135011, loss: 0.187112 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 93.287567, loss: 0.180540 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 93.516400, loss: 0.177087 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 93.440122, loss: 0.173153 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 93.287567, loss: 0.170159 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 93.592677, loss: 0.169166 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 93.821510, loss: 0.168964 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 93.897788, loss: 0.168287 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 93.897788, loss: 0.165432 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 94.050343, loss: 0.161726 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 94.202899, loss: 0.157005 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 94.279176, loss: 0.154318 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 94.355454, loss: 0.153222 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 94.431732, loss: 0.153573 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 94.431732, loss: 0.148122 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 94.584287, loss: 0.148708 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 94.584287, loss: 0.143406 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 94.660564, loss: 0.143440 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 94.584287, loss: 0.144052 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 94.813120, loss: 0.140603 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 94.889397, loss: 0.138786 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 94.889397, loss: 0.139048 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 94.965675, loss: 0.137485 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 94.584287, loss: 0.139600 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 95.041953, loss: 0.135712 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 95.194508, loss: 0.133388 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 95.194508, loss: 0.129827 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 95.347063, loss: 0.129050 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 95.347063, loss: 0.128268 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 95.423341, loss: 0.127797 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 95.575896, loss: 0.126248 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 95.575896, loss: 0.125558 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 95.652174, loss: 0.123575 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 95.499619, loss: 0.122493 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 95.652174, loss: 0.122061 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 95.499619, loss: 0.119662 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 95.499619, loss: 0.119924 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 95.652174, loss: 0.120203 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 95.575896, loss: 0.118241 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 95.804729, loss: 0.118434 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 95.804729, loss: 0.115829 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 95.957285, loss: 0.114707 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.033562, loss: 0.112558 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.033562, loss: 0.114440 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 95.957285, loss: 0.114656 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.186117, loss: 0.113005 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.262395, loss: 0.111435 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.338673, loss: 0.111252 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.338673, loss: 0.109270 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.414950, loss: 0.107730 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.491228, loss: 0.105882 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.414950, loss: 0.107127 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.262395, loss: 0.107648 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.414950, loss: 0.107251 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.491228, loss: 0.107256 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.567506, loss: 0.106894 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.567506, loss: 0.104834 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.567506, loss: 0.106068 + diff --git a/log/vit_k5_no_dp.log b/log/vit_k5_no_dp.log new file mode 100644 index 0000000..949f62a --- /dev/null +++ b/log/vit_k5_no_dp.log @@ -0,0 +1,1724 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 59.496568, loss: 0.981595 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 76.353928, loss: 0.693837 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 80.701754, loss: 0.569982 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 82.151030, loss: 0.503224 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 83.752860, loss: 0.454074 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 84.668192, loss: 0.419485 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 85.659802, loss: 0.393673 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 86.422578, loss: 0.370220 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 87.109077, loss: 0.351333 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 87.261632, loss: 0.334640 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 88.329519, loss: 0.313879 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 88.634630, loss: 0.302113 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 89.473684, loss: 0.292202 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 89.855072, loss: 0.277352 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 90.465294, loss: 0.264816 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 