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Prompt Engineering

There are 2 ways: easy one and hard one.

Easy one: pdl files

By editing pdl files, you can test different prompts. Read pdl document to learn about pdl.

You'll find pdl files in 2 places: your local ragit repo and ragit's git repo.

  1. If you have initialized a ragit repo, you'll find pdl files in ./.ragit/prompts. Modify the files and run rag build or rag query to see how LLM behaves differently. Make sure to rag config --set dump_log true so that you can see the conversations.
  2. You can also find prompts/ in ragit's git repo. This is the default value for prompts. If your local tests on your new prompts are satisfiable, please commit the new prompts.

Hard one: modify the source code

Modifying pdl files is very limited. You cannot add/remove values to tera's context.

TODO: write document

Testing prompt

Once you have modified prompts, you have to test it. The best way is to see how it actually works with real queries. By enabling dump_log option, you can see how LLMs interact with your new prompt. You'll find the logs at .ragit/logs.