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| 1 | +"""Tests for identification pipeline.""" |
| 2 | + |
| 3 | +from __future__ import annotations |
| 4 | + |
| 5 | +import array_api_compat.numpy as np |
| 6 | +import pytest |
| 7 | + |
| 8 | +from crazyflow.dynamics.utils.data_utils import derivatives_svf, preprocessing |
| 9 | +from crazyflow.dynamics.utils.identification import sys_id_rotation, sys_id_translation |
| 10 | + |
| 11 | + |
| 12 | +@pytest.mark.integration |
| 13 | +def test_sys_id_rotation(): |
| 14 | + time = np.linspace(0.0, 1.0, 100) |
| 15 | + pos = np.stack((np.cos(2 * np.pi * time), np.sin(2 * np.pi * time), time), axis=-1) |
| 16 | + quat = np.zeros((100, 4)) |
| 17 | + quat[:, 3] = 1.0 # No rotation |
| 18 | + cmd_rpy = np.zeros((100, 3)) |
| 19 | + cmd_f = np.ones(100) * 0.03 |
| 20 | + data = { |
| 21 | + "time": np.linspace(0.0, 1.0, 100), |
| 22 | + "pos": pos, |
| 23 | + "quat": quat, |
| 24 | + "cmd_rpy": cmd_rpy, |
| 25 | + "cmd_f": cmd_f, |
| 26 | + } |
| 27 | + |
| 28 | + data = preprocessing(data) |
| 29 | + data["rpy"] = np.roll(cmd_rpy, shift=10, axis=0) |
| 30 | + data = derivatives_svf(data) |
| 31 | + |
| 32 | + sys_id_rotation(data) |
| 33 | + |
| 34 | + |
| 35 | +@pytest.mark.integration |
| 36 | +@pytest.mark.parametrize("dynamics", ["so_rpy", "so_rpy_rotor", "so_rpy_rotor_drag"]) |
| 37 | +def test_sys_id_translation(dynamics: str): |
| 38 | + mass = 0.03 |
| 39 | + time = np.linspace(0.0, 1.0, 100) |
| 40 | + phi = 2 * np.pi * time |
| 41 | + pos = np.stack((np.cos(phi) * 0.1, np.sin(phi) * 0.1, np.roll(np.cos(phi), 10)), axis=-1) |
| 42 | + quat = np.zeros((100, 4)) |
| 43 | + quat[:, 3] = 1.0 # No rotation |
| 44 | + cmd_rpy = np.zeros((100, 3)) |
| 45 | + cmd_f = (np.ones(100) + np.cos(phi)) * mass * 9.81 |
| 46 | + data = { |
| 47 | + "time": np.linspace(0.0, 1.0, 100), |
| 48 | + "pos": pos, |
| 49 | + "quat": quat, |
| 50 | + "cmd_rpy": cmd_rpy, |
| 51 | + "cmd_f": cmd_f, |
| 52 | + } |
| 53 | + |
| 54 | + data = preprocessing(data) |
| 55 | + data = derivatives_svf(data) |
| 56 | + |
| 57 | + sys_id_translation(dynamics=dynamics, mass=mass, data=data) |
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