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Merge remote branch 'origin/topic/robin/entropy'
* origin/topic/robin/entropy: A few smaller tweaks. Applying Seth's patch from #265 adding entropy BiFs.
This commit is contained in:
commit
fa7654ec75
9 changed files with 306 additions and 8 deletions
37
CHANGES
37
CHANGES
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@ -1,3 +1,40 @@
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1.6-dev.21 Wed Jan 19 17:36:02 PST 2011
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* Added 4 new BiFs and a new record type for testing the entropy
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of strings. (Seth Hall)
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find_entropy(data: string): entropy_test_result
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This is a one shot function that accepts a string
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and returns the result of the entropy calculations.
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entropy_test_init(index: any): bool
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This and the next two functions are for calculating
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entropy piece-wise. It only needs an index which can
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be any type of variable. It needs to be something
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that uniquely identifies the data stream that is
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currently having it's entropy calculated.
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entropy_test_add(index: any, data: string): bool
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This function is used to add data into the entropy
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calculation. It takes the index used in the function
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above and the data that you are adding and returns
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true if everything seemed to work, false otherwise.
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entropy_test_finish(index: any): entropy_test_result
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Calling this function indicates that all of the
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desired data has been inserted into the
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entropy_test_add function and the entropy should be
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calculated. This function *must* be called in order
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to clean up an internal state tracking variable. If
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this is never called on an index, it will result in
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a memory leak.
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The entropy_test_result values have several measures of the
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entropy, but a good one to work with is the "entropy" attribute.
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It's a double and as the value approaches 8.0 it can be
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considered more and more random. For example, a value of 7.832
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would be quite random but a value of 4.671 is not very random.
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1.6-dev.20 Wed Jan 19 17:30:11 PST 2011
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* BRO_DNS_FAKE is now listed in the --help output. (Seth Hall)
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2
VERSION
2
VERSION
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@ -1 +1 @@
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1.6-dev.20
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1.6-dev.21
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@ -264,6 +264,14 @@ type geo_location: record {
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longitude: double;
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};
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type entropy_test_result: record {
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entropy: double;
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chi_square: double;
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mean: double;
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monte_carlo_pi: double;
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serial_correlation: double;
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};
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# Prototypes of Bro built-in functions.
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@load strings.bif.bro
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@load bro.bif.bro
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@ -320,6 +320,7 @@ set(bro_SRCS
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PrefixTable.cc
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PriorityQueue.cc
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Queue.cc
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RandTest.cc
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RE.cc
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RPC.cc
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Reassem.cc
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@ -126,6 +126,8 @@ TableType* smb_negotiate;
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RecordType* geo_location;
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RecordType* entropy_test_result;
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TableType* dhcp_router_list;
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RecordType* dhcp_msg;
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@ -460,6 +462,8 @@ void init_net_var()
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geo_location = internal_type("geo_location")->AsRecordType();
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entropy_test_result = internal_type("entropy_test_result")->AsRecordType();
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dhcp_router_list = internal_type("dhcp_router_list")->AsTableType();
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dhcp_msg = internal_type("dhcp_msg")->AsRecordType();
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@ -133,6 +133,8 @@ extern TableType* smb_negotiate;
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extern RecordType* geo_location;
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extern RecordType* entropy_test_result;
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extern TableType* dhcp_router_list;
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extern RecordType* dhcp_msg;
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132
src/RandTest.cc
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132
src/RandTest.cc
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@ -0,0 +1,132 @@
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/*
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Apply various randomness tests to a stream of bytes
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by John Walker -- September 1996
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http://www.fourmilab.ch/random
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This software is in the public domain. Permission to use, copy, modify,
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and distribute this software and its documentation for any purpose and
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without fee is hereby granted, without any conditions or restrictions.
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This software is provided “as is” without express or implied warranty.