90.694127, loss: 0.254892 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 91.228070, loss: 0.244322 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 91.609458, loss: 0.236580 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 92.219680, loss: 0.224742 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 92.753623, loss: 0.216398 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 92.753623, loss: 0.214225 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 93.135011, loss: 0.207079 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 93.363844, loss: 0.199730 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 93.668955, loss: 0.194353 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 93.821510, loss: 0.187588 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 93.821510, loss: 0.183673 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 94.126621, loss: 0.181523 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 94.202899, loss: 0.174315 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 94.355454, loss: 0.169116 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 94.508009, loss: 0.164899 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 94.813120, loss: 0.157786 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 94.965675, loss: 0.154230 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 95.118230, loss: 0.154349 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 95.118230, loss: 0.150463 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 95.194508, loss: 0.149214 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 95.270786, loss: 0.147129 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 95.270786, loss: 0.144122 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 95.270786, loss: 0.139664 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 95.347063, loss: 0.140123 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.423341, loss: 0.135806 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.499619, loss: 0.136463 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.652174, loss: 0.134206 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.728452, loss: 0.130232 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.728452, loss: 0.124346 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.575896, loss: 0.127328 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.575896, loss: 0.122609 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.575896, loss: 0.119518 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.652174, loss: 0.117758 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.728452, loss: 0.118122 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.728452, loss: 0.116189 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.728452, loss: 0.115470 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.728452, loss: 0.114578 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.804729, loss: 0.113349 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.804729, loss: 0.109753 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.957285, loss: 0.109336 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 96.033562, loss: 0.107398 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 96.033562, loss: 0.105246 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. 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acc: 96.109840, loss: 0.102762 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.186117, loss: 0.101656 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.186117, loss: 0.101030 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.262395, loss: 0.099649 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.262395, loss: 0.099329 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.109840, loss: 0.100057 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.338673, loss: 0.098485 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.338673, loss: 0.097433 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.338673, loss: 0.097601 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.491228, loss: 0.094853 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.796339, loss: 0.093318 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.491228, loss: 0.094690 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.491228, loss: 0.093437 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.414950, loss: 0.092971 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.491228, loss: 0.092177 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.414950, loss: 0.091936 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.491228, loss: 0.092778 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.491228, loss: 0.091212 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.643783, loss: 0.090492 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.643783, loss: 0.090290 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.491228, loss: 0.090945 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.643783, loss: 0.088550 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.567506, loss: 0.089082 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.720061, loss: 0.088864 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.491228, loss: 0.090412 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.720061, loss: 0.088562 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.643783, loss: 0.089228 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.796339, loss: 0.087351 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.796339, loss: 0.087196 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.872616, loss: 0.085938 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.872616, loss: 0.085216 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.872616, loss: 0.085823 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.872616, loss: 0.084179 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 