|
| 1 | +use futures::TryStreamExt; |
| 2 | +use libopenai::{file::TemporaryFile, prelude::*}; |
| 3 | + |
| 4 | +#[tokio::main] |
| 5 | +async fn main() -> Result<()> { |
| 6 | + const MODEL: &str = "text-davinci-003"; |
| 7 | + |
| 8 | + dotenv::dotenv().unwrap(); |
| 9 | + tracing_subscriber::fmt::init(); |
| 10 | + let client = Client::new(None, None)?; |
| 11 | + |
| 12 | + let ft = match FineTune::retreive("ft-8KUqxC0IcvgVe707j93Xoa6D", &client).await { |
| 13 | + Ok(x) => x, |
| 14 | + Err(_) => { |
| 15 | + let questions = Completion::builder(MODEL, "Give me a math question") |
| 16 | + .n(10) |
| 17 | + .max_tokens(100) |
| 18 | + .build(&client) |
| 19 | + .await? |
| 20 | + .choices; |
| 21 | + |
| 22 | + let answers = Completion::raw_builder(MODEL) |
| 23 | + .echo(true) |
| 24 | + .prompt(questions.iter().map(|x| x.text.as_str())) |
| 25 | + .max_tokens(256) |
| 26 | + .build(&client) |
| 27 | + .await? |
| 28 | + .choices |
| 29 | + .into_iter() |
| 30 | + .filter_map(|x| { |
| 31 | + if let Some((prompt, completion)) = x.text.split_once("\n\n") { |
| 32 | + return Some(TrainingData::new(prompt, completion)); |
| 33 | + } |
| 34 | + return None; |
| 35 | + }); |
| 36 | + |
| 37 | + let training_file = TemporaryFile::from_file( |
| 38 | + TrainingData::save_iter(answers, &client).await?, |
| 39 | + client.clone(), |
| 40 | + ); |
| 41 | + |
| 42 | + FineTune::new(&training_file.id, &client).await? |
| 43 | + } |
| 44 | + }; |
| 45 | + |
| 46 | + let mut events = ft.event_stream(&client).await.unwrap(); |
| 47 | + |
| 48 | + let handle = tokio::spawn(async move { |
| 49 | + while let Some(event) = events.try_next().await.unwrap() { |
| 50 | + println!("{event:#?}"); |
| 51 | + } |
| 52 | + return Result::<()>::Ok(()); |
| 53 | + }); |
| 54 | + |
| 55 | + let example = Completion::new(ft.fine_tuned_model()?, "square root of two", client) |
| 56 | + .await |
| 57 | + .unwrap(); |
| 58 | + println!("{example:#?}"); |
| 59 | + |
| 60 | + handle.await.unwrap()?; |
| 61 | + return Ok(()); |
| 62 | +} |
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