crypto/math/stat.c

/*
 * stats.c
 *
 * statistical tests for randomness (FIPS 140-2, Section 4.9)
 * 
 * David A. McGrew
 * Cisco Systems, Inc.
 */

#ifdef HAVE_CONFIG_H
    #include <config.h>
#endif

#include "stat.h"

srtp_debug_module_t mod_stat = {
  0,                 /* debugging is off by default */
  (char *)"stat test"        /* printable module name       */
};

/*
 * each test assumes that 20,000 bits (2500 octets) of data is
 * provided as input
 */

#define STAT_TEST_DATA_LEN 2500

srtp_err_status_t
stat_test_monobit(uint8_t *data) {
  uint8_t *data_end = data + STAT_TEST_DATA_LEN;
  uint16_t ones_count;

  ones_count = 0;
  while (data < data_end) {
    ones_count += octet_get_weight(*data);
    data++;
  }

  debug_print(mod_stat, "bit count: %d", ones_count);
  
  if ((ones_count < 9725) || (ones_count > 10275))
    return srtp_err_status_algo_fail;

  return srtp_err_status_ok;
}

srtp_err_status_t
stat_test_poker(uint8_t *data) {
  int i;
  uint8_t *data_end = data + STAT_TEST_DATA_LEN;
  double poker;
  uint16_t f[16] = {
    0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0
  };
  
  while (data < data_end) {
    f[*data & 0x0f]++;    /* increment freq. count for low nibble  */
    f[(*data) >> 4]++;    /* increment freq. count for high nibble */
    data++;
  }

  poker = 0.0;
  for (i=0; i < 16; i++) 
    poker += (double) f[i] * f[i];

  poker *= (16.0 / 5000.0);
  poker -= 5000.0;

  debug_print(mod_stat, "poker test: %f\n", poker);
    
  if ((poker < 2.16) || (poker > 46.17))
    return srtp_err_status_algo_fail;
  
  return srtp_err_status_ok;
}


/*
 * runs[i] holds the number of runs of size (i-1)
 */

srtp_err_status_t
stat_test_runs(uint8_t *data) {
  uint8_t *data_end = data + STAT_TEST_DATA_LEN;
  uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; 
  uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 };
  uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 };
  uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 };
  int state = 0;
  uint16_t mask;
  int i;
  
  /*
   * the state variable holds the number of bits in the
   * current run (or gap, if negative)
   */
  
  while (data < data_end) {

    /* loop over the bits of this byte */
    for (mask = 1; mask < 256; mask <<= 1) {
      if (*data & mask) {

 	/* next bit is a one  */
	if (state > 0) {

	  /* prefix is a run, so increment the run-count  */
	  state++;                          

	  /* check for long runs */ 
	  if (state > 25) {
		debug_print(mod_stat, ">25 runs: %d", state);
		return srtp_err_status_algo_fail;
	  }

	} else if (state < 0) {

	  /* prefix is a gap  */
	  if (state < -25) {
		debug_print(mod_stat, ">25 gaps: %d", state);
	    return srtp_err_status_algo_fail;    /* long-runs test failed   */
	  }
	  if (state < -6) {
	    state = -6;                     /* group together gaps > 5 */
	  }
	  gaps[-1-state]++;                 /* increment gap count      */
          state = 1;                        /* set state at one set bit */
	} else {

	  /* state is zero; this happens only at initialization        */
	  state = 1;            
	}
      } else {

	/* next bit is a zero  */
	if (state > 0) {

	  /* prefix is a run */
	  if (state > 25) {
		debug_print(mod_stat, ">25 runs (2): %d", state);
	    return srtp_err_status_algo_fail;    /* long-runs test failed   */
	  }
	  if (state > 6) {
	    state = 6;                      /* group together runs > 5 */
	  }
	  runs[state-1]++;                  /* increment run count       */
          state = -1;                       /* set state at one zero bit */
	} else if (state < 0) {

	  /* prefix is a gap, so increment gap-count (decrement state) */
	  state--;

	  /* check for long gaps */ 
	  if (state < -25) {
		debug_print(mod_stat, ">25 gaps (2): %d", state);
	    return srtp_err_status_algo_fail;
	  }

	} else {

	  /* state is zero; this happens only at initialization        */
	  state = -1;
	}
      }
    }

    /* move along to next octet */
    data++;
  }

  if (mod_stat.on) {
    debug_print(mod_stat, "runs test", NULL);
    for (i=0; i < 6; i++)
      debug_print(mod_stat, "  runs[]: %d", runs[i]);
    for (i=0; i < 6; i++)
      debug_print(mod_stat, "  gaps[]: %d", gaps[i]);
  }

  /* check run and gap counts against the fixed limits */
  for (i=0; i < 6; i++) 
    if (   (runs[i] < lo_value[i] ) || (runs[i] > hi_value[i])
	|| (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i]))
      return srtp_err_status_algo_fail;

  
  return srtp_err_status_ok;
}


/*
 * the function stat_test_rand_source applys the FIPS-140-2 statistical
 * tests to the random source defined by rs
 *
 */

