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Proper Batching Support #14

Description

@avik-pal

For realistic ML applications, we need to support batching natively.

  • Linear Complementarity Problems
    • Forward Solve: supported via NonlinearReformulation
      • x0 is batched
        • Implemented
        • Tested
      • Generic Case M (3D AbstractArray) and q are batched (For x0 batching we should be able to reformulate the problem as this case)
        • Implemented
        • Tested
    • Adjoint
      • x0 is batched
        • Implemented
        • Tested
      • M and q is batched
        • Implemented
        • Tested
  • Linear Complementarity Systems
  • Mixed Complementarity Problems
    • Forward Solve: supported via NonlinearReformulation
      • Implemented
      • Tested
    • Adjoint
      • x0 is batched
        • Implemented
        • Tested

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