97.025172, loss: 0.083537 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 97.025172, loss: 0.082720 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 97.101449, loss: 0.082560 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.872616, loss: 0.083911 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.796339, loss: 0.084213 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.872616, loss: 0.083868 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.872616, loss: 0.084301 + diff --git a/log/vitk5.log b/log/vitk5.log new file mode 100644 index 0000000..50dd851 --- /dev/null +++ b/log/vitk5.log @@ -0,0 +1,1735 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +"model_name" : "vision_transformer", + + "no_models" : 10, + + "dp" : true, + + "global_epochs" : 100, + + "local_epochs" : 3, + + "k" : 5, + + "batch_size" : 64, + + "lr" : 0.001, + + "momentum" : 0.0001, + + "C" : 1000, + + "lambda" : 0.1 +} + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 58.352403, loss: 1.030417 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 70.938215, loss: 0.739533 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 77.574371, loss: 0.602160 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 81.617086, loss: 0.518419 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 83.447750, loss: 0.466127 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 84.286804, loss: 0.431127 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 85.202136, loss: 0.407056 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 85.659802, loss: 0.388741 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 85.812357, loss: 0.369500 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 86.575133, loss: 0.355513 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 87.032799, loss: 0.339524 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.185355, loss: 0.329746 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 87.643021, loss: 0.315769 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 88.405797, loss: 0.308916 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 88.710908, loss: 0.296284 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 89.397407, loss: 0.283930 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 89.931350, loss: 0.267053 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 90.389016, loss: 0.261336 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 90.694127, loss: 0.253694 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 91.075515, loss: 0.243731 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 91.762014, loss: 0.230393 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 91.990847, loss: 0.227140 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 92.067124, loss: 0.224694 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 92.295957, loss: 0.217440 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 92.524790, loss: 0.209143 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 92.906178, loss: 0.204557 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 93.058734, loss: 0.201482 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 93.592677, loss: 0.189176 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 93.821510, loss: 0.185396 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 93.974066, loss: 0.181212 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 93.974066, loss: 0.180324 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 93.440122, loss: 0.186266 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 94.126621, loss: 0.173257 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 94.279176, loss: 0.164887 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 94.202899, loss: 0.164895 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 94.355454, loss: 0.159141 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 94.279176, loss: 0.161331 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 94.584287, loss: 0.153536 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 94.813120, loss: 0.147499 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 95.041953, loss: 0.146505 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 95.041953, loss: 0.144890 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 95.118230, loss: 0.143313 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 95.347063, loss: 0.136379 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 95.194508, loss: 0.139683 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 95.118230, loss: 0.140258 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 95.118230, loss: 0.138625 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 95.270786, loss: 0.134331 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 95.499619, loss: 0.128868 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 95.499619, loss: 0.128037 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 95.575896, loss: 0.124896 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 95.728452, loss: 0.124865 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 95.728452, loss: 0.120555 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 95.881007, loss: 0.119839 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 95.804729, loss: 0.120368 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 95.804729, loss: 0.121565 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 95.957285, loss: 0.116706 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 95.957285, loss: 0.115517 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 95.881007, loss: 0.117302 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 95.957285, loss: 0.114597 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 95.957285, loss: 0.116375 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 95.957285, loss: 0.113228 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 96.033562, loss: 0.116754 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 