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