Add DataValidatorGroup tests, add more DataValidator tests (#592)

This commit is contained in:
Todd Stellanova
2019-03-14 21:09:47 -07:00
committed by Daniel Agar
parent a892ececf8
commit 6e77b197c7
5 changed files with 790 additions and 89 deletions
+168 -85
View File
@@ -39,57 +39,18 @@
#include <stdint.h>
#include <cassert>
//#include <stdio.h>
#include <stdio.h>
#include <math.h>
#include "../data_validator.h"
#include <validation/data_validator.h>
#include <validation/tests/tests_common.h>
//void dump_validator_state(DataValidator* validator)
//{
// uint32_t state = validator->state();
// printf("state: 0x%x no_data: %d stale: %d timeout:%d\n",
// validator->state(),
// DataValidator::ERROR_FLAG_NO_DATA & state,
// DataValidator::ERROR_FLAG_STALE_DATA & state,
// DataValidator::ERROR_FLAG_TIMEOUT & state
// );
// validator->print();
//}
/**
* Insert a series of samples around a mean value
* @param validator The validator under test
* @param mean The mean value
* @param count The number of samples to insert in the validator
* @param rms_err (out) calculated rms error of the inserted samples
*/
void insert_values_around_mean(DataValidator *validator, const float mean, uint32_t count, float *rms_err)
{
uint64_t timestamp = 500;
uint64_t timestamp_incr = 5;
const uint64_t error_count = 0;
const int priority = 50;
const float swing = 1E-2f;
double sum_dev_squares = 0.0f;
//insert a series of values that swing around the mean
for (uint32_t i = 0; i < count; i++) {
float iter_swing = (0 == (i % 2)) ? swing : -swing;
float iter_val = mean + iter_swing;
float iter_dev = iter_val - mean;
sum_dev_squares += (iter_dev * iter_dev);
timestamp += timestamp_incr;
validator->put(timestamp, iter_val, error_count, priority);
}
double rms = sqrt(sum_dev_squares / (double)count);
//note: this should be approximately equal to "swing"
*rms_err = (float)rms;
}
void test_init()
{
printf("\n--- test_init ---\n");
uint64_t fake_timestamp = 666;
const uint32_t timeout_usec = 2000;//from original private value
DataValidator *validator = new DataValidator;
// initially there should be no siblings
@@ -102,6 +63,9 @@ void test_init()
assert(!validator->used());
// initially no priority
assert(0 == validator->priority());
validator->set_timeout(timeout_usec);
assert(validator->get_timeout() == timeout_usec);
DataValidator *sibling_validator = new DataValidator;
validator->setSibling(sibling_validator);
@@ -112,51 +76,59 @@ void test_init()
uint32_t state = validator->state();
assert(DataValidator::ERROR_FLAG_NO_DATA == (DataValidator::ERROR_FLAG_NO_DATA & state));
//verify that calling print doesn't crash tests
validator->print();
float *vibe_offset = validator->vibration_offset();
assert(0.0f == vibe_offset[0]);
delete validator; //force delete
}
void test_put()
{
printf("\n--- test_put ---\n");
uint64_t timestamp = 500;
uint64_t timestamp_incr = 5;
const uint32_t timeout_usec = 2000;//from original private value
const uint32_t timeout_usec = 2000;//derived from class-private value
float val = 3.14159f;
uint64_t error_count = 0;
int priority = 50;
//from private value: this is min change needed to avoid stale detection
//derived from class-private value: this is min change needed to avoid stale detection
const float sufficient_incr_value = (1.1f * 1E-6f);
const int equal_value_count = 100; //default is private VALUE_EQUAL_COUNT_DEFAULT
DataValidator *validator = new DataValidator;
validator->set_timeout(timeout_usec);
validator->set_equal_value_threshold(equal_value_count);
//put a bunch of values that are all different
for (int i = 0; i < equal_value_count; i++, val += sufficient_incr_value) {
timestamp += timestamp_incr;
validator->put(timestamp, val, error_count, priority);
}
fill_validator_with_samples(validator, sufficient_incr_value, &val, &timestamp);
assert(validator->used());
