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Implementing RAG using Elixir and Ollama

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# Agents

To start a embedding process on a new document after the link or reader has been changed run

```
mix reset_and_start
```

To prompt on the same document & embedding, just run

```
iex -S mix

# To start the embedding process (this is syncronous)
Agents.Hello.chunk_document()

# After the above is done prompting can be done
Agents.Hello.prompt("what are the risks of reddit?")

# Make sure to run the chuck document step otherwise you'll get an error

# Everything useful related to this project is located at
# - [lib/agents/hello.ex](https://github.com/theshapguy/rag-elixir/blob/main/lib/agents/hello.ex)
# - application.ex
# chunking, embedding, querying, prompting

# You will require Ollama to prompt using this code, however if you are familer with the OpenAI API, changing to it is just changing a few lines of code.

# Using this phoenix project so that I can expand on this later
```

To start your Phoenix server:

* Run `mix setup` to install and setup dependencies
  * Start Phoenix endpoint with `mix phx.server` or inside IEx with `iex -S mix phx.server`

Now you can visit [`localhost:4000`](http://localhost:4000) from your browser.

Ready to run in production? Please [check our deployment guides](https://hexdocs.pm/phoenix/deployment.html).

## Learn more

* Official website: https://www.phoenixframework.org/
  * Guides: https://hexdocs.pm/phoenix/overview.html
  * Docs: https://hexdocs.pm/phoenix
  * Forum: https://elixirforum.com/c/phoenix-forum
  * Source: https://github.com/phoenixframework/phoenix

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