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Comment by slivym
What you're describing is OpenCL, yes it exists, both Xilinx and Intel produce toolsets. No they aren't sane by software standards, but they're fantastic compared to hardware engineering. A card will cost you ~$10k for something you'd actually get acceleration from (https://www.xilinx.com/products/boards-and-kits/alveo/u250.h...) and you'll still need a degree in electronic engineering to produce something that convincingly accelerates your task.