normalized appbyte ratio for producer/consumer relationship
Carter Bullard
carter at qosient.com
Mon May 6 14:41:58 EDT 2013
Hey John,
If no appbytes, currently we return -0.0, but the library knows if there are
appbytes or not, so we can return nada, when printing out the values.
Right now, when using xml format, you won't get a value.
Having problems getting my compiler to tell the difference between 0.0 and -0.0,
but should hopefully have this working by this afternoon.
Carter
On May 6, 2013, at 2:37 PM, John Gerth <gerth at graphics.stanford.edu> wrote:
> Nice example. I'm looking forward to using this.
>
> As your example shows, this metric is available for any existing argus
> files that were created containing appbyte values. I'm assuming that if
> the sensor wasn't configured to capture those, 'abr' is not available.
>
>
> --
> John Gerth gerth at graphics.stanford.edu Gates 378 (650) 725-3273 fax 725-6949
>
> On 5/6/2013 11:19 AM, Carter Bullard wrote:
>> Hey John,
>> OK, so I've implemented " abr " as a new metric, using our normalized equation:
>>
>> abr = (sappbytes - dappbytes)/(sappbytes + dappbytes)
>>
>> This generates values between +1.0 - -1.0. +1.0 means that all the app bytes
>> were from the source, indicating that the source is a pure PRODUCER, and the
>> destination is a pure CONSUMER. You see this in FTP PUT file transfers,
>> as an example. The sign bit reverses this relationship.
>>
>> -0.0 denotes the special case, when there are no appbytes seen.
>>
>> In the new argus-clients that I'll put up later today, you can print this out using:
>>
>> ra -r argus.data -s +abr
>>
>> You can also do operations using this metric, such as filter and generate histograms.
>> Here is a run that I did to show how this maybe used in an anomaly detection
>> application. Here is the simple frequency distribution for all the internal DNS
>> requests made to my local DNS server from a specific client, for all of 2013:
>>
>> thoth:06 carter$ pwd
>> /Volumes/Data/Archive/QoSient/192.168.0.68/2013
>> thoth:tmp carter$ rahisto -H abr 10:-1.0-1.0 -R . -s mean stddev - udp port domain and src pkts 1 and dst pkts 1
>> N = 1027764 mean = -0.726195 stddev = 0.140532 max = 0.000000 min = -0.909605
>> median = -0.749129 95% = -0.292517
>> mode = -0.782609
>> Class Interval Freq Rel.Freq Cum.Freq Mean StdDev
>> 1 -1.000000e+00 225379 21.9291% 21.9291% -0.815238 0.000650
>> 2 -8.000000e-01 738148 71.8208% 93.7498% -0.740887 0.043837
>> 3 -6.000000e-01 10553 1.0268% 94.7766% -0.534672 0.048717
>> 4 -4.000000e-01 35511 3.4552% 98.2318% -0.283067 0.021374
>> 5 -2.000000e-01 250 0.0243% 98.2561% -0.162791 0.000051
>> 6 0.000000e+00 17923 1.7439% 100.0000% 0.000000 0.000000
>> 7 2.000000e-01 0 0.0000% 100.0000%
>> 8 4.000000e-01 0 0.0000% 100.0000%
>> 9 6.000000e-01 0 0.0000% 100.0000%
>> 10 8.000000e-01 0 0.0000% 100.0000%
>>
>>
>> OK, should be very clear, that my host is a net CONSUMER of DNS data, not a net PRODUCER
>> because the " abr <= 0 ". The corollary holds true, the local DNS service is a net PRODUCER of
>> data, and not a net CONSUMER of data, from the prospective of this particular end system.
>> So testing filters like this:
>> ra -r daily.file - abr gt 0 and port domain and src pkts 1 and dst pkts 1
>>
>> Should reveal flows that deserve a closer look.
>>
>> OK, there were a lot of flows where the ( abr == 0 ), which was surprising.
>> When DNS experiences a ServFail, the response is the same as the request, just with an error bit
>> set in the DNS header. QoSient had a big issue in Jan, 2013, when 17923 DNS ServFail failures
>> occurred, so that is where the ( abr == 0 ) flows occured. Important to know this when evaluating
>> DNS as a channel for CONSUMER to PRODUCER conversion.
>>
>> But for DNS health and operability, looking for flows where the ( sappbytes == dappbytes ) is
>> also a pretty interesting thing to look for.
>>
>> Hope this is helpful,
>>
>> Carter
>>
>> Carter Bullard
>> CEO/President
>> QoSient, LLC
>> 150 E. 57th Street Suite 12D
>> New York, New York 10022
>>
>> +1 212 588-9133 Phone
>> +1 212 588-9134 Fax
>>
>
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