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@sato-cloudian
Created November 18, 2015 00:41
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DL4J Scene Classification Results
tsato@tsato-VirtualBox:~/Desktop/spark-1.5.2-bin-hadoop2.6$ bin/spark-submit --master spark://tsato-VirtualBox:7077 --class org.deeplearning4j.SparkMnist ~/Desktop/scene-classification-spark/target/scene-classification-spark-1.0-SNAPSHOT.jar
Initializing network
14:00:09,441 INFO ~ Running distributed training averaging each iteration false and 600 partitions
14:00:09,542 INFO ~ Broadcasting initial parameters of length 5476
14:00:09,704 INFO ~ Ran iterative reduce...averaging results now.
15:42:49,998 INFO ~ Accumulated parameters
15:42:50,000 INFO ~ Divided by partitions
15:42:50,003 INFO ~ Set parameters
Actual Class 0 was predicted with Predicted 0 with count 2780 times
Actual Class 0 was predicted with Predicted 4 with count 6 times
Actual Class 0 was predicted with Predicted 5 with count 2830 times
Actual Class 0 was predicted with Predicted 6 with count 114 times
Actual Class 0 was predicted with Predicted 7 with count 79 times
Actual Class 0 was predicted with Predicted 8 with count 114 times
Actual Class 1 was predicted with Predicted 0 with count 25 times
Actual Class 1 was predicted with Predicted 3 with count 6 times
Actual Class 1 was predicted with Predicted 4 with count 3 times
Actual Class 1 was predicted with Predicted 5 with count 4725 times
Actual Class 1 was predicted with Predicted 6 with count 194 times
Actual Class 1 was predicted with Predicted 7 with count 451 times
Actual Class 1 was predicted with Predicted 8 with count 1338 times
Actual Class 2 was predicted with Predicted 0 with count 630 times
Actual Class 2 was predicted with Predicted 1 with count 3 times
Actual Class 2 was predicted with Predicted 3 with count 175 times
Actual Class 2 was predicted with Predicted 4 with count 1 times
Actual Class 2 was predicted with Predicted 5 with count 4568 times
Actual Class 2 was predicted with Predicted 6 with count 159 times
Actual Class 2 was predicted with Predicted 7 with count 133 times
Actual Class 2 was predicted with Predicted 8 with count 289 times
Actual Class 3 was predicted with Predicted 0 with count 1589 times
Actual Class 3 was predicted with Predicted 4 with count 35 times
Actual Class 3 was predicted with Predicted 5 with count 3089 times
Actual Class 3 was predicted with Predicted 6 with count 100 times
Actual Class 3 was predicted with Predicted 7 with count 1049 times
Actual Class 3 was predicted with Predicted 8 with count 269 times
Actual Class 4 was predicted with Predicted 0 with count 476 times
Actual Class 4 was predicted with Predicted 1 with count 14 times
Actual Class 4 was predicted with Predicted 3 with count 21 times
Actual Class 4 was predicted with Predicted 5 with count 4555 times
Actual Class 4 was predicted with Predicted 6 with count 15 times
Actual Class 4 was predicted with Predicted 7 with count 760 times
Actual Class 4 was predicted with Predicted 8 with count 1 times
Actual Class 5 was predicted with Predicted 0 with count 1659 times
Actual Class 5 was predicted with Predicted 1 with count 1 times
Actual Class 5 was predicted with Predicted 2 with count 1 times
Actual Class 5 was predicted with Predicted 3 with count 4 times
Actual Class 5 was predicted with Predicted 4 with count 38 times
Actual Class 5 was predicted with Predicted 5 with count 2697 times
Actual Class 5 was predicted with Predicted 6 with count 67 times
Actual Class 5 was predicted with Predicted 7 with count 912 times
Actual Class 5 was predicted with Predicted 8 with count 42 times
Actual Class 6 was predicted with Predicted 0 with count 2872 times
Actual Class 6 was predicted with Predicted 1 with count 3 times
Actual Class 6 was predicted with Predicted 3 with count 528 times
Actual Class 6 was predicted with Predicted 5 with count 2163 times
Actual Class 6 was predicted with Predicted 6 with count 181 times
Actual Class 6 was predicted with Predicted 7 with count 84 times
Actual Class 6 was predicted with Predicted 8 with count 86 times
Actual Class 6 was predicted with Predicted 9 with count 1 times
Actual Class 7 was predicted with Predicted 0 with count 63 times
Actual Class 7 was predicted with Predicted 5 with count 5242 times
Actual Class 7 was predicted with Predicted 6 with count 2 times
Actual Class 7 was predicted with Predicted 7 with count 958 times
Actual Class 8 was predicted with Predicted 0 with count 543 times
Actual Class 8 was predicted with Predicted 3 with count 5 times
Actual Class 8 was predicted with Predicted 4 with count 15 times
Actual Class 8 was predicted with Predicted 5 with count 4939 times
Actual Class 8 was predicted with Predicted 6 with count 19 times
Actual Class 8 was predicted with Predicted 7 with count 318 times
Actual Class 8 was predicted with Predicted 8 with count 12 times
Actual Class 9 was predicted with Predicted 0 with count 201 times
Actual Class 9 was predicted with Predicted 4 with count 1 times
Actual Class 9 was predicted with Predicted 5 with count 5451 times
Actual Class 9 was predicted with Predicted 6 with count 2 times
Actual Class 9 was predicted with Predicted 7 with count 293 times
Actual Class 9 was predicted with Predicted 8 with count 1 times
==========================Scores========================================
Accuracy: 0.1105
Precision: 0.1463
Recall: 0.2305
F1 Score: 0.17898076821662795
===========================================================================
[root@cloudian-node2 spark-1.5.2-bin-hadoop2.6]# bin/spark-submit --master spark://cloudian-node3:7077 --executor-memory 4G --class org.deeplearning4j.SparkMnist ~/scene-classification-spark/target/scene-classification-spark-1.0-SNAPSHOT.jar
Initializing network
09:00:37,729 INFO ~ Logging initialized @23518ms
09:00:39,374 INFO ~ Running distributed training averaging each iteration false and 600 partitions
09:00:39,431 INFO ~ Broadcasting initial parameters of length 5476
09:00:39,503 INFO ~ Ran iterative reduce...averaging results now.