#define RAND_SRC_BUF_OCTETS 50 /* this value MUST divide 2500! */ 

srtp_err_status_t
stat_test_rand_source(rand_source_func_t get_rand_bytes) {
  int i;
  double poker;
  uint8_t *data, *data_end;
  uint16_t f[16] = {
    0, 0, 0, 0, 0, 0, 0, 0,
    0, 0, 0, 0, 0, 0, 0, 0
  };
  uint8_t buffer[RAND_SRC_BUF_OCTETS];
  srtp_err_status_t status;
  int ones_count = 0;
  uint16_t runs[6] = { 0, 0, 0, 0, 0, 0 }; 
  uint16_t gaps[6] = { 0, 0, 0, 0, 0, 0 };
  uint16_t lo_value[6] = { 2315, 1114, 527, 240, 103, 103 };
  uint16_t hi_value[6] = { 2685, 1386, 723, 384, 209, 209 };
  int state = 0;
  uint16_t mask;
  
  /* counters for monobit, poker, and runs tests are initialized above */

  /* main loop: fill buffer, update counters for stat tests */
  for (i=0; i < 2500; i+=RAND_SRC_BUF_OCTETS) {
    
    /* fill data buffer */
    status = get_rand_bytes(buffer, RAND_SRC_BUF_OCTETS);
    if (status) {
	  debug_print(mod_stat, "couldn't get rand bytes: %d",status);
      return status;
	}

#if 0
    debug_print(mod_stat, "%s", 
		octet_string_hex_string(buffer, RAND_SRC_BUF_OCTETS));
#endif
  
    data = buffer;
    data_end = data + RAND_SRC_BUF_OCTETS;
    while (data < data_end) {

      /* update monobit test counter */
      ones_count += octet_get_weight(*data);

      /* update poker test counters */
      f[*data & 0x0f]++;    /* increment freq. count for low nibble  */
      f[(*data) >> 4]++;    /* increment freq. count for high nibble */

      /* update runs test counters */
      /* loop over the bits of this byte */
      for (mask = 1; mask < 256; mask <<= 1) {
	if (*data & mask) {
	  
	  /* next bit is a one  */
	  if (state > 0) {
	    
	    /* prefix is a run, so increment the run-count  */
	    state++;                          
	    
	    /* check for long runs */ 
	    if (state > 25) {
		  debug_print(mod_stat, ">25 runs (3): %d", state);
	      return srtp_err_status_algo_fail;
		}
	    
	  } else if (state < 0) {
	    
	    /* prefix is a gap  */
	    if (state < -25) {
		  debug_print(mod_stat, ">25 gaps (3): %d", state);
	      return srtp_err_status_algo_fail;    /* long-runs test failed   */
	    }
	    if (state < -6) {
	      state = -6;                     /* group together gaps > 5 */
	    }
	    gaps[-1-state]++;                 /* increment gap count      */
	    state = 1;                        /* set state at one set bit */
	  } else {
	    
	    /* state is zero; this happens only at initialization        */
	    state = 1;            
	  }
	} else {
	  
	  /* next bit is a zero  */
	  if (state > 0) {
	    
	    /* prefix is a run */
	    if (state > 25) {
		  debug_print(mod_stat, ">25 runs (4): %d", state);
	      return srtp_err_status_algo_fail;    /* long-runs test failed   */
	    }
	    if (state > 6) {
	      state = 6;                      /* group together runs > 5 */
	    }
	    runs[state-1]++;                  /* increment run count       */
	    state = -1;                       /* set state at one zero bit */
	  } else if (state < 0) {
	    
	    /* prefix is a gap, so increment gap-count (decrement state) */
	    state--;
	    
	    /* check for long gaps */ 
	    if (state < -25) {
		  debug_print(mod_stat, ">25 gaps (4): %d", state);
	      return srtp_err_status_algo_fail;
		}
	    
	  } else {
	    
	    /* state is zero; this happens only at initialization        */
	    state = -1;
	  }
	}
      }
      
      /* advance data pointer */
      data++;
    }
  }

  /* check to see if test data is within bounds */

  /* check monobit test data */

  debug_print(mod_stat, "stat: bit count: %d", ones_count);
  
  if ((ones_count < 9725) || (ones_count > 10275)) {
    debug_print(mod_stat, "stat: failed monobit test %d", ones_count);
    return srtp_err_status_algo_fail;
  }
  
  /* check poker test data */
  poker = 0.0;
  for (i=0; i < 16; i++) 
    poker += (double) f[i] * f[i];

  poker *= (16.0 / 5000.0);
  poker -= 5000.0;

  debug_print(mod_stat, "stat: poker test: %f", poker);
    
  if ((poker < 2.16) || (poker > 46.17)) {
    debug_print(mod_stat, "stat: failed poker test", NULL);
    return srtp_err_status_algo_fail;
  }

  /* check run and gap counts against the fixed limits */
  for (i=0; i < 6; i++) 
    if ((runs[i] < lo_value[i] ) || (runs[i] > hi_value[i])
	 || (gaps[i] < lo_value[i] ) || (gaps[i] > hi_value[i])) {
      debug_print(mod_stat, "stat: failed run/gap test", NULL);
      return srtp_err_status_algo_fail; 
    }

  debug_print(mod_stat, "passed random stat test", NULL);
  return srtp_err_status_ok;
}

srtp_err_status_t
stat_test_rand_source_with_repetition(rand_source_func_t source, unsigned num_trials) {
  unsigned int i;
  srtp_err_status_t err = srtp_err_status_algo_fail;

  for (i=0; i < num_trials; i++) {
    err = stat_test_rand_source(source);
    if (err == srtp_err_status_ok) {
      return srtp_err_status_ok;  
    }
    debug_print(mod_stat, "failed stat test (try number %d)\n", i);
  }
  
  return err;
}