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import torch
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print(f"PyTorch Version: {torch.__version__}")
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matrix1 = torch.tensor(
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[[1, 2, 3], [4, 5, 6], [7, 8, 9], [10, 11, 12], [13, 14, 15]], dtype=torch.float32
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)
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matrix2 = torch.tensor(
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[[1, 2, 3, 4], [5, 6, 7, 8], [9, 10, 11, 12]], dtype=torch.float32
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)
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result = matrix1 @ matrix2
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print("\nMatrix 1 (5 x 3):")
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print(matrix1)
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print("\nMatrix 2 (3 x 4):")
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print(matrix2)
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print("\nResult of matrix multiplication (5 x 4):")
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print(result)
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import torch
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zeros = torch.zeros(3, 3)
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ones = torch.ones(3, 3)
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random_matrix = torch.rand(3, 3)
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print("Zeros matrix:")
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print(zeros)
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print("\nOnes matrix:")
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print(ones)
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print("\nRandom matrix:")
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print(random_matrix)
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print("\nAbsolute value of random matrix:")
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print(torch.abs(random_matrix))
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print("\nAddition of ones and random matrix:")
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print(ones + random_matrix)
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print("\nDivision of random matrix by ones:")
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print(random_matrix / ones)
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print("\nDot product of random matrix with ones:")
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print(random_matrix * ones)
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print("\nCross product of random matrix with ones:")
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print(random_matrix @ ones)
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print("\nExponentiation of random matrix:")
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print(torch.exp(random_matrix))
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print("\nSize of matrices:")
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print(f"Shape: {random_matrix.size()}")
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print(f"Dimensions: {random_matrix.dim()}")
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print(f"Total elements: {random_matrix.numel()}")
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