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Modified for Bro by Seth Hall - July 2010
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*/
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#include <RandTest.h>
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RandTest::RandTest()
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{
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totalc = 0;
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mp = 0;
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sccfirst = 1;
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inmont = mcount = 0;
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cexp = montex = montey = montepi = sccu0 = scclast = scct1 = scct2 = scct3 = 0.0;
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for (int i = 0; i < 256; i++)
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{
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ccount[i] = 0;
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}
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}
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void RandTest::add(void *buf, int bufl)
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{
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unsigned char *bp = (unsigned char*)buf;
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int oc;
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while (bufl-- > 0)
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{
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oc = *bp++;
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ccount[oc]++; /* Update counter for this bin */
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totalc++;
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/* Update inside / outside circle counts for Monte Carlo
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computation of PI */
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monte[mp++] = oc; /* Save character for Monte Carlo */
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if (mp >= RT_MONTEN) /* Calculate every RT_MONTEN character */
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{
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mp = 0;
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mcount++;
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montex = 0;
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montey = 0;
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for (int mj=0; mj < RT_MONTEN/2; mj++)
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{
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montex = (montex * 256.0) + monte[mj];
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montey = (montey * 256.0) + monte[(RT_MONTEN / 2) + mj];
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}
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if (montex*montex + montey*montey <= RT_INCIRC)
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{
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inmont++;
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}
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}
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/* Update calculation of serial correlation coefficient */
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if (sccfirst)
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{
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sccfirst = 0;
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scclast = 0;
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sccu0 = oc;
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}
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else
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{
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scct1 = scct1 + scclast * oc;
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}
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scct2 = scct2 + oc;
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scct3 = scct3 + (oc * oc);
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scclast = oc;
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oc <<= 1;
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}
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}
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void RandTest::end(double *r_ent, double *r_chisq,
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double *r_mean, double *r_montepicalc, double *r_scc)
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{
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int i;
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double ent, chisq, scc, datasum;
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ent = 0.0; chisq = 0.0; scc = 0.0; datasum = 0.0;
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double prob[256]; /* Probabilities per bin for entropy */
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/* Complete calculation of serial correlation coefficient */
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scct1 = scct1 + scclast * sccu0;
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scct2 = scct2 * scct2;
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scc = totalc * scct3 - scct2;
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if (scc == 0.0)
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scc = -100000;
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else
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scc = (totalc * scct1 - scct2) / scc;
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/* Scan bins and calculate probability for each bin and
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Chi-Square distribution. The probability will be reused
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in the entropy calculation below. While we're at it,
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we sum of all the data which will be used to compute the
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mean. */
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cexp = totalc / 256.0; /* Expected count per bin */
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for (i = 0; i < 256; i++)
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{
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double a = ccount[i] - cexp;
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prob[i] = ((double) ccount[i]) / totalc;
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chisq += (a * a) / cexp;
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datasum += ((double) i) * ccount[i];
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}
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/* Calculate entropy */
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for (i = 0; i < 256; i++)
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{
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if (prob[i] > 0.0)
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{
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ent += prob[i] * rt_log2(1 / prob[i]);
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}
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}
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/* Calculate Monte Carlo value for PI from percentage of hits
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within the circle */
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montepi = 4.0 * (((double) inmont) / mcount);
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/* Return results through arguments */
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*r_ent = ent;
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*r_chisq = chisq;
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*r_mean = datasum / totalc;
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*r_montepicalc = montepi;
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*r_scc = scc;
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}
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34
src/RandTest.h
Normal file
34
src/RandTest.h
Normal file
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#include <math.h>
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#define log2of10 3.32192809488736234787
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/* RT_LOG2 -- Calculate log to the base 2 */
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static double rt_log2(double x)
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{
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return log2of10 * log10(x);
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}
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#define RT_MONTEN 6 /* Bytes used as Monte Carlo
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co-ordinates. This should be no more
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bits than the mantissa of your "double"
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floating point type. */
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// RT_INCIRC = pow(pow(256.0, (double) (RT_MONTEN / 2)) - 1, 2.0);
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#define RT_INCIRC 281474943156225.0
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class RandTest {
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public:
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RandTest();
