-
Notifications
You must be signed in to change notification settings - Fork 0
/
Copy pathdisorder.c
158 lines (141 loc) · 3.76 KB
/
disorder.c
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
/***************************************************************************
* libdisorder: A Library for Measuring Byte Stream Entropy
* Copyright (C) 2010 Michael E. Locasto
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation; either version 2 of the License, or
* (at your option) any later version.
*
* This program is distributed in the hope that it will be useful, but
* WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU
* General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with this program; if not, write to the:
* Free Software Foundation, Inc.
* 59 Temple Place, Suite 330
* Boston, MA 02111-1307 USA
*
* $Id$
**************************************************************************/
#include <math.h> //for log2()
#include <stdio.h> //for NULL
#include "disorder.h"
/** Frequecies for each byte */
static int m_token_freqs[LIBDO_MAX_BYTES]; //frequency of each token in sample
static int m_num_tokens = 0; //actual number of `seen' tokens, max 256
static double m_maxent = 0.0;
static double m_ratio = 0.0;
static int LIBDISORDER_INITIALIZED = 0;
static void
initialize_lib()
{
m_num_tokens = 0;
int i = 0;
for(i=0;i<LIBDO_MAX_BYTES;i++)
{
m_token_freqs[i]=0;
}
}
/**
* Set m_num_tokens by iterating over m_token_freq[] and maintaining
* a counter of each position that does not hold the value of zero.
*/
static void
count_num_tokens()
{
int i = 0;
int counter = 0;
for(i=0;i<LIBDO_MAX_BYTES;i++)
{
if(0!=m_token_freqs[i])
{
counter++;
}
}
m_num_tokens = counter;
}
/**
* Sum frequencies for each token (i.e., byte values 0 through 255)
* We assume the `length' parameter is correct.
*
* This function is available only to functions in this file.
*/
static void
get_token_frequencies(const char* buf,
unsigned long length)
{
unsigned long i=0;
for(i=0;i<length;i++)
{
unsigned char c = (unsigned char)*buf ++;
m_token_freqs[c]++;
}
}
/**
* Return entropy (in bits) of this buffer of bytes. We assume that the
* `length' parameter is correct. This implementation is a translation
* of the PHP code found here:
*
* http://onlamp.com/pub/a/php/2005/01/06/entropy.html
*
* with a helpful hint on the `foreach' statement from here:
*
* http://php.net/manual/en/control-structures.foreach.php
*/
double
shannon_H(const char* buf,
unsigned long length)
{
int i = 0;
double bits = 0.0;
unsigned long num_events = 0; //`length' parameter
double freq = 0.0; //loop variable for holding freq from m_token_freq[]
double entropy = 0.0; //running entropy sum
if(NULL==buf || 0==length)
return 0.0;
initialize_lib();
m_maxent = 0.0;
m_ratio = 0.0;
num_events = length;
get_token_frequencies(buf, num_events); //modifies m_token_freqs[]
//set m_num_tokens by counting unique m_token_freqs entries
count_num_tokens();
if(m_num_tokens>LIBDO_MAX_BYTES)
{
//report error somehow?
return 0.0;
}
//iterate through whole m_token_freq array, but only count
//spots that have a registered token (i.e., freq>0)
for(i=0;i<LIBDO_MAX_BYTES;i++)
{
if(0!=m_token_freqs[i])
{
freq = ((double)m_token_freqs[ i ]);
double prob = (freq / ((double)num_events));
entropy += prob * log2( prob );
}
}
bits = -1.0 * entropy;
m_maxent = log2(m_num_tokens);
m_ratio = bits / m_maxent;
return bits;
}
int
get_num_tokens()
{
return m_num_tokens;
}
double
get_max_entropy()
{
return m_maxent;
}
double
get_entropy_ratio()
{
return m_ratio;
}