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1 /* |
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2 * stats.c |
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3 * |
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4 * statistical tests for randomness (FIPS 140-2, Section 4.9) |
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5 * |
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6 * David A. McGrew |
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7 * Cisco Systems, Inc. |
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8 */ |
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9 /* |
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10 * |
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11 * Copyright (c) 2001-2006, Cisco Systems, Inc. |
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12 * All rights reserved. |
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13 * |
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14 * Redistribution and use in source and binary forms, with or without |
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15 * modification, are permitted provided that the following conditions |
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16 * are met: |
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17 * |
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18 * Redistributions of source code must retain the above copyright |
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19 * notice, this list of conditions and the following disclaimer. |
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20 * |
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21 * Redistributions in binary form must reproduce the above |
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22 * copyright notice, this list of conditions and the following |
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23 * disclaimer in the documentation and/or other materials provided |
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24 * with the distribution. |
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25 * |
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26 * Neither the name of the Cisco Systems, Inc. nor the names of its |
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27 * contributors may be used to endorse or promote products derived |
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28 * from this software without specific prior written permission. |
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29 * |
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30 * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS |
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31 * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT |
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32 * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS |
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33 * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE |
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34 * COPYRIGHT HOLDERS OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, |
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35 * INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES |
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36 * (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR |
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37 * SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) |
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38 * HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, |
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39 * STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) |
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40 * ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED |
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41 * OF THE POSSIBILITY OF SUCH DAMAGE. |
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42 * |
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43 */ |
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44 |
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45 #include "stat.h" |
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46 |
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47 debug_module_t mod_stat = { |
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48 0, /* debugging is off by default */ |
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49 (char *)"stat test" /* printable module name */ |
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50 }; |
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51 |
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52 /* |
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53 * each test assumes that 20,000 bits (2500 octets) of data is |
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54 * provided as input |
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55 */ |
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56 |
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57 #define STAT_TEST_DATA_LEN 2500 |
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58 |
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59 err_status_t |
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60 stat_test_monobit(uint8_t *data) { |
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61 uint8_t *data_end = data + STAT_TEST_DATA_LEN; |
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62 uint16_t ones_count; |
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63 |
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64 ones_count = 0; |
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65 while (data < data_end) { |
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66 ones_count += octet_get_weight(*data); |
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67 data++; |
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68 } |
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69 |
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70 debug_print(mod_stat, "bit count: %d", ones_count); |
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71 |
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72 if ((ones_count < 9725) || (ones_count > 10275)) |
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73 return err_status_algo_fail; |
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74 |
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75 return err_status_ok; |
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76 } |
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77 |
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78 err_status_t |
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79 stat_test_poker(uint8_t *data) { |
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80 int i; |
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81 uint8_t *data_end = data + STAT_TEST_DATA_LEN; |
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82 double poker; |
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83 uint16_t f[16] = { |
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84 0, 0, 0, 0, 0, 0, 0, 0, |
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85 0, 0, 0, 0, 0, 0, 0, 0 |
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86 }; |
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87 |
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88 while (data < data_end) { |
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89 f[*data & 0x0f]++; /* increment freq. count for low nibble */ |
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90 f[(*data) >> 4]++; /* increment freq. count for high nibble */ |
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91 data++; |
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92 } |
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93 |
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94 poker = 0.0; |
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95 for (i=0; i < 16; i++) |
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96 poker += (double) f[i] * f[i]; |
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97 |
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98 poker *= (16.0 / 5000.0); |
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99 poker -= 5000.0; |
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100 |
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101 debug_print(mod_stat, "poker test: %f\n", poker); |
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102 |
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103 if ((poker < 2.16) || (poker > 46.17)) |
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104 return err_status_algo_fail; |
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105 |
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106 return err_status_ok; |
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107 } |
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108 |
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109 |
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110 /* |
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111 * runs[i] holds the number of runs of size (i-1) |
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112 */ |
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113 |
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114 err_status_t |
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115 stat_test_runs(uint8_t *data) { |
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116 uint8_t *data_end = data + STAT_TEST_DATA_LEN; |
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117 uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; |
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118 uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 }; |
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119 uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 }; |
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120 uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 }; |
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121 int state = 0; |
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122 uint16_t mask; |
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123 int i; |
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124 |
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125 /* |
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126 * the state variable holds the number of bits in the |
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127 * current run (or gap, if negative) |
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128 */ |
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129 |
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130 while (data < data_end) { |
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131 |
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132 /* loop over the bits of this byte */ |