96.109840, loss: 0.109722 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 96.186117, loss: 0.112256 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 96.338673, loss: 0.105958 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 96.186117, loss: 0.108925 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 96.186117, loss: 0.107768 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 96.262395, loss: 0.108355 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 96.262395, loss: 0.111232 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 96.262395, loss: 0.107195 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 96.491228, loss: 0.104570 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 96.414950, loss: 0.105841 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 96.643783, loss: 0.102438 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 96.643783, loss: 0.104106 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 96.643783, loss: 0.103693 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 96.491228, loss: 0.104698 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 96.643783, loss: 0.102268 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 96.567506, loss: 0.103056 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 96.720061, loss: 0.099354 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 96.720061, loss: 0.098459 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 96.720061, loss: 0.100171 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 96.720061, loss: 0.099036 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.720061, loss: 0.097510 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.720061, loss: 0.097890 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 96.643783, loss: 0.097277 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 96.643783, loss: 0.094947 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 96.720061, loss: 0.095335 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 96.796339, loss: 0.092804 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 96.643783, loss: 0.092592 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 96.720061, loss: 0.094271 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 96.720061, loss: 0.093091 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 96.796339, loss: 0.096115 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 96.720061, loss: 0.093569 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.720061, loss: 0.095170 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 96.796339, loss: 0.092024 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.796339, loss: 0.092567 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.796339, loss: 0.092356 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.796339, loss: 0.093890 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.720061, loss: 0.095412 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.720061, loss: 0.093253 + diff --git a/log/vitk=3.log b/log/vitk=3.log new file mode 100644 index 0000000..bb95cfc --- /dev/null +++ b/log/vitk=3.log @@ -0,0 +1,1724 @@ +/home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/io/image.py:13: UserWarning: Failed to load image Python extension: /home/ykn/anaconda3/envs/cds/lib/python3.7/site-packages/torchvision/image.so: undefined symbol: _ZN3c104impl8GPUTrace13gpuTraceStateE + warn(f"Failed to load image Python extension: {e}") +Dataset ImageFolder + Number of datapoints: 5712 + Root location: /home/ykn/cds/chapter03_Python_image_classification/data/Brain Tumor MRI Dataset/archive/Training + StandardTransform +Transform: Compose( + Resize(size=256, interpolation=bilinear, max_size=None, antialias=None) + CenterCrop(size=(224, 224)) + ToTensor() + ) +571 +571 +571 +571 +571 +571 +571 +571 +571 +571 + + + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0, acc: 54.004577, loss: 1.160828 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 1, acc: 70.327994, loss: 0.815746 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 2, acc: 76.582761, loss: 0.647350 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 3, acc: 79.252479, loss: 0.564036 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 4, acc: 81.388253, loss: 0.508852 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 5, acc: 82.761251, loss: 0.465224 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 6, acc: 83.600305, loss: 0.436296 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 7, acc: 84.210526, loss: 0.409362 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 8, acc: 84.820748, loss: 0.389820 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 9, acc: 85.507246, loss: 0.373859 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 10, acc: 86.422578, loss: 0.356128 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 11, acc: 87.032799, loss: 0.338005 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 12, acc: 86.803966, loss: 0.324803 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 13, acc: 87.490465, loss: 0.315869 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 14, acc: 88.176964, loss: 0.302556 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 15, acc: 88.100686, loss: 0.292198 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 16, acc: 88.939741, loss: 0.281180 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 17, acc: 89.397407, loss: 0.273883 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 18, acc: 89.397407, loss: 0.265050 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 19, acc: 89.778795, loss: 0.254779 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 20, acc: 90.236461, loss: 0.250769 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 21, acc: 90.465294, loss: 0.243842 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 22, acc: 90.694127, loss: 0.236614 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 23, acc: 91.075515, loss: 