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""" | |
Add two matrices using NumPy. | |
""" | |
import numpy as np | |
from typing import List, Union | |
import gradio as gr | |
from maths.matrices.utils import parse_matrix, format_output | |
Matrix = Union[List[List[float]], np.ndarray] | |
def matrix_add(matrix1: Matrix, matrix2: Matrix) -> np.ndarray: | |
m1 = np.array(matrix1) | |
m2 = np.array(matrix2) | |
if m1.shape != m2.shape: | |
raise ValueError("Matrices must have the same dimensions for addition.") | |
return np.add(m1, m2) | |
matrix_add_interface = gr.Interface( | |
fn=lambda m1_str, m2_str: format_output(matrix_add(parse_matrix(m1_str), parse_matrix(m2_str))), | |
inputs=[ | |
gr.Textbox(label="Matrix 1 (JSON or CSV format)", placeholder="e.g., [[1,2],[3,4]] or 1,2;3,4"), | |
gr.Textbox(label="Matrix 2 (JSON or CSV format)", placeholder="e.g., [[5,6],[7,8]] or 5,6;7,8") | |
], | |
outputs=gr.Textbox(label="Resulting Matrix"), | |
title="Matrix Addition", | |
description="Adds two matrices of the same dimensions. Input can be JSON (e.g., [[1,2],[3,4]]) or CSV (e.g., 1,2;3,4). Example: Matrix 1: [[1,2],[3,4]], Matrix 2: [[5,6],[7,8]] => Result: [[6,8],[10,12]]", | |
examples=[ | |
["[[1,2],[3,4]]", "[[5,6],[7,8]]"], | |
["1,2;3,4", "5,6;7,8"] | |
] | |
) | |