Created
August 22, 2022 13:48
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Example for dynamically resizeable SoA (struct of arrays) class using numpy arrays
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class Trajectory: | |
def __init__(self, capacity): | |
self._capacity = capacity | |
self._size = 0 | |
self.position = np.empty(shape=(self._capacity, 2), dtype=np.float64) | |
self.yaw = np.empty(shape=(self._capacity, 1), dtype=np.float64) | |
self.yawrate = np.empty(shape=(self._capacity, 1), dtype=np.float64) | |
def size(self): | |
return self._size | |
def capacity(self): | |
return self._capacity | |
def clear(self): | |
self.resize(0) | |
return self | |
def resize(self, new_size): | |
if new_size <= self._capacity: | |
self._size = new_size | |
else: | |
delta = new_size - self._capacity | |
new_capacity = int(math.ceil(self._capacity * 1.5)) + delta | |
new_position = np.empty(shape=(new_capacity, 2), dtype=np.float64) | |
new_yaw = np.empty(shape=(new_capacity, 1), dtype=np.float64) | |
new_yawrate = np.empty(shape=(new_capacity, 1), dtype=np.float64) | |
new_position[:self._capacity] = self.position | |
new_yaw[:self._capacity] = self.yaw | |
new_yawrate[:self._capacity] = self.yawrate | |
self.position = new_position | |
self.yaw = new_yaw | |
self.yawrate = new_yawrate | |
self._capacity = new_capacity | |
self._size = new_size | |
return self | |
def shrink_to_fit(self): | |
self.position = self.position[:self._size] | |
self.yaw = self.yaw[:self._size] | |
self.yawrate = self.yawrate[:self._size] | |
self._capacity = self._size | |
return self | |
def concat(self, other_trajectory): | |
my_size = self.size() | |
other_size = other_trajectory.size() | |
self.resize(my_size + other_size) | |
self.position[my_size:my_size+other_size] = other_trajectory.position[:other_size] | |
self.yaw[my_size:my_size+other_size] = other_trajectory.yaw[:other_size] | |
self.yawrate[my_size:my_size+other_size] = other_trajectory.yawrate[:other_size] | |
return self |
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