0.229021 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 24, acc: 91.380625, loss: 0.223317 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 25, acc: 91.838291, loss: 0.216314 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 26, acc: 91.990847, loss: 0.213546 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 27, acc: 92.295957, loss: 0.209270 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 28, acc: 92.219680, loss: 0.202136 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 29, acc: 92.372235, loss: 0.197273 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 30, acc: 92.677346, loss: 0.194285 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 31, acc: 92.601068, loss: 0.192572 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 32, acc: 92.829901, loss: 0.186038 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 33, acc: 92.906178, loss: 0.185180 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 34, acc: 92.677346, loss: 0.185340 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 35, acc: 93.058734, loss: 0.184017 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 36, acc: 93.211289, loss: 0.179306 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 37, acc: 93.211289, loss: 0.172669 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 38, acc: 93.440122, loss: 0.169426 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 39, acc: 93.592677, loss: 0.165520 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 40, acc: 93.363844, loss: 0.164935 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 41, acc: 93.745233, loss: 0.162674 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 42, acc: 93.974066, loss: 0.160711 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 43, acc: 93.745233, loss: 0.157508 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 44, acc: 93.668955, loss: 0.158848 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 45, acc: 94.202899, loss: 0.153680 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 46, acc: 94.202899, loss: 0.149915 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 47, acc: 94.279176, loss: 0.148186 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 48, acc: 94.431732, loss: 0.148032 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 49, acc: 94.508009, loss: 0.145486 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 50, acc: 94.584287, loss: 0.141728 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 51, acc: 94.508009, loss: 0.141027 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 52, acc: 94.431732, loss: 0.138506 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 53, acc: 94.508009, loss: 0.136395 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 54, acc: 94.813120, loss: 0.136968 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 55, acc: 94.813120, loss: 0.131104 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 56, acc: 94.889397, loss: 0.130642 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 57, acc: 94.889397, loss: 0.130061 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 58, acc: 94.965675, loss: 0.128686 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 59, acc: 94.889397, loss: 0.128640 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 60, acc: 94.736842, loss: 0.127012 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 61, acc: 95.118230, loss: 0.124945 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 62, acc: 95.118230, loss: 0.123220 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 63, acc: 95.194508, loss: 0.120496 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 64, acc: 95.194508, loss: 0.120537 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 65, acc: 95.194508, loss: 0.119947 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 66, acc: 95.194508, loss: 0.119848 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 67, acc: 95.118230, loss: 0.119823 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 68, acc: 95.347063, loss: 0.115576 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 69, acc: 95.118230, loss: 0.117560 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 70, acc: 95.194508, loss: 0.117799 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 71, acc: 95.347063, loss: 0.113968 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 72, acc: 95.347063, loss: 0.114181 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 73, acc: 95.575896, loss: 0.110957 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 74, acc: 95.270786, loss: 0.112839 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 75, acc: 95.194508, loss: 0.114292 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 76, acc: 95.194508, loss: 0.112385 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 77, acc: 95.347063, loss: 0.110151 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 78, acc: 95.423341, loss: 0.110620 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 79, acc: 95.575896, loss: 0.109899 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 80, acc: 95.652174, loss: 0.108177 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 81, acc: 95.728452, loss: 0.106913 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 82, acc: 96.033562, loss: 0.105692 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 83, acc: 96.262395, loss: 0.104733 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 84, acc: 95.957285, loss: 0.106228 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 85, acc: 95.804729, loss: 0.108182 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 86, acc: 95.728452, loss: 0.108204 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 87, acc: 95.804729, loss: 0.105568 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 88, acc: 95.804729, loss: 0.106391 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 89, acc: 95.728452, loss: 0.107068 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 