//verify that the last value we inserted is the current validator value
float last_val = val - sufficient_incr_value;
assert(validator->value()[0] == last_val);
// we've just provided a bunch of valid data: should be fully confident
float conf = validator->confidence(timestamp);
// if (1.0f != conf) {
// printf("conf: %f\n",(double)conf);
// dump_validator_state(validator);
// }
if (1.0f != conf) {
printf("conf: %f\n", (double)conf);
dump_validator_state(validator);
}
assert(1.0f == conf);
// should be no errors
assert(0 == validator->state());
//now check confidence much beyond the timeout window-- should timeout
conf = validator->confidence(timestamp + (1.1 * timeout_usec));
// if (0.0f != conf) {
// printf("conf: %f\n",(double)conf);
// dump_validator_state(validator);
// }
if (0.0f != conf) {
printf("conf: %f\n", (double)conf);
dump_validator_state(validator);
}
assert(0.0f == conf);
assert(DataValidator::ERROR_FLAG_TIMEOUT == (DataValidator::ERROR_FLAG_TIMEOUT & validator->state()));
delete validator; //force delete
}
/**
@@ -164,33 +136,30 @@ void test_put()
*/
void test_stale_detector()
{
printf("\n--- test_stale_detector ---\n");
uint64_t timestamp = 500;
uint64_t timestamp_incr = 5;
float val = 3.14159f;
uint64_t error_count = 0;
int priority = 50;
const float insufficient_incr_value = (0.99 * 1E-6f);//insufficient to avoid stale detection
const int equal_value_count = 100; //default is private VALUE_EQUAL_COUNT_DEFAULT
//derived from class-private value, this is insufficient to avoid stale detection:
const float insufficient_incr_value = (0.99 * 1E-6f);
DataValidator *validator = new DataValidator;
validator->set_equal_value_threshold(equal_value_count);
//put a bunch of values that are all different
for (int i = 0; i < equal_value_count; i++, val += insufficient_incr_value) {
timestamp += timestamp_incr;
validator->put(timestamp, val, error_count, priority);
}
fill_validator_with_samples(validator, insufficient_incr_value, &val, &timestamp);
// data is stale: should have no confidence
assert(0.0f == validator->confidence(timestamp));
// should be a stale error
uint32_t state = validator->state();
// if (DataValidator::ERROR_FLAG_STALE_DATA != state) {
// dump_validator_state(validator);
// }
if (DataValidator::ERROR_FLAG_STALE_DATA != state) {
dump_validator_state(validator);
}
assert(DataValidator::ERROR_FLAG_STALE_DATA == (DataValidator::ERROR_FLAG_STALE_DATA & state));
delete validator; //force delete
}
/**
@@ -198,23 +167,134 @@ void test_stale_detector()
*/
void test_rms_calculation()
{
printf("\n--- test_rms_calculation ---\n");
const int equal_value_count = 100; //default is private VALUE_EQUAL_COUNT_DEFAULT
const float mean_value = 3.14159f;
const uint32_t sample_count = 1000;
float expected_rms_err = 0.0f;
uint64_t timestamp = 500;
DataValidator *validator = new DataValidator;
validator->set_equal_value_threshold(equal_value_count);
insert_values_around_mean(validator, mean_value, sample_count, &expected_rms_err);
insert_values_around_mean(validator, mean_value, sample_count, &expected_rms_err, &timestamp);
float *rms = validator->rms();
assert(nullptr != rms);
float calc_rms_err = rms[0];
float diff = fabsf(calc_rms_err - expected_rms_err);
float diff_frac = (diff / expected_rms_err);
// printf("rms: %f expect: %f diff: %f frac: %f\n", (double)calc_rms_err, (double)expected_rms_err,
// (double)diff, (double)diff_frac);
printf("rms: %f expect: %f diff: %f frac: %f\n", (double)calc_rms_err, (double)expected_rms_err,
(double)diff, (double)diff_frac);
assert(diff_frac < 0.03f);
float *vibe_offset = validator->vibration_offset();
float vibe_diff = fabsf(0.01005f - vibe_offset[0]); //TODO calculate this vibration value
printf("vibe: %f", (double)vibe_offset[0]);
assert(vibe_diff < 1E-3f);
delete validator; //force delete
}
/**
