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40 readme update · akamai/luda@4256be6 · GitHub
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readme update
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JordanGarzon committed Aug 2, 2021
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59 changes: 24 additions & 35 deletions Readme.md
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Expand Up @@ -155,9 +155,33 @@ python main.py
Check the log on luda_output/logs/luda.log at the end you can see a small report

```txt
N paths: 64
N benign in final test: 9486
Benign number for retraining : 30
N round: 10
Cluster sig paths:
cluster_27_0 : (\.*+[^_])++ ---> [^bin]++[^\.]++\.bin
cluster_12_15 : [^php]*+php ---> /\w\w++/gate\.php ---> /\w\w\w\w\d/gate\.php
cluster_8_16 : ([^_]\w++)++ ---> [^php]++php ---> /\w++/PHP/\w++\.php
cluster_17_4 : ([^_]\w++)++ ---> [^\.]*+\.php ---> /\w++(?:/kbpanel)?+/post\.php ---> [^php]*+\w\w\w/?+\w++/post\.php
After final testing:
Cluster with 0 FP: {'cluster_8_16', 'cluster_17_4', 'cluster_27_0', 'cluster_12_15'}
Number of paths covered with 0 FP: 64
Percentage of paths covered with 0 FP: 100.0 %
### FP Report ###
With FP :
Without:
['cluster_12_15', 'cluster_8_16', 'cluster_27_0', 'cluster_17_4']
```

Congrats on your first LUDA run. You now have 2 (Java) regex that can be used malicious urls belonging to the clusters you found :)
Expand Down Expand Up @@ -293,41 +317,6 @@ Once you chose your cluster, add their id to "cluster_list"
}

```

This is an example of the final report you can get when running test/data_demo.csv


```txt
N paths: 64
N benign in final test: 9486
Benign number for retraining : 30
N round: 10
Cluster sig paths:
cluster_27_0 : (\.*+[^_])++ ---> [^bin]++[^\.]++\.bin
cluster_12_15 : [^php]*+php ---> /\w\w++/gate\.php ---> /\w\w\w\w\d/gate\.php
cluster_8_16 : ([^_]\w++)++ ---> [^php]++php ---> /\w++/PHP/\w++\.php
cluster_17_4 : ([^_]\w++)++ ---> [^\.]*+\.php ---> /\w++(?:/kbpanel)?+/post\.php ---> [^php]*+\w\w\w/?+\w++/post\.php
After final testing:
Cluster with 0 FP: {'cluster_8_16', 'cluster_17_4', 'cluster_27_0', 'cluster_12_15'}
Number of paths covered with 0 FP: 64
Percentage of paths covered with 0 FP: 100.0 %
### FP Report ###
With FP :
Without:
['cluster_12_15', 'cluster_8_16', 'cluster_27_0', 'cluster_17_4']
```


# Deployment with docker to a remote machine

Getting an environmment ready can be achieved with
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