90, acc: 95.728452, loss: 0.104738 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 91, acc: 95.728452, loss: 0.104842 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 92, acc: 95.881007, loss: 0.103167 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 93, acc: 96.033562, loss: 0.104273 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 94, acc: 95.957285, loss: 0.104439 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 95, acc: 96.033562, loss: 0.102394 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 96, acc: 96.262395, loss: 0.101649 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 97, acc: 96.262395, loss: 0.100597 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 98, acc: 96.338673, loss: 0.099931 + +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 0 done. +Epoch 1 done. +Epoch 2 done. +Epoch 99, acc: 96.109840, loss: 0.100154 + diff --git a/main.py b/main.py new file mode 100644 index 0000000..8c9f0e2 --- /dev/null +++ b/main.py @@ -0,0 +1,163 @@ +import argparse, json +import datetime +import os +import logging +import os +os.environ["CUDA_VISIBLE_DEVICES"] = "1" +import torch, random + + +from server import * +from client import * +import models, datasets +from torchvision.datasets import ImageFolder + +import torch +from torchvision import transforms, datasets +import torch.nn as nn +from torch.utils.data import DataLoader +import torchvision +import matplotlib.pyplot as plt +import numpy as np +from log import get_log + +from torch import randperm + + +import os + + + +logger = get_log('/home/cds/brain-tumor_image_classification/log/logkashi.txt') +#logger.info("MSE: %.6f" % (mse)) +#logger.info("RMSE: %.6f" % (rmse)) +#logger.info("MAE: %.6f" % (mae)) +#logger.info("MAPE: %.6f" % (mape)) + + +transforms = transforms.Compose([ + transforms.Resize(256), # 将图片短边缩放至256，长宽比保持不变： + transforms.CenterCrop(224), #将图片从中心切剪成3*224*224大小的图片 + transforms.ToTensor() #把图片进行归一化，并把数据转换成Tensor类型 +]) + + + +if __name__ == '__main__': + + parser = argparse.ArgumentParser(description='Federated Learning') + parser.add_argument('--conf', default = '/home/cds/brain-tumor_image_classification/utils/conf.json', dest='conf') + args = parser.parse_args() + + + with open(args.conf, 'r') as f: + conf = json.load(f) + + path1 = '/home/cds/brain-tumor_image_classification/data/Brain Tumor MRI Dataset/archive/Training' + path2 = '/home/cds/brain-tumor_image_classification/data/Brain Tumor MRI Dataset/archive/Testing' + data_train = datasets.ImageFolder(path1, transform=transforms) + data_test = datasets.ImageFolder(path2, transform=transforms) + print(data_train) + # data_loader = DataLoader(data_train, batch_size=64, shuffle=True) + + # for i, data in enumerate(data_loader): + # images, labels = data + # img = torchvision.utils.make_grid(images).numpy() + # plt.imshow(np.transpose(img, (1, 2, 0))) + # #plt.show() + + # train_datasets, eval_datasets = datasets.get_dataset("./data/", conf["type"]) + # data_train_shuffle = DataLoader(data_train, batch_size=64, shuffle=True) + # data_test_shuffle = DataLoader(data_test, batch_size=64, shuffle=True) + # print(data_train_shuffle) + + lenth_train = randperm(len(data_train)).tolist() # 生成乱序的索引 + data_train_shuffle = torch.utils.data.Subset(data_train, lenth_train) + lenth_test = randperm(len(data_test)).tolist() # 生成乱序的索引 + data_test_shuffle = torch.utils.data.Subset(data_test, lenth_test) + + + train_datasets, eval_datasets = data_train_shuffle, data_test_shuffle + server = Server(conf, eval_datasets) + clients = [] + # + # class Client: + # def __init__(self, conf, global_model, train_datasets, client_id): + # self.conf = conf + # self.global_model = global_model + # self.train_datasets = train_datasets + # self.client_id = client_id + + # # 计算并打印数据分布 + # self.print_data_distribution() + + # def print_data_distribution(self): + # # 创建一个字典来存储每个类别的数量 + # class_counts = {} + + # # 遍历数据集 + # for _, label in self.train_datasets: + # # 获取类别的名称 + # class_name = self.train_datasets.dataset.classes[label] + + # # 如果这个类别还没有被计数过，就添加到字典中 + # if class_name not in class_counts: + # class_counts[class_name] = 0 + + # # 增加这个类别的计数 + # class_counts[class_name] += 1 + + # # 打印结果 + # print(f"Client {self.client_id} data distribution:") + # for class_name, count in class_counts.items(): + # print(f"Class {class_name}: {count} samples") + + + + for c in range(conf["no_models"]): + clients.append(Client(conf, server.global_model, train_datasets, c)) + test_client = Client(conf, server.global_model, train_datasets, c) + class_num_total = np.array([0,0,0,0]) + for batch_id, batch in enumerate(test_client.train_loader): + data, target = batch + unique_elements, counts = np.unique(target, return_counts=True) + # 打印每个元素及其计数 + for element, count in zip(unique_elements, counts): + class_num_total[element] += count + print(class_num_total) + + # for element, count in zip(unique_elements, counts): + # print("Client:", c, "Class:", test_client.train_loader.dataset.classes[element], "Count:", count) + + #client = Client(conf, server.global_model, train_datasets, c) + + #clients.append(client) + print("\n\n") + + + for e in range(conf["global_epochs"]): + + candidates = random.sample(clients, conf["k"]) + + weight_accumulator = {} + + for name, params in server.global_model.state_dict().items(): + weight_accumulator[name] = torch.zeros_like(params) + + for c in candidates: + diff = c.local_train(server.global_model) + + for name, params in server.global_model.state_dict().items(): + weight_accumulator[name].add_(diff[name]) + + + server.model_aggregate(weight_accumulator) + + # acc, loss = server.model_eval() + + # print("Epoch %d, acc: %f, loss: %f\n" % (e, acc, loss)) + acc, loss, average_precision, average_recall, average_f1_score = server.model_eval() + print("Epoch {}, Accuracy: {:.2f}%, Loss: {:.2f}, Average Precision: {:.2f}%, Average Recall: {:.2f}%, Average F1-Score: {:.2f}%".format( + e, acc, loss, average_precision * 100, average_recall * 100, average_f1_score * 100)) + + diff --git a/mbv2_ca.py b/mbv2_ca.py new file mode 100644 index 0000000..b9c76b2 --- /dev/null +++ b/mbv2_ca.py @@ -0,0 +1,214 @@ +import torch +import torch.nn as nn +import math +import torch.nn.functional as F + +__all__ = ['mbv2_ca'] + +class ConvBNReLU(nn.Sequential): + def __init__(self, in_planes, out_planes, kernel_size=3, stride=1, groups=1): + padding = (kernel_size - 1) // 2 + super(ConvBNReLU, self).