FPGA: Add new sample `SVD`

[KevinUTAT]

Description

Adding a new FPGA reference design Singular Value Decomposition.

Testing

Running reg-tests, will update test links once finished.

Checklist

Administrative

• [x] Review sample design with the appropriate Domain Expert: <insert Name Here>
• [x] If you have any new dependencies/binaries, inform the oneAPI Code Samples Project Manager

Code Development

• [x] Implement coding guidelines and ensure code quality. see wiki for details
• [x] Adhere to readme template
• [x] Enforce format via clang-format config file
• [x] Adhere to sample.json specification. https://github.com/oneapi-src/oneAPI-samples/wiki/sample-json-specification
• [ ] Ensure/create CI test configurations for sample (ciTests field) https://github.com/oneapi-src/oneAPI-samples/wiki/sample-json-ci-test-object
• [ ] Run jsonlint on sample.json to verify json syntax. www.jsonlint.com

Security and Legal

• [ ] OSPDT Approval (see Project Manager for assistance)
• [ ] Compile using the following compiler flags and fix any warnings, the falgs are: "/Wall -Wformat-security -Werror=format-security"
• [ ] Bandit Scans (Python only)
• [ ] Virus scan

Review

• [x] Review DPC++ code with Paul Peterseon. (GitHub User: pmpeter1)
• [x] Review readme with Tom Lenth(@tomlenth) and/or Project Manager
• [ ] Tested using Dev Cloud when applicable

[jimmytwei]

Adding @pmpeter1 and @tomlenth per request by @KevinUTAT

[yuguen]

The code looks good, did you find the time to benchmark the kernel versus a CPU execution using Python or Matlab?

[KevinUTAT]

The code looks good, did you find the time to benchmark the kernel versus a CPU execution using Python or Matlab?

yes, with the same 32x32 input, numpy.linalg.svd gives around 1000 matrices/s on the farm machine (pretty much the same as what we get on n6001) and Matlab isn't as good at around 600 matrices/s.