[QDP] The Scaling Test (Latency vs. Qubits)

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Purpose of PR

• Measure loading time for state sizes ranging from N=10 to N=28 qubits.
• Hypothesis: Circuit-based methods will degrade exponentially (O(N) gates) or linearly (O(N) depth), while QDP will remain effectively constant until PCIe bandwidth saturation.

Related Issues or PRs

Closes #740

Changes Made

• Bug fix
• New feature
• Refactoring
• Documentation
• Test
• CI/CD pipeline
• Other

Breaking Changes

• Yes
• No

Checklist

• Added or updated unit tests for all changes
• Added or updated documentation for all changes
• Successfully built and ran all unit tests or manual tests locally
• PR title follows "MAHOUT-XXX: Brief Description" format (if related to an issue)
• Code follows ASF guidelines

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cc @rich7420 @guan404ming @ryankert01