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Identify the error in the following code snippet for solving a sparse system:

medium📝 Debug Q6 of 15
SciPy - Sparse Linear Algebra
Identify the error in the following code snippet for solving a sparse system:
from scipy.sparse.linalg import spsolve
A = [[1, 0], [0, 2]]
b = [1, 4]
x = spsolve(A, b)
AVector b should be a sparse matrix
Bspsolve requires three arguments
CMatrix A should be a sparse matrix, not a list of lists
DNo error, code runs correctly
Step-by-Step Solution
Solution:
  1. Step 1: Check input types for spsolve

    spsolve expects matrix A to be a sparse matrix type, not a plain Python list.
  2. Step 2: Identify correct input format

    Convert A to a sparse matrix like csr_matrix before calling spsolve.
  3. Final Answer:

    Matrix A should be a sparse matrix, not a list of lists -> Option C
  4. Quick Check:

    Input type error = Matrix A must be sparse matrix [OK]
Quick Trick: Convert A to sparse matrix before spsolve [OK]
Common Mistakes:
  • Passing dense lists instead of sparse matrix
  • Thinking b must be sparse
  • Assuming spsolve needs three arguments

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