Training Local LLM to Translate Text into Code

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I am working on a project that will take PDFs and translate them to code. I can’t be too specific about the PDFS I'm using. But does anyone have any advice on what model I should use/finetune? I can create a large dataset from existing PDFs and existing Code. But I'm unsure of the "how" (model/training/finetuning etc.)

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