* Verify error tracking performed by DataValidator::put
*/
void test_error_tracking()
{
printf("\n--- test_error_tracking ---\n");
uint64_t timestamp = 500;
uint64_t timestamp_incr = 5;
const uint32_t timeout_usec = 2000;//from original private value
float val = 3.14159f;
uint64_t error_count = 0;
int expected_error_density = 0;
int priority = 50;
//from private value: this is min change needed to avoid stale detection
const float sufficient_incr_value = (1.1f * 1E-6f);
//default is private VALUE_EQUAL_COUNT_DEFAULT
const int equal_value_count = 50000;
//should be less than equal_value_count: ensure this is less than NORETURN_ERRCOUNT
const int total_iterations = 1000;
DataValidator *validator = new DataValidator;
validator->set_timeout(timeout_usec);
validator->set_equal_value_threshold(equal_value_count);
//put a bunch of values that are all different
for (int i = 0; i < total_iterations; i++, val += sufficient_incr_value) {
timestamp += timestamp_incr;
//up to a 50% random error rate appears to pass the error density filter
if ((((float)rand() / (float)RAND_MAX)) < 0.500f) {
error_count += 1;
expected_error_density += 1;
} else if (expected_error_density > 0) {
expected_error_density -= 1;
}
validator->put(timestamp, val, error_count, priority);
}
assert(validator->used());
//at this point, error_count should be less than NORETURN_ERRCOUNT
assert(validator->error_count() == error_count);
// we've just provided a bunch of valid data with some errors:
// confidence should be reduced by the number of errors
float conf = validator->confidence(timestamp);
printf("error_count: %u validator confidence: %f\n", (uint32_t)error_count, (double)conf);
assert(1.0f != conf); //we should not be fully confident
assert(0.0f != conf); //neither should we be completely unconfident
// should be no errors, even if confidence is reduced, since we didn't exceed NORETURN_ERRCOUNT
assert(0 == validator->state());
// the error density will reduce the confidence by 1 - (error_density / ERROR_DENSITY_WINDOW)
// ERROR_DENSITY_WINDOW is currently private, but == 100.0f
float reduced_conf = 1.0f - ((float)expected_error_density / 100.0f);
double diff = fabs(reduced_conf - conf);
if (reduced_conf != conf) {
printf("conf: %f reduced_conf: %f diff: %f\n",
(double)conf, (double)reduced_conf, diff);
dump_validator_state(validator);
}
assert(diff < 1E-6f);
//Now, insert a series of errors and ensure we trip the error detector
for (int i = 0; i < 250; i++, val += sufficient_incr_value) {
timestamp += timestamp_incr;
//100% error rate
error_count += 1;
expected_error_density += 1;
validator->put(timestamp, val, error_count, priority);
}
conf = validator->confidence(timestamp);
assert(0.0f == conf); // should we be completely unconfident
// we should have triggered the high error density detector
assert(DataValidator::ERROR_FLAG_HIGH_ERRDENSITY == (DataValidator::ERROR_FLAG_HIGH_ERRDENSITY & validator->state()));
validator->reset_state();
//Now insert so many errors that we exceed private NORETURN_ERRCOUNT
for (int i = 0; i < 10000; i++, val += sufficient_incr_value) {
timestamp += timestamp_incr;
//100% error rate
error_count += 1;
expected_error_density += 1;
validator->put(timestamp, val, error_count, priority);
}
conf = validator->confidence(timestamp);
assert(0.0f == conf); // should we be completely unconfident
// we should have triggered the high error count detector
assert(DataValidator::ERROR_FLAG_HIGH_ERRCOUNT == (DataValidator::ERROR_FLAG_HIGH_ERRCOUNT & validator->state()));
delete validator; //force delete
}
int main(int argc, char *argv[])
@@ -222,10 +302,13 @@ int main(int argc, char *argv[])
(void)argc; // unused
(void)argv; // unused
srand(666);
test_init();
test_put();
test_stale_detector();
test_rms_calculation();
test_error_tracking();
//TODO verify vibration calculation
return 0; //passed
}