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from collections.abc import Iterable
Number = float | int
def _is_square_matrix(matrix: Iterable[Iterable[Number]]) -> bool:
"""Return True if the supplied iterable is a square matrix.
A proper matrix must contain at least one row and every row must be
the same length, and the number of rows must equal that length.
"""
rows = list(matrix)
if not rows:
return False
row_len = len(rows[0])
return all(len(row) == row_len for row in rows) and len(rows) == row_len
def _iter_to_list(matrix: Iterable[Iterable[Number]]) -> list[list[Number]]:
"""Convert the supplied iterable of iterables into a list of lists."""
return [list(row) for row in matrix]
def transpose(matrix: Iterable[Iterable[Number]]) -> list[list[Number]]:
"""Return the transpose of a 2D matrix."""
rows = _iter_to_list(matrix)
if not rows:
return []
row_len = len(rows[0])
if not all(len(r) == row_len for r in rows):
raise ValueError("All rows must have the same length.")
return [list(col) for col in zip(*rows)]
def rotate(
matrix: Iterable[Iterable[Number]], clockwise: bool = True
) -> list[list[Number]]:
"""Rotate a 2D matrix by 90 degrees.
Parameters
----------
matrix : Iterable[Iterable[Number]]
Input matrix.
clockwise : bool, default=True
Rotate 90 degrees clockwise if True, counter-clockwise if False.
Returns
-------
list[list[Number]]
The rotated matrix.
"""
rows = _iter_to_list(matrix)
if not rows:
return []
row_len = len(rows[0])
if not all(len(r) == row_len for r in rows):
raise ValueError("All rows must have the same length.")
if clockwise:
# 90° im Uhrzeigersinn: Zeilen umkehren, dann transponieren
return [list(col) for col in zip(*rows[::-1])]
else:
# 90° gegen den Uhrzeigersinn: transponieren, dann Zeilen umkehren
return [list(col) for col in zip(*rows)][::-1]
def matmul(a: Iterable[Iterable[Number]], b: Iterable[Iterable[Number]]) -> list[list[Number]]:
"""Multiply two matrices."""
a_rows = _iter_to_list(a)
b_rows = _iter_to_list(b)
# Validate dimensions
if not a_rows or not b_rows:
raise ValueError("Input matrices cannot be empty.")
a_cols = len(a_rows[0])
b_rows_count = len(b_rows)
if a_cols != b_rows_count:
raise ValueError(
f"Incompatible matrix dimensions: {len(a_rows)}x{a_cols} cannot be "
f"multiplied with {b_rows_count}x{len(b_rows[0])}."
)
b_cols = len(b_rows[0])
if not all(len(row) == a_cols for row in a_rows):
raise ValueError("All rows of matrix a must have the same length.")
if not all(len(row) == b_cols for row in b_rows):
raise ValueError("All rows of matrix b must have the same length.")
# Skalarprodukt
result: list[list[Number]] = []
for i in range(len(a_rows)):
result_row: list[Number] = []
for j in range(b_cols):
dot = sum(a_rows[i][k] * b_rows[k][j] for k in range(a_cols))
result_row.append(dot)
result.append(result_row)
return result
# --- New functionality: rotating a 2D vector (e.g. moon around earth) ---
import math
def rotate_vector(vec: list[Number], angle_rad: Number) -> list[Number]:
"""Return a new 2‑D vector rotated by *angle_rad*.
``vec`` must be a list/tuple of two numbers ``[x, y]``.
The rotation is counter‑clockwise and follows the standard
rotation matrix:
``[x', y'] = [x cosθ - y sinθ, x sinθ + y cosθ]``.
"""
if len(vec) != 2:
raise ValueError("rotate_vector expects a 2‑D vector.")
x, y = vec
cos_a = math.cos(angle_rad)
sin_a = math.sin(angle_rad)
return [x * cos_a - y * sin_a, x * sin_a + y * cos_a]
def orbit_earth_moon(
earth_pos: list[Number],
moon_pos: list[Number],
angular_speed_rad_per_time: Number,
dt: Number,
) -> tuple[list[Number], list[Number]]:
"""Rotate *moon_pos* around *earth_pos*.
Both *earth_pos* and *moon_pos* are ABSOLUTE [x, y] coordinates.
The moon is moved by applying a rotation of ``omega * dt`` radians
around the Earth. The Earth stays fixed, so repeatedly calling this
function makes the moon orbit the Earth on a circle of constant radius.
Returns the new positions ``(new_earth_pos, new_moon_pos)``.
"""
# Translate moon to origin relative to earth
relative = [moon_pos[0] - earth_pos[0], moon_pos[1] - earth_pos[1]]
# Rotate the relative vector
new_rel = rotate_vector(relative, angular_speed_rad_per_time * dt)
# Translate back
new_moon = [earth_pos[0] + new_rel[0], earth_pos[1] + new_rel[1]]
return earth_pos, new_moon
def point_on_circle(
center: list[Number], radius: Number, angle_rad: Number
) -> list[Number]:
"""Return the absolute [x, y] position on a circle.
*center* is the absolute center, *radius* the distance from the center
and *angle_rad* the angle in radians (0 points to the right,
increasing angles rotate counter-clockwise).
"""
return [
center[0] + radius * math.cos(angle_rad),
center[1] + radius * math.sin(angle_rad),
]
if __name__ == "__main__":
# Test matmul
m1 = [[1, 2], [3, 4]]
m2 = [[5, 6], [7, 8]]
res1 = matmul(m1, m2)
assert res1 == [[19, 22], [43, 50]]
m3 = [[1, 2, 3], [4, 5, 6]]
m4 = [[7, 8], [9, 1], [2, 3]]
res2 = matmul(m3, m4)
assert res2 == [[31, 19], [85, 55]]
# Test transposnieren
m_square = [[1, 2], [3, 4]]
assert transpose(m_square) == [[1, 3], [2, 4]]
m_rect = [[1, 2, 3], [4, 5, 6]]
assert transpose(m_rect) == [[1, 4], [2, 5], [3, 6]]
# Test rotate mit Uhr
assert rotate([[1, 2], [3, 4]]) == [[3, 1], [4, 2]]
assert rotate([[1, 2, 3], [4, 5, 6]]) == [[4, 1], [5, 2], [6, 3]]
# Testf rotate gegen Uhr
assert rotate([[1, 2], [3, 4]], clockwise=False) == [[2, 4], [1, 3]]