Docker image path: hcc-docker-registry.unl.edu/unlhcc/sonnet-gpu:latest Cache folder set to /lustre/work/scott/pquint/.singularity/docker Creating container runtime... Epoch: 0 TRAIN CROSS ENTROPY: 0.227072198417 TEST CROSS ENTROPY: 0.137881517542 TEST CONFUSION MATRIX: [[ 967 0 0 1 1 6 1 2 1 0] [ 0 1127 2 1 0 1 1 0 1 0] [ 7 6 988 2 7 0 2 7 10 1] [ 0 1 7 903 1 84 0 9 2 1] [ 1 0 3 0 964 0 4 0 2 6] [ 2 1 0 1 0 882 1 0 2 1] [ 9 3 1 0 6 37 897 0 3 0] [ 3 12 12 3 4 1 0 980 0 12] [ 5 5 3 12 8 44 2 4 886 4] [ 2 7 0 4 22 20 1 6 1 945]] Epoch: 1 TRAIN CROSS ENTROPY: 0.0933069437973 TEST CROSS ENTROPY: 0.107745811723 TEST CONFUSION MATRIX: [[ 965 0 1 1 2 6 1 1 2 0] [ 0 1127 2 1 0 1 1 0 1 0] [ 5 4 995 4 8 1 3 5 5 0] [ 0 1 5 943 0 48 0 6 4 1] [ 0 0 3 0 969 0 3 0 2 3] [ 2 0 0 1 1 884 0 0 1 1] [ 3 3 0 0 7 49 891 0 3 0] [ 1 12 10 1 4 1 0 988 1 9] [ 3 3 3 5 7 32 1 2 914 3] [ 2 6 0 5 18 17 1 6 2 951]] Epoch: 2 TRAIN CROSS ENTROPY: 0.0572267662497 TEST CROSS ENTROPY: 0.0941779676673 TEST CONFUSION MATRIX: [[ 968 1 1 0 2 4 0 1 2 0] [ 0 1129 0 1 0 1 1 0 1 0] [ 4 5 997 2 7 0 2 5 8 0] [ 0 1 4 954 0 36 0 7 4 2] [ 0 0 0 0 972 0 5 0 0 3] [ 2 0 0 1 1 883 0 2 0 1] [ 3 3 0 0 6 40 901 1 2 0] [ 0 8 8 1 3 0 0 999 3 5] [ 4 3 2 2 6 22 0 3 926 5] [ 1 4 0 3 17 8 1 6 2 966]] Epoch: 3 TRAIN CROSS ENTROPY: 0.036172287965 TEST CROSS ENTROPY: 0.090607024009 TEST CONFUSION MATRIX: [[ 969 0 2 0 1 1 3 1 2 0] [ 0 1128 0 1 0 0 2 0 2 0] [ 7 4 999 1 2 0 3 7 7 0] [ 1 1 8 940 0 39 0 7 6 6] [ 0 0 2 0 966 0 7 1 0 4] [ 2 0 0 1 1 883 1 1 0 1] [ 3 3 0 0 3 21 925 0 1 0] [ 0 5 11 0 5 0 0 994 4 8] [ 4 1 2 2 3 17 1 2 937 4] [ 1 4 0 2 14 7 1 4 1 974]] Epoch: 4 TRAIN CROSS ENTROPY: 0.0252189538992 TEST CROSS ENTROPY: 0.0759464598035 TEST CONFUSION MATRIX: [[ 965 0 3 1 1 1 2 4 2 0] [ 0 1125 1 1 2 1 2 0 1 0] [ 0 1 1013 2 1 0 2 5 5 1] [ 0 0 10 983 0 5 0 4 3 3] [ 0 0 3 0 965 0 3 1 0 8] [ 2 0 0 7 1 870 2 1 6 1] [ 3 3 1 0 6 17 922 0 4 0] [ 0 3 11 0 4 0 0 1001 3 5] [ 1 1 5 2 3 5 0 2 949 5] [ 1 3 0 4 11 2 0 4 2 981]] Epoch: 5 TRAIN CROSS ENTROPY: 0.0180613493719 TEST CROSS ENTROPY: 0.102438247108 TEST CONFUSION MATRIX: [[ 970 0 3 0 0 2 2 2 0 0] [ 0 1126 2 0 1 0 1 1 2 0] [ 5 3 1003 1 1 1 3 5 8 0] [ 0 0 8 932 0 45 0 8 5 10] [ 0 0 3 0 964 2 3 0 0 8] [ 1 0 0 1 1 884 1 0 1 1] [ 5 3 0 0 2 16 928 0 2 0] [ 0 1 8 0 2 0 0 1004 7 5] [ 4 1 2 1 5 27 1 3 924 5] [ 1 3 0 1 12 6 1 4 1 979]] Epoch: 6 TRAIN CROSS ENTROPY: 0.0161979705847 TEST CROSS ENTROPY: 0.081257235946 TEST CONFUSION MATRIX: [[ 965 1 2 0 0 1 6 2 2 0] [ 0 1128 1 1 0 0 1 0 2 0] [ 5 1 1003 4 2 0 4 5 6 0] [ 1 0 8 982 0 4 0 6 6 1] [ 0 0 3 0 965 0 4 1 0 7] [ 2 0 0 5 1 870 2 1 8 1] [ 0 3 0 0 3 8 938 0 4 0] [ 0 1 6 0 2 0 0 1008 6 4] [ 0 1 1 3 3 3 1 3 955 3] [ 2 3 0 7 14 5 1 4 6 966]] Epoch: 7 TRAIN CROSS ENTROPY: 0.0141710121479 TEST CROSS ENTROPY: 0.0914058041269 TEST CONFUSION MATRIX: [[ 969 0 0 3 1 3 0 2 1 0] [ 0 1127 1 2 0 0 1 0 2 0] [ 6 2 1004 4 1 0 1 5 7 0] [ 0 0 3 988 0 13 0 2 2 0] [ 1 0 2 1 968 0 3 0 0 5] [ 1 0 0 4 1 879 1 1 2 1] [ 5 3 0 0 6 29 911 0 2 0] [ 1 2 10 1 4 0 0 995 7 7] [ 1 1 3 6 4 5 1 2 947 3] [ 1 3 0 4 21 6 0 7 1 965]] Epoch: 8