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November 18, 2015 00:41
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DL4J Scene Classification Results
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| 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 | |
| =========================================================================== |
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| [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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