Octuple-precision

[iManGHD]

Pull Request Description

1. Enhance Optimization Problems with Octuple Precision Calculations

• Introduced the capability to perform calculations with Octuple Precision in the context of optimization problems, enhancing the precision and accuracy of the solutions.

2. Boost Memory Efficiency in Parallel Loops for Optimization Problems

• Optimized the parallel loop implementation within optimization problems to improve memory usage, ensuring more efficient processing and reduced resource consumption.

3. Integrate Clarabel and CDDLib into Repository Dependencies

• Added Clarabel and CDDLib to the list of repository dependencies.

4. Update README.md with New SparseQFCA Architecture Image

• Replaced the existing SparseQFCA architecture image in the README.md file with a new, updated version, ensuring that the documentation reflects the current state of the project.

5. Resolve Reduction Errors in DCE Block of Matrix A for Networks

• Fixed the reduction errors that occurred in the DCE block of Matrix A for networks, ensuring the correct and efficient handling of network data.

Co-authored-by: @mtefagh mtefagh@acm.org