09:27:24,287 INFO ~ Accumulated parameters
09:27:24,289 INFO ~ Divided by partitions
09:27:24,295 INFO ~ Set parameters
09:27:24,352 INFO ~ Downloading mnist...
Actual Class 0 was predicted with Predicted 0 with count 2780 times
Actual Class 0 was predicted with Predicted 4 with count 6 times
Actual Class 0 was predicted with Predicted 5 with count 2830 times
Actual Class 0 was predicted with Predicted 6 with count 114 times
Actual Class 0 was predicted with Predicted 7 with count 79 times
Actual Class 0 was predicted with Predicted 8 with count 114 times
Actual Class 1 was predicted with Predicted 0 with count 25 times
Actual Class 1 was predicted with Predicted 3 with count 6 times
Actual Class 1 was predicted with Predicted 4 with count 3 times
Actual Class 1 was predicted with Predicted 5 with count 4725 times
Actual Class 1 was predicted with Predicted 6 with count 194 times
Actual Class 1 was predicted with Predicted 7 with count 451 times
Actual Class 1 was predicted with Predicted 8 with count 1338 times
Actual Class 2 was predicted with Predicted 0 with count 630 times
Actual Class 2 was predicted with Predicted 1 with count 3 times
Actual Class 2 was predicted with Predicted 3 with count 175 times
Actual Class 2 was predicted with Predicted 4 with count 1 times
Actual Class 2 was predicted with Predicted 5 with count 4568 times
Actual Class 2 was predicted with Predicted 6 with count 159 times
Actual Class 2 was predicted with Predicted 7 with count 133 times
Actual Class 2 was predicted with Predicted 8 with count 289 times
Actual Class 3 was predicted with Predicted 0 with count 1589 times
Actual Class 3 was predicted with Predicted 4 with count 35 times
Actual Class 3 was predicted with Predicted 5 with count 3089 times
Actual Class 3 was predicted with Predicted 6 with count 100 times
Actual Class 3 was predicted with Predicted 7 with count 1049 times
Actual Class 3 was predicted with Predicted 8 with count 269 times
Actual Class 4 was predicted with Predicted 0 with count 476 times
Actual Class 4 was predicted with Predicted 1 with count 14 times
Actual Class 4 was predicted with Predicted 3 with count 21 times
Actual Class 4 was predicted with Predicted 5 with count 4555 times
Actual Class 4 was predicted with Predicted 6 with count 15 times
Actual Class 4 was predicted with Predicted 7 with count 760 times
Actual Class 4 was predicted with Predicted 8 with count 1 times
Actual Class 5 was predicted with Predicted 0 with count 1659 times
Actual Class 5 was predicted with Predicted 1 with count 1 times
Actual Class 5 was predicted with Predicted 2 with count 1 times
Actual Class 5 was predicted with Predicted 3 with count 4 times
Actual Class 5 was predicted with Predicted 4 with count 38 times
Actual Class 5 was predicted with Predicted 5 with count 2697 times
Actual Class 5 was predicted with Predicted 6 with count 67 times
Actual Class 5 was predicted with Predicted 7 with count 912 times
Actual Class 5 was predicted with Predicted 8 with count 42 times
Actual Class 6 was predicted with Predicted 0 with count 2872 times
Actual Class 6 was predicted with Predicted 1 with count 3 times
Actual Class 6 was predicted with Predicted 3 with count 528 times
Actual Class 6 was predicted with Predicted 5 with count 2163 times
Actual Class 6 was predicted with Predicted 6 with count 181 times
Actual Class 6 was predicted with Predicted 7 with count 84 times
Actual Class 6 was predicted with Predicted 8 with count 86 times
Actual Class 6 was predicted with Predicted 9 with count 1 times
Actual Class 7 was predicted with Predicted 0 with count 63 times
Actual Class 7 was predicted with Predicted 5 with count 5242 times
Actual Class 7 was predicted with Predicted 6 with count 2 times
Actual Class 7 was predicted with Predicted 7 with count 958 times
Actual Class 8 was predicted with Predicted 0 with count 543 times
Actual Class 8 was predicted with Predicted 3 with count 5 times
Actual Class 8 was predicted with Predicted 4 with count 15 times
Actual Class 8 was predicted with Predicted 5 with count 4939 times
Actual Class 8 was predicted with Predicted 6 with count 19 times
Actual Class 8 was predicted with Predicted 7 with count 318 times
Actual Class 8 was predicted with Predicted 8 with count 12 times
Actual Class 9 was predicted with Predicted 0 with count 201 times
Actual Class 9 was predicted with Predicted 4 with count 1 times
Actual Class 9 was predicted with Predicted 5 with count 5451 times
Actual Class 9 was predicted with Predicted 6 with count 2 times
Actual Class 9 was predicted with Predicted 7 with count 293 times
Actual Class 9 was predicted with Predicted 8 with count 1 times
==========================Scores========================================
Accuracy: 0.1105
Precision: 0.1463
Recall: 0.2305
F1 Score: 0.17898076821662795
===========================================================================
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