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You try to solve a large sparse system using spsolve(A, b) but get a memory error. What is the most likely cause?

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SciPy - Sparse Linear Algebra
You try to solve a large sparse system using spsolve(A, b) but get a memory error. What is the most likely cause?
AVector <code>b</code> has wrong length.
BMatrix <code>A</code> is not actually sparse and is stored as a dense array.
CYou forgot to import <code>spsolve</code>.
DSparse solvers cannot handle large systems.
Step-by-Step Solution
Solution:
  1. Step 1: Check matrix storage type

    If A is stored as a dense array, memory usage is very high for large systems.
  2. Step 2: Understand sparse solver requirements

    spsolve expects sparse matrix input to save memory; dense input causes memory error.
  3. Final Answer:

    Matrix A is not actually sparse and is stored as a dense array. -> Option B
  4. Quick Check:

    Dense matrix causes memory error in sparse solver [OK]
Quick Trick: Check if matrix is sparse format before solving [OK]
Common Mistakes:
  • Assuming vector length causes memory error
  • Ignoring import errors
  • Believing sparse solvers can't handle large systems

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