__init__( + nn.Conv2d(in_planes, out_planes, kernel_size, stride, padding, groups=groups, bias=False), + nn.BatchNorm2d(out_planes), + nn.ReLU6(inplace=True) + ) + +class h_sigmoid(nn.Module): + def __init__(self, inplace=True): + super(h_sigmoid, self).__init__() + self.relu = nn.ReLU6(inplace=inplace) + + def forward(self, x): + return self.relu(x + 3) / 6 + +class h_swish(nn.Module): + def __init__(self, inplace=True): + super(h_swish, self).__init__() + self.sigmoid = h_sigmoid(inplace=inplace) + + def forward(self, x): + return x * self.sigmoid(x) + +class swish(nn.Module): + def forward(self, x): + return x * torch.sigmoid(x) + +class CoordAtt(nn.Module): + def __init__(self, inp, oup, groups=32): + super(CoordAtt, self).__init__() + self.pool_h = nn.AdaptiveAvgPool2d((None, 1)) + self.pool_w = nn.AdaptiveAvgPool2d((1, None)) + + mip = max(8, inp // groups) + + self.conv1 = nn.Conv2d(inp, mip, kernel_size=1, stride=1, padding=0) + self.bn1 = nn.BatchNorm2d(mip) + self.conv2 = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0) + self.conv3 = nn.Conv2d(mip, oup, kernel_size=1, stride=1, padding=0) + self.relu = h_swish() + + def forward(self, x): + identity = x + n,c,h,w = x.size() + x_h = self.pool_h(x) + x_w = self.pool_w(x).permute(0, 1, 3, 2) + + y = torch.cat([x_h, x_w], dim=2) + y = self.conv1(y) + y = self.bn1(y) + y = self.relu(y) + x_h, x_w = torch.split(y, [h, w], dim=2) + x_w = x_w.permute(0, 1, 3, 2) + + x_h = self.conv2(x_h).sigmoid() + x_w = self.conv3(x_w).sigmoid() + x_h = x_h.expand(-1, -1, h, w) + x_w = x_w.expand(-1, -1, h, w) + + y = identity * x_w * x_h + + return y + +def _make_divisible(v, divisor, min_value=None): + """ + This function is taken from the original tf repo. + It ensures that all layers have a channel number that is divisible by 8 + It can be seen here: + https://github.com/tensorflow/models/blob/master/research/slim/nets/mobilenet/mobilenet.py + :param v: + :param divisor: + :param min_value: + :return: + """ + if min_value is None: + min_value = divisor + new_v = max(min_value, int(v + divisor / 2) // divisor * divisor) + # Make sure that round down does not go down by more than 10%. + if new_v < 0.9 * v: + new_v += divisor + return new_v + + +def conv_3x3_bn(inp, oup, stride): + return nn.Sequential( + nn.Conv2d(inp, oup, 3, stride, 1, bias=False), + nn.BatchNorm2d(oup), + nn.ReLU6(inplace=True) + ) + + +def conv_1x1_bn(inp, oup): + return nn.Sequential( + nn.Conv2d(inp, oup, 1, 1, 0, bias=False), + nn.BatchNorm2d(oup), + nn.ReLU6(inplace=True) + ) + +class InvertedResidual(nn.Module): + def __init__(self, inp, oup, stride, expand_ratio): + super(InvertedResidual, self).__init__() + assert stride in [1, 2] + + hidden_dim = round(inp * expand_ratio) + self.identity = stride == 1 and inp == oup + + if expand_ratio == 1: + self.conv = nn.Sequential( + # dw + nn.Conv2d(hidden_dim, hidden_dim, 3, stride, 1, groups=hidden_dim, bias=False), + nn.BatchNorm2d(hidden_dim), + nn.ReLU6(inplace=True), + # pw-linear + nn.Conv2d(hidden_dim, oup, 1, 1, 0, bias=False), + nn.BatchNorm2d(oup), + ) + else: + self.conv = nn.Sequential( + # pw + nn.Conv2d(inp, hidden_dim, 1, 1, 0, bias=False), + nn.BatchNorm2d(hidden_dim), + nn.ReLU6(inplace=True), + # dw + nn.Conv2d(hidden_dim, hidden_dim, 3, stride, 1, groups=hidden_dim, bias=False), + nn.BatchNorm2d(hidden_dim), + nn.ReLU6(inplace=True), + # coordinate attention + CoordAtt(hidden_dim, hidden_dim), + # pw-linear + nn.Conv2d(hidden_dim, oup, 1, 1, 0, bias=False), + nn.BatchNorm2d(oup), + ) + + def forward(self, x): + y = self.conv(x) + if self.identity: + return x + y + else: + return y + +class MBV2_CA(nn.Module): + def __init__(self, num_classes=1000, width_mult=1.): + super(MBV2_CA, self).__init__() + # setting of inverted residual blocks + self.cfgs = [ + # t, c, n, s + [1, 16, 1, 1], + [6, 24, 2, 2], + [6, 32, 3, 2], + [6, 64, 4, 2], + [6, 96, 3, 1], + [6, 160, 3, 2], + [6, 320, 1, 1], + ] + + # building first layer + input_channel = _make_divisible(32 * width_mult, 4 if width_mult == 0.1 else 8) + layers = [conv_3x3_bn(3, input_channel, 2)] + # building inverted residual blocks + block = InvertedResidual + for t, c, n, s in self.cfgs: + output_channel = _make_divisible(c * width_mult, 4 if width_mult == 0.1 else 8) + for i in range(n): + layers.append(block(input_channel, output_channel, s if i == 0 else 1, t)) + input_channel = output_channel + self.features = nn.Sequential(*layers) + # building last several layers + output_channel = _make_divisible(1280 * width_mult, 4 if width_mult == 0.1 else 8) if width_mult > 1.0 else 1280 + self.conv = conv_1x1_bn(input_channel, output_channel) + self.avgpool = nn.AdaptiveAvgPool2d((1, 1)) + self.classifier = nn.Sequential( + nn.Dropout(0.1), + nn.Linear(output_channel, num_classes) + ) + + self._initialize_weights() + + def forward(self, x): + x = self.features(x) + x = self.conv(x) + x = self.avgpool(x) + x = x.view(x.size(0), -1) + x = self.classifier(x) + + return x + + def _initialize_weights(self): + for m in self.modules(): + #print(m) + if isinstance(m, nn.Conv2d): + #print(m.weight.size()) + n = m.kernel_size[0] * m.kernel_size[1] * m.out_channels + m.weight.data.normal_(0, math.sqrt(2. / n)) + if m.bias is not None: + m.bias.data.zero_() + elif isinstance(m, nn.BatchNorm2d): + m.weight.data.fill_(1) + m.bias.data.zero_() + elif isinstance(m, nn.Linear): + m.weight.data.normal_(0, 