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133 for (mask = 1; mask < 256; mask <<= 1) { |
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134 if (*data & mask) { |
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135 |
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136 /* next bit is a one */ |
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137 if (state > 0) { |
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138 |
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139 /* prefix is a run, so increment the run-count */ |
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140 state++; |
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141 |
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142 /* check for long runs */ |
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143 if (state > 25) { |
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144 debug_print(mod_stat, ">25 runs: %d", state); |
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145 return err_status_algo_fail; |
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146 } |
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147 |
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148 } else if (state < 0) { |
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149 |
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150 /* prefix is a gap */ |
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151 if (state < -25) { |
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152 debug_print(mod_stat, ">25 gaps: %d", state); |
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153 return err_status_algo_fail; /* long-runs test failed */ |
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154 } |
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155 if (state < -6) { |
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156 state = -6; /* group together gaps > 5 */ |
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157 } |
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158 gaps[-1-state]++; /* increment gap count */ |
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159 state = 1; /* set state at one set bit */ |
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160 } else { |
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161 |
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162 /* state is zero; this happens only at initialization */ |
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163 state = 1; |
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164 } |
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165 } else { |
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166 |
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167 /* next bit is a zero */ |
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168 if (state > 0) { |
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169 |
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170 /* prefix is a run */ |
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171 if (state > 25) { |
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172 debug_print(mod_stat, ">25 runs (2): %d", state); |
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173 return err_status_algo_fail; /* long-runs test failed */ |
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174 } |
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175 if (state > 6) { |
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176 state = 6; /* group together runs > 5 */ |
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177 } |
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178 runs[state-1]++; /* increment run count */ |
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179 state = -1; /* set state at one zero bit */ |
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180 } else if (state < 0) { |
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181 |
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182 /* prefix is a gap, so increment gap-count (decrement state) */ |
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183 state--; |
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184 |
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185 /* check for long gaps */ |
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186 if (state < -25) { |
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187 debug_print(mod_stat, ">25 gaps (2): %d", state); |
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188 return err_status_algo_fail; |
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189 } |
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190 |
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191 } else { |
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192 |
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193 /* state is zero; this happens only at initialization */ |
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194 state = -1; |
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195 } |
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196 } |
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197 } |
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198 |
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199 /* move along to next octet */ |
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200 data++; |
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201 } |
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202 |
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203 if (mod_stat.on) { |
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204 debug_print(mod_stat, "runs test", NULL); |
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205 for (i=0; i < 6; i++) |
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206 debug_print(mod_stat, " runs[]: %d", runs[i]); |
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207 for (i=0; i < 6; i++) |
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208 debug_print(mod_stat, " gaps[]: %d", gaps[i]); |
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209 } |
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210 |
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211 /* check run and gap counts against the fixed limits */ |
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212 for (i=0; i < 6; i++) |
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213 if ( (runs[i] < lo_value[i] ) || (runs[i] > hi_value[i]) |
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214 || (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i])) |
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215 return err_status_algo_fail; |
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216 |
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217 |
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218 return err_status_ok; |
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219 } |
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220 |
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221 |
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222 /* |
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223 * the function stat_test_rand_source applys the FIPS-140-2 statistical |
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224 * tests to the random source defined by rs |
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225 * |
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226 */ |
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227 |
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228 #define RAND_SRC_BUF_OCTETS 50 /* this value MUST divide 2500! */ |
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229 |
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230 err_status_t |
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231 stat_test_rand_source(rand_source_func_t get_rand_bytes) { |
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232 int i; |
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233 double poker; |
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234 uint8_t *data, *data_end; |
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235 uint16_t f[16] = { |
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236 0, 0, 0, 0, 0, 0, 0, 0, |
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237 0, 0, 0, 0, 0, 0, 0, 0 |
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238 }; |
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239 uint8_t buffer[RAND_SRC_BUF_OCTETS]; |
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240 err_status_t status; |
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241 int ones_count = 0; |
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242 uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; |
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243 uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 }; |
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244 uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 }; |
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245 uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 }; |
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246 int state = 0; |
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247 uint16_t mask; |
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248 |
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249 /* counters for monobit, poker, and runs tests are initialized above */ |
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250 |
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251 /* main loop: fill buffer, update counters for stat tests */ |
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252 for (i=0; i < 2500; i+=RAND_SRC_BUF_OCTETS) { |
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253 |
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254 /* fill data buffer */ |
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255 status = get_rand_bytes(buffer, RAND_SRC_BUF_OCTETS); |
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256 if (status) { |
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257 debug_print(mod_stat, "couldn't get rand bytes: %d",status); |
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258 return status; |
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259 } |
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260 |
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261 #if 0 |
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262 debug_print(mod_stat, "%s", |
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263 octet_string_hex_string(buffer, RAND_SRC_BUF_OCTETS)); |
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264 #endif |
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265 |
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266 data = buffer; |
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267 data_end = data + RAND_SRC_BUF_OCTETS; |
