/**************************************************************************** * * Copyright (c) 2019 Todd Stellanova. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * 1. Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * 2. Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in * the documentation and/or other materials provided with the * distribution. * 3. Neither the name of the copyright holder nor the names of its * contributors may be used to endorse or promote products derived * from this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS * "AS IS" AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT * LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS * FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE * COPYRIGHT OWNER OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, * INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, * BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS * OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED * AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT * LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN * ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE * POSSIBILITY OF SUCH DAMAGE. * ****************************************************************************/ /** * @file test_data_validator.cpp * Testing the DataValidator class * * @author Todd Stellanova */ #include #include #include #include #include #include #include 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 assert(nullptr == validator->sibling()); // initially we should have zero confidence assert(0.0f == validator->confidence(fake_timestamp)); // initially the error count should be zero assert(0 == validator->error_count()); // initially unused 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); assert(sibling_validator == validator->sibling()); //verify that with no data, confidence is zero and error mask is set assert(0.0f == validator->confidence(fake_timestamp + 1)); 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; const uint32_t timeout_usec = 2000;//derived from class-private value float val = 3.14159f; //derived from class-private value: this is min change needed to avoid stale detection const float sufficient_incr_value = (1.1f * 1E-6f); DataValidator *validator = new DataValidator; fill_validator_with_samples(validator, sufficient_incr_value, &val, ×tamp); 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); } 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); } assert(0.0f == conf); assert(DataValidator::ERROR_FLAG_TIMEOUT == (DataValidator::ERROR_FLAG_TIMEOUT & validator->state())); delete validator; //force delete } /** * Verify that the DataValidator detects sensor data that does not vary sufficiently */ void test_stale_detector() { printf("\n--- test_stale_detector ---\n"); uint64_t timestamp = 500; float val = 3.14159f; //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; fill_validator_with_samples(validator, insufficient_incr_value, &val, ×tamp); // 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); } assert(DataValidator::ERROR_FLAG_STALE_DATA == (DataValidator::ERROR_FLAG_STALE_DATA & state)); delete validator; //force delete } /** * Verify the RMS error calculated by the DataValidator for a series of samples */ 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, ×tamp); 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); 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[]) { (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 }