0.01) + m.bias.data.zero_() + + +def mbv2_ca(**kwargs): + return MBV2_CA(**kwargs) diff --git a/models.py b/models.py new file mode 100644 index 0000000..f02983a --- /dev/null +++ b/models.py @@ -0,0 +1,53 @@ + +import torch +from torchvision import models +from resnet50cds import ResNet50 +from efficientnet_v2 import EfficientNetV2 +import math +#from coatnet import coatnet_4 + +from timm.models.vision_transformer import vit_small_patch16_224 + + +def get_model(name="vgg16", pretrained=True): + if name == "resnet18": + model = models.resnet18(pretrained=pretrained) + elif name == "resnet50": + model = models.resnet50(pretrained=pretrained) + elif name == "vision_transformer": + model = vit_small_patch16_224(pretrained=True,pretrained_cfg_overlay=dict(file='/home/cds/.cache/torch/hub/checkpoints/S_16-i21k-300ep-lr_0.001-aug_light1-wd_0.03-do_0.0-sd_0.0--imagenet2012-steps_20k-lr_0.03-res_224.npz')) + model.head = torch.nn.Linear(model.head.weight.shape[1], 4) + elif name == "resnet50cds": + model = ResNet50(image_depth=3, num_classes=4, use_cbam=False) + # elif name == "coatnet": + # model = coatnet_4() + elif name == "EfficientNetV2": + model = EfficientNetV2('s',in_channels=3,n_classes=4,pretrained=False) + # elif name == "resnet50cds": + # model = ResNet50(image_depth=1, num_classes=4, use_cbam=True) + elif name == "densenet121": + model = models.densenet121(pretrained=pretrained) + elif name == "alexnet": + model = models.alexnet(pretrained=pretrained) + elif name == "vgg16": + model = models.vgg16(pretrained=pretrained) + elif name == "vgg19": + model = models.vgg19(pretrained=pretrained) + elif name == "inception_v3": + model = models.inception_v3(pretrained=pretrained) + elif name == "googlenet": + model = models.googlenet(pretrained=pretrained) + + + if torch.cuda.is_available(): + return model.cuda() + model=torch.nn.DataParallel(model,device_ids=[0,1,2,3,4,5]) + model.cuda('cuda:0,1,2,3') + else: + return model +def model_norm(model_1, model_2): + squared_sum = 0 + for name, layer in model_1.named_parameters(): + # print(torch.mean(layer.data), torch.mean(model_2.state_dict()[name].data)) + squared_sum += torch.sum(torch.pow(layer.data - model_2.state_dict()[name].data, 2)) + return math.sqrt(squared_sum) \ No newline at end of file diff --git a/server.py b/server.py new file mode 100644 index 0000000..a15fe7d --- /dev/null +++ b/server.py @@ -0,0 +1,102 @@ + +import models, torch + + +class Server(object): + + def __init__(self, conf, eval_dataset): + + self.conf = conf + + self.global_model = models.get_model(self.conf["model_name"]) + + self.eval_loader = torch.utils.data.DataLoader(eval_dataset, batch_size=self.conf["batch_size"], shuffle=True) + + + def model_aggregate(self, weight_accumulator): + for name, data in self.global_model.state_dict().items(): + + update_per_layer = weight_accumulator[name] * self.conf["lambda"] + + if data.type() != update_per_layer.type(): + data.add_(update_per_layer.to(torch.int64)) + else: + data.add_(update_per_layer) + + # def model_eval(self): + # self.global_model.eval() + + # total_loss = 0.0 + # correct = 0 + # dataset_size = 0 + # for batch_id, batch in enumerate(self.eval_loader): + # data, target = batch + # dataset_size += data.size()[0] + + # if torch.cuda.is_available(): + # data = data.cuda() + # target = target.cuda() + + + # output = self.global_model(data) + # # print(output) + # print("Targets: ",target) + + # total_loss += torch.nn.functional.cross_entropy(output, target, + # reduction='sum').item() # sum up batch loss + # pred = output.data.max(1)[1] # get the index of the max log-probability + # print("pred: ",pred) + + # correct += pred.eq(target.data.view_as(pred)).cpu().sum().item() + + # acc = 100.0 * (float(correct) / float(dataset_size)) + # total_l = total_loss / dataset_size + + # torch.save(self.global_model.state_dict(), "./data/model_parameter.h5") + + # return acc, total_l + + def model_eval(self): + self.global_model.eval() + + total_loss = 0.0 + correct = 0 + dataset_size = 0 + confusion_matrix = torch.zeros(4, 4) # 初始化混淆矩阵 + + for batch_id, batch in enumerate(self.eval_loader): + data, target = batch + dataset_size += data.size()[0] + + if torch.cuda.is_available(): + data = data.cuda() + target = target.cuda() + + output = self.global_model(data) + + total_loss += torch.nn.functional.cross_entropy(output, target, reduction='sum').item() + pred = output.data.max(1)[1] # get the index of the max log-probability + + correct += pred.eq(target.data.view_as(pred)).cpu().sum().item() + + # 更新混淆矩阵 + for t, p in zip(target.view(-1), pred.view(-1)): + confusion_matrix[t.long(), p.long()] += 1 + + acc = 100.0 * (float(correct) / float(dataset_size)) + total_l = total_loss / dataset_size + + # 计算精确度、召回率和F1分数 + precision = torch.diag(confusion_matrix) / (confusion_matrix.sum(0) + 1e-9) + average_precision = torch.mean(precision) + recall = torch.diag(confusion_matrix) / (confusion_matrix.sum(1) + 1e-9) + average_recall = torch.mean(recall) + f1_score = 2 * precision * recall / (precision + recall + 1e-9) + average_f1_score = torch.mean(f1_score) + + # 打印平均精确度、召回率和F1分数 + #print("Average Precision: {:.2f}%, Average Recall: {:.2f}%, Average F1-Score: {:.2f}%".format(average_precision.item() * 100, average_recall.item() * 100, average_f1_score.item() * 100)) + + torch.save(self.global_model.state_dict(), "./data/model_parameter.h5") + + return acc, total_l, average_precision, average_recall, average_f1_score # 返回评估指标 \ No newline at end of file diff --git a/utils/conf.json b/utils/conf.json new file mode 100644 index 0000000..33f8e96 --- /dev/null +++ b/utils/conf.json @@ -0,0 +1,24 @@ +{ + + "model_name" : "EfficientNetV2", + + "no_models" : 10, + + "dp" : false, + + "global_epochs" : 100, + + "local_epochs" : 3, + + "k" : 3, + + "batch_size" : 32, + + "lr" : 0.001, + + "momentum" : 0.0001, + + "C" : 1000, + + "lambda" : 0.1 +} \ No newline at end of file