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void add(void *buf, int bufl);
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void end(double *r_ent, double *r_chisq, double *r_mean,
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double *r_montepicalc, double *r_scc);
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private:
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long ccount[256]; /* Bins to count occurrences of values */
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long totalc; /* Total bytes counted */
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int mp;
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int sccfirst;
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unsigned int monte[RT_MONTEN];
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long inmont, mcount;
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double cexp, montex, montey, montepi,
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sccu0, scclast, scct1, scct2, scct3;
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};
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88
src/bro.bif
88
src/bro.bif
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@ -1725,7 +1725,7 @@ function md5_hmac%(...%): string
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%%{
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static map<BroString, md5_state_s> md5_states;
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BroString* convert_md5_index_to_string(Val* index)
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BroString* convert_index_to_string(Val* index)
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{
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ODesc d;
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index->Describe(&d);
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function md5_hash_init%(index: any%): bool
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%{
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BroString* s = convert_md5_index_to_string(index);
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BroString* s = convert_index_to_string(index);
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int status = 0;
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if ( md5_states.count(*s) < 1 )
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@ -1752,7 +1752,7 @@ function md5_hash_init%(index: any%): bool
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function md5_hash_update%(index: any, data: string%): bool
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%{
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BroString* s = convert_md5_index_to_string(index);
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BroString* s = convert_index_to_string(index);
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int status = 0;
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if ( md5_states.count(*s) > 0 )
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@ -1767,7 +1767,7 @@ function md5_hash_update%(index: any, data: string%): bool
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function md5_hash_finish%(index: any%): string
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%{
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BroString* s = convert_md5_index_to_string(index);
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BroString* s = convert_index_to_string(index);
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StringVal* printable_digest;
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if ( md5_states.count(*s) > 0 )
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@ -3206,3 +3206,83 @@ function disable_event_group%(group: string%) : any
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event_registry->EnableGroup(group->CheckString(), false);
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return 0;
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%}
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%%{
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#include <RandTest.h>
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static map<BroString, RandTest*> entropy_states;
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%%}
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function find_entropy%(data: string%): entropy_test_result
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%{
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double montepi, scc, ent, mean, chisq;
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montepi = scc = ent = mean = chisq = 0.0;
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RecordVal* ent_result = new RecordVal(entropy_test_result);
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RandTest *rt = new RandTest();
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rt->add((char*) data->Bytes(), data->Len());
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rt->end(&ent, &chisq, &mean, &montepi, &scc);
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delete rt;
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ent_result->Assign(0, new Val(ent, TYPE_DOUBLE));
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ent_result->Assign(1, new Val(chisq, TYPE_DOUBLE));
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ent_result->Assign(2, new Val(mean, TYPE_DOUBLE));
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ent_result->Assign(3, new Val(montepi, TYPE_DOUBLE));
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ent_result->Assign(4, new Val(scc, TYPE_DOUBLE));
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return ent_result;
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%}
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function entropy_test_init%(index: any%): bool
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%{
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BroString* s = convert_index_to_string(index);
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int status = 0;
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if ( entropy_states.count(*s) < 1 )
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{
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entropy_states[*s] = new RandTest();
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status = 1;
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}
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delete s;
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return new Val(status, TYPE_BOOL);
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%}
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function entropy_test_add%(index: any, data: string%): bool
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%{
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BroString* s = convert_index_to_string(index);
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int status = 0;
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if ( entropy_states.count(*s) > 0 )
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{
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entropy_states[*s]->add((char*) data->Bytes(), data->Len());
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status = 1;
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}
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delete s;
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return new Val(status, TYPE_BOOL);
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%}
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function entropy_test_finish%(index: any%): entropy_test_result
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%{
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BroString* s = convert_index_to_string(index);
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double montepi, scc, ent, mean, chisq;
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montepi = scc = ent = mean = chisq = 0.0;
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RecordVal* ent_result = new RecordVal(entropy_test_result);
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if ( entropy_states.count(*s) > 0 )
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{
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RandTest *rt = entropy_states[*s];
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rt->end(&ent, &chisq, &mean, &montepi, &scc);
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entropy_states.erase(*s);
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delete rt;
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}
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ent_result->Assign(0, new Val(ent, TYPE_DOUBLE));
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ent_result->Assign(1, new Val(chisq, TYPE_DOUBLE));
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ent_result->Assign(2, new Val(mean, TYPE_DOUBLE));
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ent_result->Assign(3, new Val(montepi, TYPE_DOUBLE));
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ent_result->Assign(4, new Val(scc, TYPE_DOUBLE));
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delete s;
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return ent_result;
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%}
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