diff options
Diffstat (limited to 'bin')
| -rwxr-xr-x | bin/analyze-archive.py | 59 | ||||
| -rwxr-xr-x | bin/test.py | 34 |
2 files changed, 69 insertions, 24 deletions
diff --git a/bin/analyze-archive.py b/bin/analyze-archive.py index e5f3783..81d6f54 100755 --- a/bin/analyze-archive.py +++ b/bin/analyze-archive.py @@ -10,31 +10,42 @@ if __name__ == '__main__': preprocessed_data = raw_data.get_preprocessed_data() model = EnergyModel(preprocessed_data) - print('--- simple static model ---') - static_model = model.get_static() + #print('--- simple static model ---') + #static_model = model.get_static() + #for state in model.states(): + # print('{:10s}: {:.0f} µW ({:.2f})'.format( + # state, + # static_model(state, 'power'), + # model.generic_param_dependence_ratio(state, 'power'))) + # for param in model.parameters(): + # print('{:10s} dependence on {:15s}: {:.2f}'.format( + # '', + # param, + # model.param_dependence_ratio(state, 'power', param))) + #for trans in model.transitions(): + # print('{:10s}: {:.0f} / {:.0f} / {:.0f} pJ ({:.2f} / {:.2f} / {:.2f})'.format( + # trans, static_model(trans, 'energy'), + # static_model(trans, 'rel_energy_prev'), + # static_model(trans, 'rel_energy_next'), + # model.generic_param_dependence_ratio(trans, 'energy'), + # model.generic_param_dependence_ratio(trans, 'rel_energy_prev'), + # model.generic_param_dependence_ratio(trans, 'rel_energy_next'))) + # print('{:10s}: {:.0f} µs'.format(trans, static_model(trans, 'duration'))) + #model.assess(static_model) + + #print('--- LUT ---') + #lut_model = model.get_param_lut() + #model.assess(lut_model) + + print('--- param model ---') + param_model, param_info = model.get_fitted() for state in model.states(): - print('{:10s}: {:.0f} µW ({:.2f})'.format( - state, - static_model(state, 'power'), - model.generic_param_dependence_ratio(state, 'power'))) - for param in model.parameters(): - print('{:10s} dependence on {:15s}: {:.2f}'.format( - '', - param, - model.param_dependence_ratio(state, 'power', param))) + for attribute in ['power']: + if param_info(state, attribute): + print('{:10s}: {}'.format(state, param_info(state, attribute)['function']._model_str)) for trans in model.transitions(): - print('{:10s}: {:.0f} / {:.0f} / {:.0f} pJ ({:.2f} / {:.2f} / {:.2f})'.format( - trans, static_model(trans, 'energy'), - static_model(trans, 'rel_energy_prev'), - static_model(trans, 'rel_energy_next'), - model.generic_param_dependence_ratio(trans, 'energy'), - model.generic_param_dependence_ratio(trans, 'rel_energy_prev'), - model.generic_param_dependence_ratio(trans, 'rel_energy_next'))) - print('{:10s}: {:.0f} µs'.format(trans, static_model(trans, 'duration'))) - model.assess(static_model) - - print('--- LUT ---') - lut_model = model.get_param_lut() - model.assess(lut_model) + for attribute in ['energy', 'rel_energy_prev', 'rel_energy_next', 'duration', 'timeout']: + if param_info(trans, attribute): + print('{:10s}: {:10s}: {}'.format(trans, attribute, param_info(trans, attribute)['function']._model_str)) sys.exit(0) diff --git a/bin/test.py b/bin/test.py index 71c02bd..7a45ca9 100755 --- a/bin/test.py +++ b/bin/test.py @@ -43,6 +43,31 @@ class TestStaticModel(unittest.TestCase): self.assertAlmostEqual(static_model('stopListening', 'duration'), 260, places=0) self.assertAlmostEqual(static_model('write_nb', 'duration'), 510, places=0) + self.assertAlmostEqual(model.param_dependence_ratio('POWERDOWN', 'power', 'datarate'), 0, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('POWERDOWN', 'power', 'txbytes'), 0, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('POWERDOWN', 'power', 'txpower'), 0, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('RX', 'power', 'datarate'), 0.99, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('RX', 'power', 'txbytes'), 0, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('RX', 'power', 'txpower'), 0.01, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('STANDBY1', 'power', 'datarate'), 0.04, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('STANDBY1', 'power', 'txbytes'), 0.35, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('STANDBY1', 'power', 'txpower'), 0.32, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('TX', 'power', 'datarate'), 1, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('TX', 'power', 'txbytes'), 0.09, places=2) + self.assertAlmostEqual(model.param_dependence_ratio('TX', 'power', 'txpower'), 1, places=2) + + param_model, param_info = model.get_fitted() + self.assertEqual(param_info('POWERDOWN', 'power'), None) + self.assertEqual(param_info('RX', 'power')['function']._model_str, + '0 + regression_arg(0) + regression_arg(1) * np.sqrt(parameter(datarate))') + self.assertEqual(param_info('STANDBY1', 'power'), None) + self.assertEqual(param_info('TX', 'power')['function']._model_str, + '0 + regression_arg(0) + regression_arg(1) * 1/(parameter(datarate)) + regression_arg(2) * parameter(txpower) + regression_arg(3) * 1/(parameter(datarate)) * parameter(txpower)') + self.assertEqual(param_info('epilogue', 'timeout')['function']._model_str, + '0 + regression_arg(0) + regression_arg(1) * 1/(parameter(datarate))') + self.assertEqual(param_info('stopListening', 'duration')['function']._model_str, + '0 + regression_arg(0) + regression_arg(1) * 1/(parameter(datarate))') + def test_model_singlefile_mmparam(self): raw_data = RawData(['../data/20161221_123347_mmparam.tar']) @@ -191,5 +216,14 @@ class TestStaticModel(unittest.TestCase): self.assertAlmostEqual(static_model('sleep', 'energy'), 104445, places=0) self.assertEqual(static_model('txDone', 'energy'), 0) + param_model, param_info = model.get_fitted() + self.assertEqual(param_info('IDLE', 'power'), None) + self.assertEqual(param_info('RX', 'power')['function']._model_str, + '0 + regression_arg(0) + regression_arg(1) * np.log(parameter(symbolrate) + 1)') + self.assertEqual(param_info('SLEEP', 'power'), None) + self.assertEqual(param_info('SLEEP_EWOR', 'power'), None) + self.assertEqual(param_info('SYNTH_ON', 'power'), None) + self.assertEqual(param_info('XOFF', 'power'), None) + if __name__ == '__main__': unittest.main() |