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268 while (data < data_end) { |
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269 |
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270 /* update monobit test counter */ |
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271 ones_count += octet_get_weight(*data); |
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272 |
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273 /* update poker test counters */ |
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274 f[*data & 0x0f]++; /* increment freq. count for low nibble */ |
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275 f[(*data) >> 4]++; /* increment freq. count for high nibble */ |
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276 |
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277 /* update runs test counters */ |
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278 /* loop over the bits of this byte */ |
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279 for (mask = 1; mask < 256; mask <<= 1) { |
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280 if (*data & mask) { |
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281 |
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282 /* next bit is a one */ |
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283 if (state > 0) { |
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284 |
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285 /* prefix is a run, so increment the run-count */ |
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286 state++; |
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287 |
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288 /* check for long runs */ |
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289 if (state > 25) { |
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290 debug_print(mod_stat, ">25 runs (3): %d", state); |
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291 return err_status_algo_fail; |
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292 } |
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293 |
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294 } else if (state < 0) { |
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295 |
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296 /* prefix is a gap */ |
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297 if (state < -25) { |
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298 debug_print(mod_stat, ">25 gaps (3): %d", state); |
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299 return err_status_algo_fail; /* long-runs test failed */ |
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300 } |
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301 if (state < -6) { |
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302 state = -6; /* group together gaps > 5 */ |
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303 } |
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304 gaps[-1-state]++; /* increment gap count */ |
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305 state = 1; /* set state at one set bit */ |
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306 } else { |
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307 |
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308 /* state is zero; this happens only at initialization */ |
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309 state = 1; |
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310 } |
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311 } else { |
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312 |
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313 /* next bit is a zero */ |
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314 if (state > 0) { |
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315 |
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316 /* prefix is a run */ |
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317 if (state > 25) { |
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318 debug_print(mod_stat, ">25 runs (4): %d", state); |
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319 return err_status_algo_fail; /* long-runs test failed */ |
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320 } |
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321 if (state > 6) { |
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322 state = 6; /* group together runs > 5 */ |
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323 } |
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324 runs[state-1]++; /* increment run count */ |
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325 state = -1; /* set state at one zero bit */ |
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326 } else if (state < 0) { |
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327 |
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328 /* prefix is a gap, so increment gap-count (decrement state) */ |
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329 state--; |
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330 |
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331 /* check for long gaps */ |
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332 if (state < -25) { |
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333 debug_print(mod_stat, ">25 gaps (4): %d", state); |
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334 return err_status_algo_fail; |
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335 } |
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336 |
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337 } else { |
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338 |
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339 /* state is zero; this happens only at initialization */ |
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340 state = -1; |
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341 } |
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342 } |
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343 } |
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344 |
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345 /* advance data pointer */ |
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346 data++; |
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347 } |
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348 } |
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349 |
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350 /* check to see if test data is within bounds */ |
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351 |
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352 /* check monobit test data */ |
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353 |
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354 debug_print(mod_stat, "stat: bit count: %d", ones_count); |
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355 |
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356 if ((ones_count < 9725) || (ones_count > 10275)) { |
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357 debug_print(mod_stat, "stat: failed monobit test %d", ones_count); |
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358 return err_status_algo_fail; |
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359 } |
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360 |
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361 /* check poker test data */ |
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362 poker = 0.0; |
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363 for (i=0; i < 16; i++) |
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364 poker += (double) f[i] * f[i]; |
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365 |
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366 poker *= (16.0 / 5000.0); |
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367 poker -= 5000.0; |
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368 |
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369 debug_print(mod_stat, "stat: poker test: %f", poker); |
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370 |
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371 if ((poker < 2.16) || (poker > 46.17)) { |
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372 debug_print(mod_stat, "stat: failed poker test", NULL); |
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373 return err_status_algo_fail; |
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374 } |
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375 |
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376 /* check run and gap counts against the fixed limits */ |
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377 for (i=0; i < 6; i++) |
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378 if ((runs[i] < lo_value[i] ) || (runs[i] > hi_value[i]) |
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379 || (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i])) { |
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380 debug_print(mod_stat, "stat: failed run/gap test", NULL); |
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381 return err_status_algo_fail; |
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382 } |
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383 |
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384 debug_print(mod_stat, "passed random stat test", NULL); |
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385 return err_status_ok; |
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386 } |
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387 |
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388 err_status_t |
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389 stat_test_rand_source_with_repetition(rand_source_func_t source, unsigned num_trials) { |
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390 unsigned int i; |
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391 err_status_t err = err_status_algo_fail; |
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392 |
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393 for (i=0; i < num_trials; i++) { |
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394 err = stat_test_rand_source(source); |
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395 if (err == err_status_ok) { |
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396 return err_status_ok; |
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397 } |
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398 debug_print(mod_stat, "failed stat test (try number %d)\n", i); |
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399 } |
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400 |
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401 return err; |
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402 } |